{ "data": { "similar": [ { "grade": "BB", "json": "https://www.anchorterminal.com/tools/customer-io.json", "name": "Customer.io", "score": 75.6, "shared": [ "marketing.events", "marketing.campaigns", "marketing.journeys", "email.send", "email.templates" ], "slug": "customer-io" }, { "grade": "B", "json": "https://www.anchorterminal.com/tools/nitrosend.json", "name": "Nitrosend", "score": 69.4, "shared": [ "marketing.events", "marketing.campaigns", "marketing.journeys", "email.send", "email.templates" ], "slug": "nitrosend" }, { "grade": "B", "json": "https://www.anchorterminal.com/tools/sequenzy.json", "name": "Sequenzy", "score": 63.7, "shared": [ "marketing.events", "marketing.campaigns", "marketing.journeys", "email.send", "email.templates" ], "slug": "sequenzy" }, { "grade": "BB", "json": "https://www.anchorterminal.com/tools/ahasend.json", "name": "AhaSend API + MCP", "score": 75.4, "shared": [ "email.send", "email.templates", "email.analytics", "marketing.campaigns" ], "slug": "ahasend" }, { "grade": "BB", "json": "https://www.anchorterminal.com/tools/klaviyo.json", "name": "Klaviyo API + MCP", "score": 73.8, "shared": [ "marketing.events", "marketing.campaigns", "marketing.journeys", "email.templates" ], "slug": "klaviyo" }, { "grade": "B", "json": "https://www.anchorterminal.com/tools/omnisend.json", "name": "Omnisend", "score": 65.8, "shared": [ "marketing.events", "marketing.campaigns", "marketing.journeys", "email.templates" ], "slug": "omnisend" } ], "tool": { "slug": "dreamlit", "name": "Dreamlit", "vendor": "Notika AI", "vendorUrl": "https://dreamlit.ai", "kind": "mcp", "category": "lifecycle-marketing", "summary": "Dreamlit is a lifecycle email service that runs notification workflows from a connected Supabase or Postgres database. AI agents build, test and publish those workflows and read their analytics through a hosted MCP server.", "url": "https://www.anchorterminal.com/tools/dreamlit", "markdownUrl": "https://www.anchorterminal.com/tools/dreamlit.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/dreamlit.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/dreamlit.json", "dns": "dreamlit.grade.anchorterminal.com", "repo": "https://github.com/dreamlit-ai/dreamlit-mcp", "transports": [ "streamable-http" ], "remoteUrl": "https://mcp.dreamlit.ai/mcp", "packages": [], "auth": "oauth", "authNotes": "OAuth from the MCP client to one Dreamlit workspace, with scopes `workflows:read`, `workflows:write`, `workflows:publish` and `analytics:read`. Clients that can't do OAuth use a project-scoped personal access token (`dlpt_`) with chosen scopes, shown once, sent as a Bearer header. Accounts and database connections are set up in the web app first.", "pricing": "paid", "pricingNotes": "Pro $20 a month ($16 billed yearly) with 30,000 emails and 250 agent credits; Scale $99 ($79 yearly) with 100,000 emails; Enterprise custom. No free plan for new accounts. MCP calls carry no extra charge. Autopilot, a done-for-you service, is priced separately.", "priceSummary": "$20 / mo", "where": "hosted", "x402": { "level": "no", "evidence": "No x402, MPP or L402 in llms.txt, pricing.md or the MCP docs (checked 2026-11-06).", "endpoints": [] }, "toolCount": 16, "popularity": { "githubStars": null, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-11-06" }, "docsUrl": "https://dreamlit.ai/docs/resources/mcp-server", "mcpTools": { "url": "https://mcp.dreamlit.ai/mcp", "checkedAt": "2026-11-07T01:43:51.385315264Z", "status": "ok", "protocol": "2025-11-25", "tools": [ { "name": "get_status", "title": "Get status", "description": "Read-only. Use first when the agent needs Dreamlit product guidance, prompting guidance, approved workspace context, project setup, schema hints, workflow state, or relevant app URLs. Returns a compact context pack with concepts, recommended tool flow, actor/workspace/project data, optional authoring context, optional workflow context, and appUrls. Workflow summaries include liveStatus, and broadcasts include an authoritative broadcast.state. Database tables that Dreamlit can see but not read rows from (row level security with no policy for Dreamlit) carry a warning and fixSql; run fixSql, or ask the user to run it, in the Supabase SQL editor. If Dreamlit couldn't read a connection's tables, that connection has tablesError instead of an empty list meaning no tables. Do not use this to create, update, publish, or unpublish workflows.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "projectId": { "description": "Optional project id. Include it to return project setup, schema hints, and authoring context.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "description": "Optional workflow id. Include it to return concise workflow state and preview URL.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "type": "object" }, "outputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "additionalProperties": false, "properties": { "result": { "description": "Dreamlit MCP result. success responses contain data and appUrls when relevant; auth_required, clarification_required, confirmation_required, handoff_required, and error responses explain the next action.", "oneOf": [ { "additionalProperties": false, "properties": { "data": { "additionalProperties": {}, "propertyNames": { "type": "string" }, "type": "object" }, "status": { "const": "success", "type": "string" } }, "required": [ "status", "data" ], "type": "object" }, { "additionalProperties": false, "properties": { "auth": { "additionalProperties": false, "properties": { "reason": { "type": "string" } }, "required": [ "reason" ], "type": "object" }, "message": { "type": "string" }, "status": { "const": "auth_required", "type": "string" } }, "required": [ "status", "message" ], "type": "object" }, { "additionalProperties": false, "properties": { "clarification": { "anyOf": [ { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "workflows" ], "type": "object" }, "assistantMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "chatSessionId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "userMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "message", "workflowId", "projectId", "orgId", "chatSessionId", "userMessageId", "assistantMessageId", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "kind": { "const": "test_message_selection", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "testableMessages": { "items": { "additionalProperties": false, "properties": { "description": { "type": "string" }, "destination": { "type": "string" }, "label": { "type": "string" }, "messageType": { "enum": [ "email", "slack" ], "type": "string" }, "requiresRecipient": { "type": "boolean" }, "testTargetId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "testTargetId", "messageType", "label", "requiresRecipient" ], "type": "object" }, "minItems": 2, "type": "array" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "testableMessages", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "inProgressRunCount": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "kind": { "const": "unpublish_in_progress_runs", "type": "string" }, "message": { "type": "string" }, "options": { "items": { "additionalProperties": false, "properties": { "inProgressRuns": { "enum": [ "stop", "let_finish" ], "type": "string" }, "label": { "type": "string" }, "recommended": { "type": "boolean" } }, "required": [ "inProgressRuns", "label", "recommended" ], "type": "object" }, "type": "array" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "inProgressRunCount", "options", "appUrls" ], "type": "object" } ] }, "status": { "const": "clarification_required", "type": "string" } }, "required": [ "status", "clarification" ], "type": "object" }, { "additionalProperties": false, "properties": { "confirmation": { "anyOf": [ { "additionalProperties": false, "properties": { "action": { "const": "confirm_publish", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "expectedEditableVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Editable version id returned by prepare_publish, used as a safety check." }, "expectedPublishedVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Published version id returned by prepare_publish, used as a safety check." }, "expectedUpdatedAtIso": { "anyOf": [ { "format": "date-time", "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$", "type": "string" }, { "type": "null" } ], "description": "Workflow updatedAt timestamp returned by prepare_publish, used as a safety check." }, "isSandboxed": { "description": "Whether to publish in sandbox mode so notifications are held for inspection.", "type": "boolean" }, "workflowId": { "description": "Workflow id to publish.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId" ], "type": "object" }, "kind": { "const": "publish", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "summary", "warnings" ], "type": "object" }, { "additionalProperties": false, "properties": { "action": { "const": "send_workflow_test", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "confirmSend": { "const": true, "type": "boolean" }, "messageType": { "description": "Optional message type filter when selecting a draft message to test.", "enum": [ "email", "slack" ], "type": "string" }, "rowData": { "additionalProperties": {}, "description": "Optional sample data for rendering draft message variables during the test. If omitted, Dreamlit uses the same default preview data as the web builder when available.", "propertyNames": { "type": "string" }, "type": "object" }, "testRecipientEmail": { "description": "Optional recipient for email tests. If omitted, Dreamlit sends to the authenticated user's email address.", "format": "email", "pattern": "^(?!\\.)(?!.*\\.\\.)([A-Za-z0-9_'+\\-\\.]*)[A-Za-z0-9_+-]@([A-Za-z0-9][A-Za-z0-9\\-]*\\.)+[A-Za-z]{2,}$", "type": "string" }, "testTargetId": { "description": "Structured test target id from testableMessages. Do not show this id to users; ask them to choose by message label.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "description": "Workflow id whose editable draft message should be tested.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId", "confirmSend" ], "type": "object" }, "kind": { "const": "send_workflow_test", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "appUrls", "summary", "warnings" ], "type": "object" } ] }, "status": { "const": "confirmation_required", "type": "string" } }, "required": [ "status", "confirmation" ], "type": "object" }, { "additionalProperties": false, "properties": { "handoff": { "additionalProperties": false, "properties": { "blocker": { "additionalProperties": false, "description": "Why Dreamlit stopped before finishing the draft. Changes counted in appliedActionCount are already saved.", "properties": { "appliedActionCount": { "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "code": { "description": "step_needs_detail: answer `detail` in a follow-up create_or_update_workflow call with the same workflowId. step_not_editable: change a different step instead. step_not_built: retry once, then finish in the browser. request_unclear: describe the change in more detail and retry.", "enum": [ "step_needs_detail", "step_not_editable", "step_not_built", "request_unclear" ], "type": "string" }, "detail": { "description": "The specific missing detail or blocking rule, in plain language.", "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "database_trigger", "broadcast_trigger", "repeating_trigger", "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "code", "detail", "appliedActionCount" ], "type": "object" }, "instructions": { "items": { "type": "string" }, "type": "array" }, "kind": { "const": "browser", "type": "string" }, "message": { "type": "string" }, "reason": { "type": "string" }, "url": { "format": "uri", "type": "string" } }, "required": [ "kind", "reason", "message", "url", "instructions" ], "type": "object" }, "status": { "const": "handoff_required", "type": "string" } }, "required": [ "status", "handoff" ], "type": "object" }, { "additionalProperties": false, "properties": { "billingUrl": { "description": "quota_exceeded or plan_upgrade_required: page where a workspace admin can buy AI credits or upgrade the plan.", "format": "uri", "type": "string" }, "code": { "type": "string" }, "helpUrl": { "description": "Guide or support contact for resolving the problem in the message.", "format": "uri", "type": "string" }, "message": { "type": "string" }, "resetAt": { "description": "quota_exceeded: when this month's AI usage resets (ISO 8601).", "type": "string" }, "retryAfterSeconds": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "status": { "const": "error", "type": "string" }, "stepEdits": { "description": "edit_workflow_steps: what happened to each edit when none could be applied.", "items": { "additionalProperties": false, "properties": { "changedFields": { "items": { "type": "string" }, "type": "array" }, "error": { "additionalProperties": false, "properties": { "code": { "description": "step_not_found: get fresh step ids from get_workflow_and_preview_url. step_not_editable: triggers can't be edited here; use create_or_update_workflow. field_not_for_step_type: send only fields for that step's type. duplicate_step: combine edits to one step. invalid_value: fix the value as the message says. query_failed: fix the SQL. query_drops_used_fields: keep returning fields, or edit the steps that use them in the same call. related_edit_failed: a related edit in this call (a SQL edit above or below this step) failed; fix it and send both again. save_failed: try again.", "enum": [ "step_not_found", "step_not_editable", "field_not_for_step_type", "duplicate_step", "invalid_value", "query_failed", "query_drops_used_fields", "related_edit_failed", "save_failed" ], "type": "string" }, "fields": { "description": "query_drops_used_fields: fields later steps still use that the new query no longer returns.", "items": { "type": "string" }, "type": "array" }, "message": { "type": "string" } }, "required": [ "code", "message" ], "type": "object" }, "index": { "description": "Position of the edit in the request.", "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "status": { "enum": [ "applied", "failed" ], "type": "string" }, "stepId": { "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "index", "stepId", "status", "changedFields" ], "type": "object" }, "type": "array" }, "unreadableTables": { "description": "table_rows_hidden_by_rls: tables Dreamlit can see but not read rows from, each with fixSql that adds Dreamlit's read policy. Run fixSql, or ask the user to run it, in the Supabase SQL editor, then try again.", "items": { "additionalProperties": false, "properties": { "fixSql": { "type": "string" }, "schema": { "type": "string" }, "table": { "type": "string" } }, "required": [ "schema", "table", "fixSql" ], "type": "object" }, "type": "array" } }, "required": [ "status", "message" ], "type": "object" } ] } }, "required": [ "result" ], "type": "object" }, "annotations": { "destructiveHint": false, "idempotentHint": true, "openWorldHint": false, "readOnlyHint": true, "title": "Get status" } }, { "name": "create_or_update_workflow", "title": "Create or update workflow", "description": "Creates a new Dreamlit workflow draft or updates an existing draft from an outcome-oriented natural-language prompt. Use after get_status; use get_workflow_and_preview_url first when editing an existing workflow, then describe the steps to change by what they do, not by step id. Each call continues the workflow's current chat; pass startNewChat to start fresh. Broadcasts that are scheduled, sent, or cancelled can't be edited; duplicate them in the Dreamlit web app instead. Existing Supabase Auth workflows can be edited except for the immutable trigger step; creating Supabase Auth workflows must happen through Supabase Auth email setup in the Dreamlit web app. Side effect: may create or modify a draft, but does not publish or install live triggers. Returns the workflow/draft result, action-required or handoff details when more input is needed, and relevant app URLs. Do not use for publishing, direct database changes, or low-level graph edits.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "name": { "description": "Name for a new workflow draft. Use when the user names the workflow; otherwise Dreamlit picks one. Only valid when creating; use rename_workflow to rename an existing workflow.", "type": "string" }, "projectId": { "description": "Target project id for creating a new workflow draft.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "prompt": { "description": "Outcome-oriented workflow authoring request. Describe the event or schedule, audience, recipient, message goal, data needed, timing, business rules, and unsubscribe intent. When editing, refer to existing steps by what they do (for example, the query that finds returning customers, or the email with subject \"Welcome back\"), never by step id. Let Dreamlit choose email styling unless the user gives specific style direction. For broadcasts, request a future send time instead of an immediate send.", "minLength": 1, "type": "string" }, "startNewChat": { "description": "Start a fresh Dreamlit chat for this request instead of continuing the workflow's current chat. The new chat still sees the current draft but not earlier turns. Use when switching to an unrelated change, after long turns with pasted SQL or HTML, or when Dreamlit keeps misreading the request. Ignored when creating a workflow.", "type": "boolean" }, "userCurrentTimeIso": { "description": "User's current time as an ISO timestamp with offset, useful for relative schedule requests.", "format": "date-time", "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$", "type": "string" }, "userCurrentTimeZoneId": { "description": "IANA timezone id for the user, useful for repeating workflows and scheduled broadcasts.", "minLength": 1, "type": "string" }, "userEmailStepComments": { "description": "Optional inline comments for revising email step content.", "items": { "properties": { "comment": { "description": "User's requested change.", "minLength": 1, "type": "string" }, "onCodeLineText": { "description": "Nearby email editor text for anchoring the comment.", "minLength": 1, "type": "string" }, "userHighlightedText": { "description": "Specific text selected by the user.", "minLength": 1, "type": "string" }, "workflowStepId": { "description": "Workflow step id that the user commented on.", "minLength": 1, "type": "string" } }, "required": [ "workflowStepId", "comment", "onCodeLineText", "userHighlightedText" ], "type": "object" }, "type": "array" }, "workflowId": { "description": "Existing workflow id to continue editing. Use get_workflow_and_preview_url first when changing an existing workflow.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "prompt" ], "type": "object" }, "outputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "additionalProperties": false, "properties": { "result": { "description": "Dreamlit MCP result. success responses contain data and appUrls when relevant; auth_required, clarification_required, confirmation_required, handoff_required, and error responses explain the next action.", "oneOf": [ { "additionalProperties": false, "properties": { "data": { "additionalProperties": {}, "propertyNames": { "type": "string" }, "type": "object" }, "status": { "const": "success", "type": "string" } }, "required": [ "status", "data" ], "type": "object" }, { "additionalProperties": false, "properties": { "auth": { "additionalProperties": false, "properties": { "reason": { "type": "string" } }, "required": [ "reason" ], "type": "object" }, "message": { "type": "string" }, "status": { "const": "auth_required", "type": "string" } }, "required": [ "status", "message" ], "type": "object" }, { "additionalProperties": false, "properties": { "clarification": { "anyOf": [ { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "workflows" ], "type": "object" }, "assistantMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "chatSessionId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "userMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "message", "workflowId", "projectId", "orgId", "chatSessionId", "userMessageId", "assistantMessageId", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "kind": { "const": "test_message_selection", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "testableMessages": { "items": { "additionalProperties": false, "properties": { "description": { "type": "string" }, "destination": { "type": "string" }, "label": { "type": "string" }, "messageType": { "enum": [ "email", "slack" ], "type": "string" }, "requiresRecipient": { "type": "boolean" }, "testTargetId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "testTargetId", "messageType", "label", "requiresRecipient" ], "type": "object" }, "minItems": 2, "type": "array" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "testableMessages", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "inProgressRunCount": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "kind": { "const": "unpublish_in_progress_runs", "type": "string" }, "message": { "type": "string" }, "options": { "items": { "additionalProperties": false, "properties": { "inProgressRuns": { "enum": [ "stop", "let_finish" ], "type": "string" }, "label": { "type": "string" }, "recommended": { "type": "boolean" } }, "required": [ "inProgressRuns", "label", "recommended" ], "type": "object" }, "type": "array" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "inProgressRunCount", "options", "appUrls" ], "type": "object" } ] }, "status": { "const": "clarification_required", "type": "string" } }, "required": [ "status", "clarification" ], "type": "object" }, { "additionalProperties": false, "properties": { "confirmation": { "anyOf": [ { "additionalProperties": false, "properties": { "action": { "const": "confirm_publish", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "expectedEditableVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Editable version id returned by prepare_publish, used as a safety check." }, "expectedPublishedVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Published version id returned by prepare_publish, used as a safety check." }, "expectedUpdatedAtIso": { "anyOf": [ { "format": "date-time", "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$", "type": "string" }, { "type": "null" } ], "description": "Workflow updatedAt timestamp returned by prepare_publish, used as a safety check." }, "isSandboxed": { "description": "Whether to publish in sandbox mode so notifications are held for inspection.", "type": "boolean" }, "workflowId": { "description": "Workflow id to publish.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId" ], "type": "object" }, "kind": { "const": "publish", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "summary", "warnings" ], "type": "object" }, { "additionalProperties": false, "properties": { "action": { "const": "send_workflow_test", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "confirmSend": { "const": true, "type": "boolean" }, "messageType": { "description": "Optional message type filter when selecting a draft message to test.", "enum": [ "email", "slack" ], "type": "string" }, "rowData": { "additionalProperties": {}, "description": "Optional sample data for rendering draft message variables during the test. If omitted, Dreamlit uses the same default preview data as the web builder when available.", "propertyNames": { "type": "string" }, "type": "object" }, "testRecipientEmail": { "description": "Optional recipient for email tests. If omitted, Dreamlit sends to the authenticated user's email address.", "format": "email", "pattern": "^(?!\\.)(?!.*\\.\\.)([A-Za-z0-9_'+\\-\\.]*)[A-Za-z0-9_+-]@([A-Za-z0-9][A-Za-z0-9\\-]*\\.)+[A-Za-z]{2,}$", "type": "string" }, "testTargetId": { "description": "Structured test target id from testableMessages. Do not show this id to users; ask them to choose by message label.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "description": "Workflow id whose editable draft message should be tested.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId", "confirmSend" ], "type": "object" }, "kind": { "const": "send_workflow_test", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "appUrls", "summary", "warnings" ], "type": "object" } ] }, "status": { "const": "confirmation_required", "type": "string" } }, "required": [ "status", "confirmation" ], "type": "object" }, { "additionalProperties": false, "properties": { "handoff": { "additionalProperties": false, "properties": { "blocker": { "additionalProperties": false, "description": "Why Dreamlit stopped before finishing the draft. Changes counted in appliedActionCount are already saved.", "properties": { "appliedActionCount": { "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "code": { "description": "step_needs_detail: answer `detail` in a follow-up create_or_update_workflow call with the same workflowId. step_not_editable: change a different step instead. step_not_built: retry once, then finish in the browser. request_unclear: describe the change in more detail and retry.", "enum": [ "step_needs_detail", "step_not_editable", "step_not_built", "request_unclear" ], "type": "string" }, "detail": { "description": "The specific missing detail or blocking rule, in plain language.", "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "database_trigger", "broadcast_trigger", "repeating_trigger", "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "code", "detail", "appliedActionCount" ], "type": "object" }, "instructions": { "items": { "type": "string" }, "type": "array" }, "kind": { "const": "browser", "type": "string" }, "message": { "type": "string" }, "reason": { "type": "string" }, "url": { "format": "uri", "type": "string" } }, "required": [ "kind", "reason", "message", "url", "instructions" ], "type": "object" }, "status": { "const": "handoff_required", "type": "string" } }, "required": [ "status", "handoff" ], "type": "object" }, { "additionalProperties": false, "properties": { "billingUrl": { "description": "quota_exceeded or plan_upgrade_required: page where a workspace admin can buy AI credits or upgrade the plan.", "format": "uri", "type": "string" }, "code": { "type": "string" }, "helpUrl": { "description": "Guide or support contact for resolving the problem in the message.", "format": "uri", "type": "string" }, "message": { "type": "string" }, "resetAt": { "description": "quota_exceeded: when this month's AI usage resets (ISO 8601).", "type": "string" }, "retryAfterSeconds": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "status": { "const": "error", "type": "string" }, "stepEdits": { "description": "edit_workflow_steps: what happened to each edit when none could be applied.", "items": { "additionalProperties": false, "properties": { "changedFields": { "items": { "type": "string" }, "type": "array" }, "error": { "additionalProperties": false, "properties": { "code": { "description": "step_not_found: get fresh step ids from get_workflow_and_preview_url. step_not_editable: triggers can't be edited here; use create_or_update_workflow. field_not_for_step_type: send only fields for that step's type. duplicate_step: combine edits to one step. invalid_value: fix the value as the message says. query_failed: fix the SQL. query_drops_used_fields: keep returning fields, or edit the steps that use them in the same call. related_edit_failed: a related edit in this call (a SQL edit above or below this step) failed; fix it and send both again. save_failed: try again.", "enum": [ "step_not_found", "step_not_editable", "field_not_for_step_type", "duplicate_step", "invalid_value", "query_failed", "query_drops_used_fields", "related_edit_failed", "save_failed" ], "type": "string" }, "fields": { "description": "query_drops_used_fields: fields later steps still use that the new query no longer returns.", "items": { "type": "string" }, "type": "array" }, "message": { "type": "string" } }, "required": [ "code", "message" ], "type": "object" }, "index": { "description": "Position of the edit in the request.", "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "status": { "enum": [ "applied", "failed" ], "type": "string" }, "stepId": { "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "index", "stepId", "status", "changedFields" ], "type": "object" }, "type": "array" }, "unreadableTables": { "description": "table_rows_hidden_by_rls: tables Dreamlit can see but not read rows from, each with fixSql that adds Dreamlit's read policy. Run fixSql, or ask the user to run it, in the Supabase SQL editor, then try again.", "items": { "additionalProperties": false, "properties": { "fixSql": { "type": "string" }, "schema": { "type": "string" }, "table": { "type": "string" } }, "required": [ "schema", "table", "fixSql" ], "type": "object" }, "type": "array" } }, "required": [ "status", "message" ], "type": "object" } ] } }, "required": [ "result" ], "type": "object" }, "annotations": { "destructiveHint": false, "idempotentHint": false, "openWorldHint": true, "readOnlyHint": false, "title": "Create or update workflow" } }, { "name": "edit_workflow_steps", "title": "Edit workflow steps", "description": "Applies up to 5 exact edits to existing steps in a workflow draft, instantly and without AI: email subject, preview text, HTML, sender, reply-to, and recipient; Slack message; query SQL; wait rule; and step description. Use when you know the exact new value; call get_workflow_and_preview_url first for step ids and current values, with includeEmailHtml to edit HTML. Edits are checked against the draft as it will be once they are all saved: templates and waits may only use fields their step gets, and query edits are rejected if later steps still use fields the new query no longer returns. Each edit applies on its own, except that a SQL edit and the edits below it apply together or not at all. The edits show in the workflow's Dreamlit chat. Side effect: changes the draft only; does not publish. Returns each edit's status with an error code and message for failed edits, and app URLs. Do not use to add, remove, or move steps, edit triggers, or make changes that need writing or judgment; use create_or_update_workflow for those.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "edits": { "description": "Up to 5 edits, each to a different existing step. Fields must match the step type: email* fields for email steps, slackTemplate for Slack, queryText for queries, wait for waits.", "items": { "additionalProperties": false, "properties": { "description": { "description": "Step description for email, query, or Slack steps. Empty string clears it.", "type": "string" }, "emailFromAddress": { "description": "Sender address on one of the project's sending domains.", "minLength": 1, "type": "string" }, "emailFromName": { "description": "Sender name. Empty string clears it.", "type": "string" }, "emailHtml": { "description": "Full replacement email HTML body. Liquid allowed. Read the current body with get_workflow_and_preview_url includeEmailHtml first. Emails that allow unsubscribe must keep a link to {{ dreamlit_unsubscribe_url }}.", "minLength": 1, "type": "string" }, "emailPreviewText": { "description": "Email preview text. Liquid allowed. Empty string clears it.", "type": "string" }, "emailReplyTo": { "description": "Reply-to address. Empty string clears it.", "type": "string" }, "emailSubject": { "description": "Email subject. Liquid allowed.", "minLength": 1, "type": "string" }, "emailTo": { "description": "Recipient address or Liquid, such as {{ email }}.", "minLength": 1, "type": "string" }, "queryText": { "description": "Full replacement SQL for a query step. Must stay read-only and keep returning the fields later steps use.", "minLength": 1, "type": "string" }, "slackTemplate": { "description": "Full replacement Slack message. Liquid allowed.", "minLength": 1, "type": "string" }, "stepId": { "description": "Existing step id from get_workflow_and_preview_url.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "wait": { "description": "Replaces the whole wait rule: a fixed duration, or until the date and time in a row field.", "oneOf": [ { "properties": { "amount": { "description": "How long to wait, up to 365 days in total.", "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "kind": { "const": "duration", "type": "string" }, "unit": { "enum": [ "minutes", "hours", "days" ], "type": "string" } }, "required": [ "kind", "amount", "unit" ], "type": "object" }, { "properties": { "field": { "description": "Field from the step's input rows that holds a date and time with an offset, such as renewal_reminder_at. The wait ends at that time.", "minLength": 1, "type": "string" }, "kind": { "const": "until_row_field", "type": "string" } }, "required": [ "kind", "field" ], "type": "object" } ] } }, "required": [ "stepId" ], "type": "object" }, "maxItems": 5, "minItems": 1, "type": "array" }, "workflowId": { "description": "Workflow whose draft to edit.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId", "edits" ], "type": "object" }, "outputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "additionalProperties": false, "properties": { "result": { "description": "Dreamlit MCP result. success responses contain data and appUrls when relevant; auth_required, clarification_required, confirmation_required, handoff_required, and error responses explain the next action.", "oneOf": [ { "additionalProperties": false, "properties": { "data": { "additionalProperties": {}, "propertyNames": { "type": "string" }, "type": "object" }, "status": { "const": "success", "type": "string" } }, "required": [ "status", "data" ], "type": "object" }, { "additionalProperties": false, "properties": { "auth": { "additionalProperties": false, "properties": { "reason": { "type": "string" } }, "required": [ "reason" ], "type": "object" }, "message": { "type": "string" }, "status": { "const": "auth_required", "type": "string" } }, "required": [ "status", "message" ], "type": "object" }, { "additionalProperties": false, "properties": { "clarification": { "anyOf": [ { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "workflows" ], "type": "object" }, "assistantMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "chatSessionId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "userMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "message", "workflowId", "projectId", "orgId", "chatSessionId", "userMessageId", "assistantMessageId", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "kind": { "const": "test_message_selection", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "testableMessages": { "items": { "additionalProperties": false, "properties": { "description": { "type": "string" }, "destination": { "type": "string" }, "label": { "type": "string" }, "messageType": { "enum": [ "email", "slack" ], "type": "string" }, "requiresRecipient": { "type": "boolean" }, "testTargetId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "testTargetId", "messageType", "label", "requiresRecipient" ], "type": "object" }, "minItems": 2, "type": "array" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "testableMessages", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "inProgressRunCount": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "kind": { "const": "unpublish_in_progress_runs", "type": "string" }, "message": { "type": "string" }, "options": { "items": { "additionalProperties": false, "properties": { "inProgressRuns": { "enum": [ "stop", "let_finish" ], "type": "string" }, "label": { "type": "string" }, "recommended": { "type": "boolean" } }, "required": [ "inProgressRuns", "label", "recommended" ], "type": "object" }, "type": "array" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "inProgressRunCount", "options", "appUrls" ], "type": "object" } ] }, "status": { "const": "clarification_required", "type": "string" } }, "required": [ "status", "clarification" ], "type": "object" }, { "additionalProperties": false, "properties": { "confirmation": { "anyOf": [ { "additionalProperties": false, "properties": { "action": { "const": "confirm_publish", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "expectedEditableVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Editable version id returned by prepare_publish, used as a safety check." }, "expectedPublishedVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Published version id returned by prepare_publish, used as a safety check." }, "expectedUpdatedAtIso": { "anyOf": [ { "format": "date-time", "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$", "type": "string" }, { "type": "null" } ], "description": "Workflow updatedAt timestamp returned by prepare_publish, used as a safety check." }, "isSandboxed": { "description": "Whether to publish in sandbox mode so notifications are held for inspection.", "type": "boolean" }, "workflowId": { "description": "Workflow id to publish.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId" ], "type": "object" }, "kind": { "const": "publish", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "summary", "warnings" ], "type": "object" }, { "additionalProperties": false, "properties": { "action": { "const": "send_workflow_test", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "confirmSend": { "const": true, "type": "boolean" }, "messageType": { "description": "Optional message type filter when selecting a draft message to test.", "enum": [ "email", "slack" ], "type": "string" }, "rowData": { "additionalProperties": {}, "description": "Optional sample data for rendering draft message variables during the test. If omitted, Dreamlit uses the same default preview data as the web builder when available.", "propertyNames": { "type": "string" }, "type": "object" }, "testRecipientEmail": { "description": "Optional recipient for email tests. If omitted, Dreamlit sends to the authenticated user's email address.", "format": "email", "pattern": "^(?!\\.)(?!.*\\.\\.)([A-Za-z0-9_'+\\-\\.]*)[A-Za-z0-9_+-]@([A-Za-z0-9][A-Za-z0-9\\-]*\\.)+[A-Za-z]{2,}$", "type": "string" }, "testTargetId": { "description": "Structured test target id from testableMessages. Do not show this id to users; ask them to choose by message label.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "description": "Workflow id whose editable draft message should be tested.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId", "confirmSend" ], "type": "object" }, "kind": { "const": "send_workflow_test", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "appUrls", "summary", "warnings" ], "type": "object" } ] }, "status": { "const": "confirmation_required", "type": "string" } }, "required": [ "status", "confirmation" ], "type": "object" }, { "additionalProperties": false, "properties": { "handoff": { "additionalProperties": false, "properties": { "blocker": { "additionalProperties": false, "description": "Why Dreamlit stopped before finishing the draft. Changes counted in appliedActionCount are already saved.", "properties": { "appliedActionCount": { "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "code": { "description": "step_needs_detail: answer `detail` in a follow-up create_or_update_workflow call with the same workflowId. step_not_editable: change a different step instead. step_not_built: retry once, then finish in the browser. request_unclear: describe the change in more detail and retry.", "enum": [ "step_needs_detail", "step_not_editable", "step_not_built", "request_unclear" ], "type": "string" }, "detail": { "description": "The specific missing detail or blocking rule, in plain language.", "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "database_trigger", "broadcast_trigger", "repeating_trigger", "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "code", "detail", "appliedActionCount" ], "type": "object" }, "instructions": { "items": { "type": "string" }, "type": "array" }, "kind": { "const": "browser", "type": "string" }, "message": { "type": "string" }, "reason": { "type": "string" }, "url": { "format": "uri", "type": "string" } }, "required": [ "kind", "reason", "message", "url", "instructions" ], "type": "object" }, "status": { "const": "handoff_required", "type": "string" } }, "required": [ "status", "handoff" ], "type": "object" }, { "additionalProperties": false, "properties": { "billingUrl": { "description": "quota_exceeded or plan_upgrade_required: page where a workspace admin can buy AI credits or upgrade the plan.", "format": "uri", "type": "string" }, "code": { "type": "string" }, "helpUrl": { "description": "Guide or support contact for resolving the problem in the message.", "format": "uri", "type": "string" }, "message": { "type": "string" }, "resetAt": { "description": "quota_exceeded: when this month's AI usage resets (ISO 8601).", "type": "string" }, "retryAfterSeconds": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "status": { "const": "error", "type": "string" }, "stepEdits": { "description": "edit_workflow_steps: what happened to each edit when none could be applied.", "items": { "additionalProperties": false, "properties": { "changedFields": { "items": { "type": "string" }, "type": "array" }, "error": { "additionalProperties": false, "properties": { "code": { "description": "step_not_found: get fresh step ids from get_workflow_and_preview_url. step_not_editable: triggers can't be edited here; use create_or_update_workflow. field_not_for_step_type: send only fields for that step's type. duplicate_step: combine edits to one step. invalid_value: fix the value as the message says. query_failed: fix the SQL. query_drops_used_fields: keep returning fields, or edit the steps that use them in the same call. related_edit_failed: a related edit in this call (a SQL edit above or below this step) failed; fix it and send both again. save_failed: try again.", "enum": [ "step_not_found", "step_not_editable", "field_not_for_step_type", "duplicate_step", "invalid_value", "query_failed", "query_drops_used_fields", "related_edit_failed", "save_failed" ], "type": "string" }, "fields": { "description": "query_drops_used_fields: fields later steps still use that the new query no longer returns.", "items": { "type": "string" }, "type": "array" }, "message": { "type": "string" } }, "required": [ "code", "message" ], "type": "object" }, "index": { "description": "Position of the edit in the request.", "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "status": { "enum": [ "applied", "failed" ], "type": "string" }, "stepId": { "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "index", "stepId", "status", "changedFields" ], "type": "object" }, "type": "array" }, "unreadableTables": { "description": "table_rows_hidden_by_rls: tables Dreamlit can see but not read rows from, each with fixSql that adds Dreamlit's read policy. Run fixSql, or ask the user to run it, in the Supabase SQL editor, then try again.", "items": { "additionalProperties": false, "properties": { "fixSql": { "type": "string" }, "schema": { "type": "string" }, "table": { "type": "string" } }, "required": [ "schema", "table", "fixSql" ], "type": "object" }, "type": "array" } }, "required": [ "status", "message" ], "type": "object" } ] } }, "required": [ "result" ], "type": "object" }, "annotations": { "destructiveHint": false, "idempotentHint": false, "openWorldHint": false, "readOnlyHint": false, "title": "Edit workflow steps" } }, { "name": "rename_workflow", "title": "Rename workflow", "description": "Use when the user asks to rename an existing Dreamlit workflow. Side effect: changes only the workflow name; the draft, published version, and live triggers are unchanged. Returns the updated name and app URLs. Do not use to edit workflow content or to name a new workflow; pass name to create_or_update_workflow instead.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "name": { "description": "New workflow name. Leading and trailing spaces are removed; it can't be blank.", "type": "string" }, "workflowId": { "description": "Workflow id to rename.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId", "name" ], "type": "object" }, "outputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "additionalProperties": false, "properties": { "result": { "description": "Dreamlit MCP result. success responses contain data and appUrls when relevant; auth_required, clarification_required, confirmation_required, handoff_required, and error responses explain the next action.", "oneOf": [ { "additionalProperties": false, "properties": { "data": { "additionalProperties": {}, "propertyNames": { "type": "string" }, "type": "object" }, "status": { "const": "success", "type": "string" } }, "required": [ "status", "data" ], "type": "object" }, { "additionalProperties": false, "properties": { "auth": { "additionalProperties": false, "properties": { "reason": { "type": "string" } }, "required": [ "reason" ], "type": "object" }, "message": { "type": "string" }, "status": { "const": "auth_required", "type": "string" } }, "required": [ "status", "message" ], "type": "object" }, { "additionalProperties": false, "properties": { "clarification": { "anyOf": [ { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "workflows" ], "type": "object" }, "assistantMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "chatSessionId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "userMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "message", "workflowId", "projectId", "orgId", "chatSessionId", "userMessageId", "assistantMessageId", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "kind": { "const": "test_message_selection", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "testableMessages": { "items": { "additionalProperties": false, "properties": { "description": { "type": "string" }, "destination": { "type": "string" }, "label": { "type": "string" }, "messageType": { "enum": [ "email", "slack" ], "type": "string" }, "requiresRecipient": { "type": "boolean" }, "testTargetId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "testTargetId", "messageType", "label", "requiresRecipient" ], "type": "object" }, "minItems": 2, "type": "array" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "testableMessages", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "inProgressRunCount": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "kind": { "const": "unpublish_in_progress_runs", "type": "string" }, "message": { "type": "string" }, "options": { "items": { "additionalProperties": false, "properties": { "inProgressRuns": { "enum": [ "stop", "let_finish" ], "type": "string" }, "label": { "type": "string" }, "recommended": { "type": "boolean" } }, "required": [ "inProgressRuns", "label", "recommended" ], "type": "object" }, "type": "array" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "inProgressRunCount", "options", "appUrls" ], "type": "object" } ] }, "status": { "const": "clarification_required", "type": "string" } }, "required": [ "status", "clarification" ], "type": "object" }, { "additionalProperties": false, "properties": { "confirmation": { "anyOf": [ { "additionalProperties": false, "properties": { "action": { "const": "confirm_publish", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "expectedEditableVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Editable version id returned by prepare_publish, used as a safety check." }, "expectedPublishedVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Published version id returned by prepare_publish, used as a safety check." }, "expectedUpdatedAtIso": { "anyOf": [ { "format": "date-time", "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$", "type": "string" }, { "type": "null" } ], "description": "Workflow updatedAt timestamp returned by prepare_publish, used as a safety check." }, "isSandboxed": { "description": "Whether to publish in sandbox mode so notifications are held for inspection.", "type": "boolean" }, "workflowId": { "description": "Workflow id to publish.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId" ], "type": "object" }, "kind": { "const": "publish", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "summary", "warnings" ], "type": "object" }, { "additionalProperties": false, "properties": { "action": { "const": "send_workflow_test", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "confirmSend": { "const": true, "type": "boolean" }, "messageType": { "description": "Optional message type filter when selecting a draft message to test.", "enum": [ "email", "slack" ], "type": "string" }, "rowData": { "additionalProperties": {}, "description": "Optional sample data for rendering draft message variables during the test. If omitted, Dreamlit uses the same default preview data as the web builder when available.", "propertyNames": { "type": "string" }, "type": "object" }, "testRecipientEmail": { "description": "Optional recipient for email tests. If omitted, Dreamlit sends to the authenticated user's email address.", "format": "email", "pattern": "^(?!\\.)(?!.*\\.\\.)([A-Za-z0-9_'+\\-\\.]*)[A-Za-z0-9_+-]@([A-Za-z0-9][A-Za-z0-9\\-]*\\.)+[A-Za-z]{2,}$", "type": "string" }, "testTargetId": { "description": "Structured test target id from testableMessages. Do not show this id to users; ask them to choose by message label.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "description": "Workflow id whose editable draft message should be tested.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId", "confirmSend" ], "type": "object" }, "kind": { "const": "send_workflow_test", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "appUrls", "summary", "warnings" ], "type": "object" } ] }, "status": { "const": "confirmation_required", "type": "string" } }, "required": [ "status", "confirmation" ], "type": "object" }, { "additionalProperties": false, "properties": { "handoff": { "additionalProperties": false, "properties": { "blocker": { "additionalProperties": false, "description": "Why Dreamlit stopped before finishing the draft. Changes counted in appliedActionCount are already saved.", "properties": { "appliedActionCount": { "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "code": { "description": "step_needs_detail: answer `detail` in a follow-up create_or_update_workflow call with the same workflowId. step_not_editable: change a different step instead. step_not_built: retry once, then finish in the browser. request_unclear: describe the change in more detail and retry.", "enum": [ "step_needs_detail", "step_not_editable", "step_not_built", "request_unclear" ], "type": "string" }, "detail": { "description": "The specific missing detail or blocking rule, in plain language.", "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "database_trigger", "broadcast_trigger", "repeating_trigger", "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "code", "detail", "appliedActionCount" ], "type": "object" }, "instructions": { "items": { "type": "string" }, "type": "array" }, "kind": { "const": "browser", "type": "string" }, "message": { "type": "string" }, "reason": { "type": "string" }, "url": { "format": "uri", "type": "string" } }, "required": [ "kind", "reason", "message", "url", "instructions" ], "type": "object" }, "status": { "const": "handoff_required", "type": "string" } }, "required": [ "status", "handoff" ], "type": "object" }, { "additionalProperties": false, "properties": { "billingUrl": { "description": "quota_exceeded or plan_upgrade_required: page where a workspace admin can buy AI credits or upgrade the plan.", "format": "uri", "type": "string" }, "code": { "type": "string" }, "helpUrl": { "description": "Guide or support contact for resolving the problem in the message.", "format": "uri", "type": "string" }, "message": { "type": "string" }, "resetAt": { "description": "quota_exceeded: when this month's AI usage resets (ISO 8601).", "type": "string" }, "retryAfterSeconds": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "status": { "const": "error", "type": "string" }, "stepEdits": { "description": "edit_workflow_steps: what happened to each edit when none could be applied.", "items": { "additionalProperties": false, "properties": { "changedFields": { "items": { "type": "string" }, "type": "array" }, "error": { "additionalProperties": false, "properties": { "code": { "description": "step_not_found: get fresh step ids from get_workflow_and_preview_url. step_not_editable: triggers can't be edited here; use create_or_update_workflow. field_not_for_step_type: send only fields for that step's type. duplicate_step: combine edits to one step. invalid_value: fix the value as the message says. query_failed: fix the SQL. query_drops_used_fields: keep returning fields, or edit the steps that use them in the same call. related_edit_failed: a related edit in this call (a SQL edit above or below this step) failed; fix it and send both again. save_failed: try again.", "enum": [ "step_not_found", "step_not_editable", "field_not_for_step_type", "duplicate_step", "invalid_value", "query_failed", "query_drops_used_fields", "related_edit_failed", "save_failed" ], "type": "string" }, "fields": { "description": "query_drops_used_fields: fields later steps still use that the new query no longer returns.", "items": { "type": "string" }, "type": "array" }, "message": { "type": "string" } }, "required": [ "code", "message" ], "type": "object" }, "index": { "description": "Position of the edit in the request.", "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "status": { "enum": [ "applied", "failed" ], "type": "string" }, "stepId": { "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "index", "stepId", "status", "changedFields" ], "type": "object" }, "type": "array" }, "unreadableTables": { "description": "table_rows_hidden_by_rls: tables Dreamlit can see but not read rows from, each with fixSql that adds Dreamlit's read policy. Run fixSql, or ask the user to run it, in the Supabase SQL editor, then try again.", "items": { "additionalProperties": false, "properties": { "fixSql": { "type": "string" }, "schema": { "type": "string" }, "table": { "type": "string" } }, "required": [ "schema", "table", "fixSql" ], "type": "object" }, "type": "array" } }, "required": [ "status", "message" ], "type": "object" } ] } }, "required": [ "result" ], "type": "object" }, "annotations": { "destructiveHint": false, "idempotentHint": true, "openWorldHint": false, "readOnlyHint": false, "title": "Rename workflow" } }, { "name": "move_workflow_to_folder", "title": "Move workflow to folder", "description": "Use when the user asks to put a workflow or broadcast in a folder, move it to another folder, or take it out of a folder. Folders are per list: the Published and Drafts lists on the Workflows page and the Sent and Drafts lists on the Broadcasts page each have their own folders, and this moves the workflow within the list it shows in now. Folders are flat; a \"/\" is just part of the name. A draft's folder does not carry over when it is published. Side effect: may create the folder; never deletes folders and does not change the draft, published version, or live triggers. Returns the folder, the list, and app URLs. Do not use to rename or delete folders.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "folder": { "anyOf": [ { "type": "string" }, { "type": "null" } ], "description": "Folder name, up to 64 characters. Matching ignores case and leading or trailing spaces; Dreamlit creates the folder if it doesn't exist yet. Pass null to take the workflow out of its folder." }, "workflowId": { "description": "Workflow id to move.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId", "folder" ], "type": "object" }, "outputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "additionalProperties": false, "properties": { "result": { "description": "Dreamlit MCP result. success responses contain data and appUrls when relevant; auth_required, clarification_required, confirmation_required, handoff_required, and error responses explain the next action.", "oneOf": [ { "additionalProperties": false, "properties": { "data": { "additionalProperties": {}, "propertyNames": { "type": "string" }, "type": "object" }, "status": { "const": "success", "type": "string" } }, "required": [ "status", "data" ], "type": "object" }, { "additionalProperties": false, "properties": { "auth": { "additionalProperties": false, "properties": { "reason": { "type": "string" } }, "required": [ "reason" ], "type": "object" }, "message": { "type": "string" }, "status": { "const": "auth_required", "type": "string" } }, "required": [ "status", "message" ], "type": "object" }, { "additionalProperties": false, "properties": { "clarification": { "anyOf": [ { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "workflows" ], "type": "object" }, "assistantMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "chatSessionId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "userMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "message", "workflowId", "projectId", "orgId", "chatSessionId", "userMessageId", "assistantMessageId", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "kind": { "const": "test_message_selection", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "testableMessages": { "items": { "additionalProperties": false, "properties": { "description": { "type": "string" }, "destination": { "type": "string" }, "label": { "type": "string" }, "messageType": { "enum": [ "email", "slack" ], "type": "string" }, "requiresRecipient": { "type": "boolean" }, "testTargetId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "testTargetId", "messageType", "label", "requiresRecipient" ], "type": "object" }, "minItems": 2, "type": "array" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "testableMessages", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "inProgressRunCount": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "kind": { "const": "unpublish_in_progress_runs", "type": "string" }, "message": { "type": "string" }, "options": { "items": { "additionalProperties": false, "properties": { "inProgressRuns": { "enum": [ "stop", "let_finish" ], "type": "string" }, "label": { "type": "string" }, "recommended": { "type": "boolean" } }, "required": [ "inProgressRuns", "label", "recommended" ], "type": "object" }, "type": "array" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "inProgressRunCount", "options", "appUrls" ], "type": "object" } ] }, "status": { "const": "clarification_required", "type": "string" } }, "required": [ "status", "clarification" ], "type": "object" }, { "additionalProperties": false, "properties": { "confirmation": { "anyOf": [ { "additionalProperties": false, "properties": { "action": { "const": "confirm_publish", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "expectedEditableVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Editable version id returned by prepare_publish, used as a safety check." }, "expectedPublishedVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Published version id returned by prepare_publish, used as a safety check." }, "expectedUpdatedAtIso": { "anyOf": [ { "format": "date-time", "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$", "type": "string" }, { "type": "null" } ], "description": "Workflow updatedAt timestamp returned by prepare_publish, used as a safety check." }, "isSandboxed": { "description": "Whether to publish in sandbox mode so notifications are held for inspection.", "type": "boolean" }, "workflowId": { "description": "Workflow id to publish.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId" ], "type": "object" }, "kind": { "const": "publish", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "summary", "warnings" ], "type": "object" }, { "additionalProperties": false, "properties": { "action": { "const": "send_workflow_test", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "confirmSend": { "const": true, "type": "boolean" }, "messageType": { "description": "Optional message type filter when selecting a draft message to test.", "enum": [ "email", "slack" ], "type": "string" }, "rowData": { "additionalProperties": {}, "description": "Optional sample data for rendering draft message variables during the test. If omitted, Dreamlit uses the same default preview data as the web builder when available.", "propertyNames": { "type": "string" }, "type": "object" }, "testRecipientEmail": { "description": "Optional recipient for email tests. If omitted, Dreamlit sends to the authenticated user's email address.", "format": "email", "pattern": "^(?!\\.)(?!.*\\.\\.)([A-Za-z0-9_'+\\-\\.]*)[A-Za-z0-9_+-]@([A-Za-z0-9][A-Za-z0-9\\-]*\\.)+[A-Za-z]{2,}$", "type": "string" }, "testTargetId": { "description": "Structured test target id from testableMessages. Do not show this id to users; ask them to choose by message label.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "description": "Workflow id whose editable draft message should be tested.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId", "confirmSend" ], "type": "object" }, "kind": { "const": "send_workflow_test", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "appUrls", "summary", "warnings" ], "type": "object" } ] }, "status": { "const": "confirmation_required", "type": "string" } }, "required": [ "status", "confirmation" ], "type": "object" }, { "additionalProperties": false, "properties": { "handoff": { "additionalProperties": false, "properties": { "blocker": { "additionalProperties": false, "description": "Why Dreamlit stopped before finishing the draft. Changes counted in appliedActionCount are already saved.", "properties": { "appliedActionCount": { "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "code": { "description": "step_needs_detail: answer `detail` in a follow-up create_or_update_workflow call with the same workflowId. step_not_editable: change a different step instead. step_not_built: retry once, then finish in the browser. request_unclear: describe the change in more detail and retry.", "enum": [ "step_needs_detail", "step_not_editable", "step_not_built", "request_unclear" ], "type": "string" }, "detail": { "description": "The specific missing detail or blocking rule, in plain language.", "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "database_trigger", "broadcast_trigger", "repeating_trigger", "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "code", "detail", "appliedActionCount" ], "type": "object" }, "instructions": { "items": { "type": "string" }, "type": "array" }, "kind": { "const": "browser", "type": "string" }, "message": { "type": "string" }, "reason": { "type": "string" }, "url": { "format": "uri", "type": "string" } }, "required": [ "kind", "reason", "message", "url", "instructions" ], "type": "object" }, "status": { "const": "handoff_required", "type": "string" } }, "required": [ "status", "handoff" ], "type": "object" }, { "additionalProperties": false, "properties": { "billingUrl": { "description": "quota_exceeded or plan_upgrade_required: page where a workspace admin can buy AI credits or upgrade the plan.", "format": "uri", "type": "string" }, "code": { "type": "string" }, "helpUrl": { "description": "Guide or support contact for resolving the problem in the message.", "format": "uri", "type": "string" }, "message": { "type": "string" }, "resetAt": { "description": "quota_exceeded: when this month's AI usage resets (ISO 8601).", "type": "string" }, "retryAfterSeconds": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "status": { "const": "error", "type": "string" }, "stepEdits": { "description": "edit_workflow_steps: what happened to each edit when none could be applied.", "items": { "additionalProperties": false, "properties": { "changedFields": { "items": { "type": "string" }, "type": "array" }, "error": { "additionalProperties": false, "properties": { "code": { "description": "step_not_found: get fresh step ids from get_workflow_and_preview_url. step_not_editable: triggers can't be edited here; use create_or_update_workflow. field_not_for_step_type: send only fields for that step's type. duplicate_step: combine edits to one step. invalid_value: fix the value as the message says. query_failed: fix the SQL. query_drops_used_fields: keep returning fields, or edit the steps that use them in the same call. related_edit_failed: a related edit in this call (a SQL edit above or below this step) failed; fix it and send both again. save_failed: try again.", "enum": [ "step_not_found", "step_not_editable", "field_not_for_step_type", "duplicate_step", "invalid_value", "query_failed", "query_drops_used_fields", "related_edit_failed", "save_failed" ], "type": "string" }, "fields": { "description": "query_drops_used_fields: fields later steps still use that the new query no longer returns.", "items": { "type": "string" }, "type": "array" }, "message": { "type": "string" } }, "required": [ "code", "message" ], "type": "object" }, "index": { "description": "Position of the edit in the request.", "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "status": { "enum": [ "applied", "failed" ], "type": "string" }, "stepId": { "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "index", "stepId", "status", "changedFields" ], "type": "object" }, "type": "array" }, "unreadableTables": { "description": "table_rows_hidden_by_rls: tables Dreamlit can see but not read rows from, each with fixSql that adds Dreamlit's read policy. Run fixSql, or ask the user to run it, in the Supabase SQL editor, then try again.", "items": { "additionalProperties": false, "properties": { "fixSql": { "type": "string" }, "schema": { "type": "string" }, "table": { "type": "string" } }, "required": [ "schema", "table", "fixSql" ], "type": "object" }, "type": "array" } }, "required": [ "status", "message" ], "type": "object" } ] } }, "required": [ "result" ], "type": "object" }, "annotations": { "destructiveHint": false, "idempotentHint": true, "openWorldHint": false, "readOnlyHint": false, "title": "Move workflow to folder" } }, { "name": "list_projects", "title": "List projects", "description": "Read-only. Use when the target project is unknown or the user names a project instead of providing an id. Returns accessible Dreamlit projects in the approved workspace with project and workflow-list URLs. Do not use to inspect workflow structure or author changes.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "limit": { "default": 25, "description": "Maximum number of projects to return.", "maximum": 100, "minimum": 1, "type": "integer" }, "search": { "description": "Optional project name search string.", "maxLength": 200, "type": "string" } }, "type": "object" }, "outputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "additionalProperties": false, "properties": { "result": { "description": "Dreamlit MCP result. success responses contain data and appUrls when relevant; auth_required, clarification_required, confirmation_required, handoff_required, and error responses explain the next action.", "oneOf": [ { "additionalProperties": false, "properties": { "data": { "additionalProperties": {}, "propertyNames": { "type": "string" }, "type": "object" }, "status": { "const": "success", "type": "string" } }, "required": [ "status", "data" ], "type": "object" }, { "additionalProperties": false, "properties": { "auth": { "additionalProperties": false, "properties": { "reason": { "type": "string" } }, "required": [ "reason" ], "type": "object" }, "message": { "type": "string" }, "status": { "const": "auth_required", "type": "string" } }, "required": [ "status", "message" ], "type": "object" }, { "additionalProperties": false, "properties": { "clarification": { "anyOf": [ { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "workflows" ], "type": "object" }, "assistantMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "chatSessionId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "userMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "message", "workflowId", "projectId", "orgId", "chatSessionId", "userMessageId", "assistantMessageId", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "kind": { "const": "test_message_selection", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "testableMessages": { "items": { "additionalProperties": false, "properties": { "description": { "type": "string" }, "destination": { "type": "string" }, "label": { "type": "string" }, "messageType": { "enum": [ "email", "slack" ], "type": "string" }, "requiresRecipient": { "type": "boolean" }, "testTargetId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "testTargetId", "messageType", "label", "requiresRecipient" ], "type": "object" }, "minItems": 2, "type": "array" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "testableMessages", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "inProgressRunCount": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "kind": { "const": "unpublish_in_progress_runs", "type": "string" }, "message": { "type": "string" }, "options": { "items": { "additionalProperties": false, "properties": { "inProgressRuns": { "enum": [ "stop", "let_finish" ], "type": "string" }, "label": { "type": "string" }, "recommended": { "type": "boolean" } }, "required": [ "inProgressRuns", "label", "recommended" ], "type": "object" }, "type": "array" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "inProgressRunCount", "options", "appUrls" ], "type": "object" } ] }, "status": { "const": "clarification_required", "type": "string" } }, "required": [ "status", "clarification" ], "type": "object" }, { "additionalProperties": false, "properties": { "confirmation": { "anyOf": [ { "additionalProperties": false, "properties": { "action": { "const": "confirm_publish", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "expectedEditableVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Editable version id returned by prepare_publish, used as a safety check." }, "expectedPublishedVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Published version id returned by prepare_publish, used as a safety check." }, "expectedUpdatedAtIso": { "anyOf": [ { "format": "date-time", "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$", "type": "string" }, { "type": "null" } ], "description": "Workflow updatedAt timestamp returned by prepare_publish, used as a safety check." }, "isSandboxed": { "description": "Whether to publish in sandbox mode so notifications are held for inspection.", "type": "boolean" }, "workflowId": { "description": "Workflow id to publish.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId" ], "type": "object" }, "kind": { "const": "publish", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "summary", "warnings" ], "type": "object" }, { "additionalProperties": false, "properties": { "action": { "const": "send_workflow_test", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "confirmSend": { "const": true, "type": "boolean" }, "messageType": { "description": "Optional message type filter when selecting a draft message to test.", "enum": [ "email", "slack" ], "type": "string" }, "rowData": { "additionalProperties": {}, "description": "Optional sample data for rendering draft message variables during the test. If omitted, Dreamlit uses the same default preview data as the web builder when available.", "propertyNames": { "type": "string" }, "type": "object" }, "testRecipientEmail": { "description": "Optional recipient for email tests. If omitted, Dreamlit sends to the authenticated user's email address.", "format": "email", "pattern": "^(?!\\.)(?!.*\\.\\.)([A-Za-z0-9_'+\\-\\.]*)[A-Za-z0-9_+-]@([A-Za-z0-9][A-Za-z0-9\\-]*\\.)+[A-Za-z]{2,}$", "type": "string" }, "testTargetId": { "description": "Structured test target id from testableMessages. Do not show this id to users; ask them to choose by message label.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "description": "Workflow id whose editable draft message should be tested.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId", "confirmSend" ], "type": "object" }, "kind": { "const": "send_workflow_test", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "appUrls", "summary", "warnings" ], "type": "object" } ] }, "status": { "const": "confirmation_required", "type": "string" } }, "required": [ "status", "confirmation" ], "type": "object" }, { "additionalProperties": false, "properties": { "handoff": { "additionalProperties": false, "properties": { "blocker": { "additionalProperties": false, "description": "Why Dreamlit stopped before finishing the draft. Changes counted in appliedActionCount are already saved.", "properties": { "appliedActionCount": { "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "code": { "description": "step_needs_detail: answer `detail` in a follow-up create_or_update_workflow call with the same workflowId. step_not_editable: change a different step instead. step_not_built: retry once, then finish in the browser. request_unclear: describe the change in more detail and retry.", "enum": [ "step_needs_detail", "step_not_editable", "step_not_built", "request_unclear" ], "type": "string" }, "detail": { "description": "The specific missing detail or blocking rule, in plain language.", "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "database_trigger", "broadcast_trigger", "repeating_trigger", "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "code", "detail", "appliedActionCount" ], "type": "object" }, "instructions": { "items": { "type": "string" }, "type": "array" }, "kind": { "const": "browser", "type": "string" }, "message": { "type": "string" }, "reason": { "type": "string" }, "url": { "format": "uri", "type": "string" } }, "required": [ "kind", "reason", "message", "url", "instructions" ], "type": "object" }, "status": { "const": "handoff_required", "type": "string" } }, "required": [ "status", "handoff" ], "type": "object" }, { "additionalProperties": false, "properties": { "billingUrl": { "description": "quota_exceeded or plan_upgrade_required: page where a workspace admin can buy AI credits or upgrade the plan.", "format": "uri", "type": "string" }, "code": { "type": "string" }, "helpUrl": { "description": "Guide or support contact for resolving the problem in the message.", "format": "uri", "type": "string" }, "message": { "type": "string" }, "resetAt": { "description": "quota_exceeded: when this month's AI usage resets (ISO 8601).", "type": "string" }, "retryAfterSeconds": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "status": { "const": "error", "type": "string" }, "stepEdits": { "description": "edit_workflow_steps: what happened to each edit when none could be applied.", "items": { "additionalProperties": false, "properties": { "changedFields": { "items": { "type": "string" }, "type": "array" }, "error": { "additionalProperties": false, "properties": { "code": { "description": "step_not_found: get fresh step ids from get_workflow_and_preview_url. step_not_editable: triggers can't be edited here; use create_or_update_workflow. field_not_for_step_type: send only fields for that step's type. duplicate_step: combine edits to one step. invalid_value: fix the value as the message says. query_failed: fix the SQL. query_drops_used_fields: keep returning fields, or edit the steps that use them in the same call. related_edit_failed: a related edit in this call (a SQL edit above or below this step) failed; fix it and send both again. save_failed: try again.", "enum": [ "step_not_found", "step_not_editable", "field_not_for_step_type", "duplicate_step", "invalid_value", "query_failed", "query_drops_used_fields", "related_edit_failed", "save_failed" ], "type": "string" }, "fields": { "description": "query_drops_used_fields: fields later steps still use that the new query no longer returns.", "items": { "type": "string" }, "type": "array" }, "message": { "type": "string" } }, "required": [ "code", "message" ], "type": "object" }, "index": { "description": "Position of the edit in the request.", "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "status": { "enum": [ "applied", "failed" ], "type": "string" }, "stepId": { "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "index", "stepId", "status", "changedFields" ], "type": "object" }, "type": "array" }, "unreadableTables": { "description": "table_rows_hidden_by_rls: tables Dreamlit can see but not read rows from, each with fixSql that adds Dreamlit's read policy. Run fixSql, or ask the user to run it, in the Supabase SQL editor, then try again.", "items": { "additionalProperties": false, "properties": { "fixSql": { "type": "string" }, "schema": { "type": "string" }, "table": { "type": "string" } }, "required": [ "schema", "table", "fixSql" ], "type": "object" }, "type": "array" } }, "required": [ "status", "message" ], "type": "object" } ] } }, "required": [ "result" ], "type": "object" }, "annotations": { "destructiveHint": false, "idempotentHint": true, "openWorldHint": false, "readOnlyHint": true, "title": "List projects" } }, { "name": "list_workflows", "title": "List workflows", "description": "Read-only. Use to find workflows in a project by name, description, or trigger type before inspection or editing. Trigger filters include database, auth email, repeating, broadcast, and no-trigger workflows. Returns paginated workflow summaries, published/sandbox state, liveStatus, trigger type, folder (the folder name in the list the workflow shows in, or null), workflow URLs, totalCount, hasMore, and nextOffset. Broadcasts also include a broadcast object with state (draft, scheduled, sending, sent, cancelled, or failed), scheduledFor, and cancelledAt or completedAt; for broadcasts, broadcast.state and liveStatus are authoritative over published, because a cancelled broadcast stays published but will not send. Do not use as the final source of truth before editing; call get_workflow_and_preview_url for full structure.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "limit": { "default": 80, "description": "Maximum number of workflows to return for this page.", "maximum": 100, "minimum": 1, "type": "integer" }, "offset": { "default": 0, "description": "Zero-based workflow offset for pagination. Use nextOffset from the previous response to fetch the next page.", "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "projectId": { "description": "Project id to list workflows from. Required when access is ambiguous.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "search": { "description": "Optional workflow name or description search string.", "maxLength": 200, "type": "string" }, "triggerFilters": { "description": "Optional trigger type filters. Use broadcast only for one-time audience emails.", "items": { "enum": [ "auth_email", "database", "broadcast", "repeating", "none" ], "type": "string" }, "type": "array" } }, "type": "object" }, "outputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "additionalProperties": false, "properties": { "result": { "description": "Dreamlit MCP result. success responses contain data and appUrls when relevant; auth_required, clarification_required, confirmation_required, handoff_required, and error responses explain the next action.", "oneOf": [ { "additionalProperties": false, "properties": { "data": { "additionalProperties": {}, "propertyNames": { "type": "string" }, "type": "object" }, "status": { "const": "success", "type": "string" } }, "required": [ "status", "data" ], "type": "object" }, { "additionalProperties": false, "properties": { "auth": { "additionalProperties": false, "properties": { "reason": { "type": "string" } }, "required": [ "reason" ], "type": "object" }, "message": { "type": "string" }, "status": { "const": "auth_required", "type": "string" } }, "required": [ "status", "message" ], "type": "object" }, { "additionalProperties": false, "properties": { "clarification": { "anyOf": [ { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "workflows" ], "type": "object" }, "assistantMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "chatSessionId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "userMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "message", "workflowId", "projectId", "orgId", "chatSessionId", "userMessageId", "assistantMessageId", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "kind": { "const": "test_message_selection", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "testableMessages": { "items": { "additionalProperties": false, "properties": { "description": { "type": "string" }, "destination": { "type": "string" }, "label": { "type": "string" }, "messageType": { "enum": [ "email", "slack" ], "type": "string" }, "requiresRecipient": { "type": "boolean" }, "testTargetId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "testTargetId", "messageType", "label", "requiresRecipient" ], "type": "object" }, "minItems": 2, "type": "array" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "testableMessages", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "inProgressRunCount": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "kind": { "const": "unpublish_in_progress_runs", "type": "string" }, "message": { "type": "string" }, "options": { "items": { "additionalProperties": false, "properties": { "inProgressRuns": { "enum": [ "stop", "let_finish" ], "type": "string" }, "label": { "type": "string" }, "recommended": { "type": "boolean" } }, "required": [ "inProgressRuns", "label", "recommended" ], "type": "object" }, "type": "array" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "inProgressRunCount", "options", "appUrls" ], "type": "object" } ] }, "status": { "const": "clarification_required", "type": "string" } }, "required": [ "status", "clarification" ], "type": "object" }, { "additionalProperties": false, "properties": { "confirmation": { "anyOf": [ { "additionalProperties": false, "properties": { "action": { "const": "confirm_publish", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "expectedEditableVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Editable version id returned by prepare_publish, used as a safety check." }, "expectedPublishedVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Published version id returned by prepare_publish, used as a safety check." }, "expectedUpdatedAtIso": { "anyOf": [ { "format": "date-time", "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$", "type": "string" }, { "type": "null" } ], "description": "Workflow updatedAt timestamp returned by prepare_publish, used as a safety check." }, "isSandboxed": { "description": "Whether to publish in sandbox mode so notifications are held for inspection.", "type": "boolean" }, "workflowId": { "description": "Workflow id to publish.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId" ], "type": "object" }, "kind": { "const": "publish", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "summary", "warnings" ], "type": "object" }, { "additionalProperties": false, "properties": { "action": { "const": "send_workflow_test", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "confirmSend": { "const": true, "type": "boolean" }, "messageType": { "description": "Optional message type filter when selecting a draft message to test.", "enum": [ "email", "slack" ], "type": "string" }, "rowData": { "additionalProperties": {}, "description": "Optional sample data for rendering draft message variables during the test. If omitted, Dreamlit uses the same default preview data as the web builder when available.", "propertyNames": { "type": "string" }, "type": "object" }, "testRecipientEmail": { "description": "Optional recipient for email tests. If omitted, Dreamlit sends to the authenticated user's email address.", "format": "email", "pattern": "^(?!\\.)(?!.*\\.\\.)([A-Za-z0-9_'+\\-\\.]*)[A-Za-z0-9_+-]@([A-Za-z0-9][A-Za-z0-9\\-]*\\.)+[A-Za-z]{2,}$", "type": "string" }, "testTargetId": { "description": "Structured test target id from testableMessages. Do not show this id to users; ask them to choose by message label.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "description": "Workflow id whose editable draft message should be tested.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId", "confirmSend" ], "type": "object" }, "kind": { "const": "send_workflow_test", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "appUrls", "summary", "warnings" ], "type": "object" } ] }, "status": { "const": "confirmation_required", "type": "string" } }, "required": [ "status", "confirmation" ], "type": "object" }, { "additionalProperties": false, "properties": { "handoff": { "additionalProperties": false, "properties": { "blocker": { "additionalProperties": false, "description": "Why Dreamlit stopped before finishing the draft. Changes counted in appliedActionCount are already saved.", "properties": { "appliedActionCount": { "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "code": { "description": "step_needs_detail: answer `detail` in a follow-up create_or_update_workflow call with the same workflowId. step_not_editable: change a different step instead. step_not_built: retry once, then finish in the browser. request_unclear: describe the change in more detail and retry.", "enum": [ "step_needs_detail", "step_not_editable", "step_not_built", "request_unclear" ], "type": "string" }, "detail": { "description": "The specific missing detail or blocking rule, in plain language.", "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "database_trigger", "broadcast_trigger", "repeating_trigger", "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "code", "detail", "appliedActionCount" ], "type": "object" }, "instructions": { "items": { "type": "string" }, "type": "array" }, "kind": { "const": "browser", "type": "string" }, "message": { "type": "string" }, "reason": { "type": "string" }, "url": { "format": "uri", "type": "string" } }, "required": [ "kind", "reason", "message", "url", "instructions" ], "type": "object" }, "status": { "const": "handoff_required", "type": "string" } }, "required": [ "status", "handoff" ], "type": "object" }, { "additionalProperties": false, "properties": { "billingUrl": { "description": "quota_exceeded or plan_upgrade_required: page where a workspace admin can buy AI credits or upgrade the plan.", "format": "uri", "type": "string" }, "code": { "type": "string" }, "helpUrl": { "description": "Guide or support contact for resolving the problem in the message.", "format": "uri", "type": "string" }, "message": { "type": "string" }, "resetAt": { "description": "quota_exceeded: when this month's AI usage resets (ISO 8601).", "type": "string" }, "retryAfterSeconds": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "status": { "const": "error", "type": "string" }, "stepEdits": { "description": "edit_workflow_steps: what happened to each edit when none could be applied.", "items": { "additionalProperties": false, "properties": { "changedFields": { "items": { "type": "string" }, "type": "array" }, "error": { "additionalProperties": false, "properties": { "code": { "description": "step_not_found: get fresh step ids from get_workflow_and_preview_url. step_not_editable: triggers can't be edited here; use create_or_update_workflow. field_not_for_step_type: send only fields for that step's type. duplicate_step: combine edits to one step. invalid_value: fix the value as the message says. query_failed: fix the SQL. query_drops_used_fields: keep returning fields, or edit the steps that use them in the same call. related_edit_failed: a related edit in this call (a SQL edit above or below this step) failed; fix it and send both again. save_failed: try again.", "enum": [ "step_not_found", "step_not_editable", "field_not_for_step_type", "duplicate_step", "invalid_value", "query_failed", "query_drops_used_fields", "related_edit_failed", "save_failed" ], "type": "string" }, "fields": { "description": "query_drops_used_fields: fields later steps still use that the new query no longer returns.", "items": { "type": "string" }, "type": "array" }, "message": { "type": "string" } }, "required": [ "code", "message" ], "type": "object" }, "index": { "description": "Position of the edit in the request.", "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "status": { "enum": [ "applied", "failed" ], "type": "string" }, "stepId": { "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "index", "stepId", "status", "changedFields" ], "type": "object" }, "type": "array" }, "unreadableTables": { "description": "table_rows_hidden_by_rls: tables Dreamlit can see but not read rows from, each with fixSql that adds Dreamlit's read policy. Run fixSql, or ask the user to run it, in the Supabase SQL editor, then try again.", "items": { "additionalProperties": false, "properties": { "fixSql": { "type": "string" }, "schema": { "type": "string" }, "table": { "type": "string" } }, "required": [ "schema", "table", "fixSql" ], "type": "object" }, "type": "array" } }, "required": [ "status", "message" ], "type": "object" } ] } }, "required": [ "result" ], "type": "object" }, "annotations": { "destructiveHint": false, "idempotentHint": true, "openWorldHint": false, "readOnlyHint": true, "title": "List workflows" } }, { "name": "list_brand_styles", "title": "List brand styles", "description": "Read-only. Use when the user wants to inspect saved project brand styles for generated email drafts. Returns paginated project brand style summaries, ids, default status, style metadata, and app URLs. Do not use to create, update, delete, or expose raw style provenance.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "limit": { "default": 50, "description": "Maximum number of brand styles to return for this page.", "maximum": 100, "minimum": 1, "type": "integer" }, "offset": { "default": 0, "description": "Zero-based brand style offset for pagination. Use nextOffset from the previous response to fetch the next page.", "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "projectId": { "description": "Project id to list brand styles from. Required when access is ambiguous.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "type": "object" }, "outputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "additionalProperties": false, "properties": { "result": { "description": "Dreamlit MCP result. success responses contain data and appUrls when relevant; auth_required, clarification_required, confirmation_required, handoff_required, and error responses explain the next action.", "oneOf": [ { "additionalProperties": false, "properties": { "data": { "additionalProperties": {}, "propertyNames": { "type": "string" }, "type": "object" }, "status": { "const": "success", "type": "string" } }, "required": [ "status", "data" ], "type": "object" }, { "additionalProperties": false, "properties": { "auth": { "additionalProperties": false, "properties": { "reason": { "type": "string" } }, "required": [ "reason" ], "type": "object" }, "message": { "type": "string" }, "status": { "const": "auth_required", "type": "string" } }, "required": [ "status", "message" ], "type": "object" }, { "additionalProperties": false, "properties": { "clarification": { "anyOf": [ { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "workflows" ], "type": "object" }, "assistantMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "chatSessionId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "userMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "message", "workflowId", "projectId", "orgId", "chatSessionId", "userMessageId", "assistantMessageId", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "kind": { "const": "test_message_selection", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "testableMessages": { "items": { "additionalProperties": false, "properties": { "description": { "type": "string" }, "destination": { "type": "string" }, "label": { "type": "string" }, "messageType": { "enum": [ "email", "slack" ], "type": "string" }, "requiresRecipient": { "type": "boolean" }, "testTargetId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "testTargetId", "messageType", "label", "requiresRecipient" ], "type": "object" }, "minItems": 2, "type": "array" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "testableMessages", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "inProgressRunCount": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "kind": { "const": "unpublish_in_progress_runs", "type": "string" }, "message": { "type": "string" }, "options": { "items": { "additionalProperties": false, "properties": { "inProgressRuns": { "enum": [ "stop", "let_finish" ], "type": "string" }, "label": { "type": "string" }, "recommended": { "type": "boolean" } }, "required": [ "inProgressRuns", "label", "recommended" ], "type": "object" }, "type": "array" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "inProgressRunCount", "options", "appUrls" ], "type": "object" } ] }, "status": { "const": "clarification_required", "type": "string" } }, "required": [ "status", "clarification" ], "type": "object" }, { "additionalProperties": false, "properties": { "confirmation": { "anyOf": [ { "additionalProperties": false, "properties": { "action": { "const": "confirm_publish", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "expectedEditableVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Editable version id returned by prepare_publish, used as a safety check." }, "expectedPublishedVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Published version id returned by prepare_publish, used as a safety check." }, "expectedUpdatedAtIso": { "anyOf": [ { "format": "date-time", "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$", "type": "string" }, { "type": "null" } ], "description": "Workflow updatedAt timestamp returned by prepare_publish, used as a safety check." }, "isSandboxed": { "description": "Whether to publish in sandbox mode so notifications are held for inspection.", "type": "boolean" }, "workflowId": { "description": "Workflow id to publish.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId" ], "type": "object" }, "kind": { "const": "publish", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "summary", "warnings" ], "type": "object" }, { "additionalProperties": false, "properties": { "action": { "const": "send_workflow_test", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "confirmSend": { "const": true, "type": "boolean" }, "messageType": { "description": "Optional message type filter when selecting a draft message to test.", "enum": [ "email", "slack" ], "type": "string" }, "rowData": { "additionalProperties": {}, "description": "Optional sample data for rendering draft message variables during the test. If omitted, Dreamlit uses the same default preview data as the web builder when available.", "propertyNames": { "type": "string" }, "type": "object" }, "testRecipientEmail": { "description": "Optional recipient for email tests. If omitted, Dreamlit sends to the authenticated user's email address.", "format": "email", "pattern": "^(?!\\.)(?!.*\\.\\.)([A-Za-z0-9_'+\\-\\.]*)[A-Za-z0-9_+-]@([A-Za-z0-9][A-Za-z0-9\\-]*\\.)+[A-Za-z]{2,}$", "type": "string" }, "testTargetId": { "description": "Structured test target id from testableMessages. Do not show this id to users; ask them to choose by message label.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "description": "Workflow id whose editable draft message should be tested.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId", "confirmSend" ], "type": "object" }, "kind": { "const": "send_workflow_test", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "appUrls", "summary", "warnings" ], "type": "object" } ] }, "status": { "const": "confirmation_required", "type": "string" } }, "required": [ "status", "confirmation" ], "type": "object" }, { "additionalProperties": false, "properties": { "handoff": { "additionalProperties": false, "properties": { "blocker": { "additionalProperties": false, "description": "Why Dreamlit stopped before finishing the draft. Changes counted in appliedActionCount are already saved.", "properties": { "appliedActionCount": { "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "code": { "description": "step_needs_detail: answer `detail` in a follow-up create_or_update_workflow call with the same workflowId. step_not_editable: change a different step instead. step_not_built: retry once, then finish in the browser. request_unclear: describe the change in more detail and retry.", "enum": [ "step_needs_detail", "step_not_editable", "step_not_built", "request_unclear" ], "type": "string" }, "detail": { "description": "The specific missing detail or blocking rule, in plain language.", "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "database_trigger", "broadcast_trigger", "repeating_trigger", "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "code", "detail", "appliedActionCount" ], "type": "object" }, "instructions": { "items": { "type": "string" }, "type": "array" }, "kind": { "const": "browser", "type": "string" }, "message": { "type": "string" }, "reason": { "type": "string" }, "url": { "format": "uri", "type": "string" } }, "required": [ "kind", "reason", "message", "url", "instructions" ], "type": "object" }, "status": { "const": "handoff_required", "type": "string" } }, "required": [ "status", "handoff" ], "type": "object" }, { "additionalProperties": false, "properties": { "billingUrl": { "description": "quota_exceeded or plan_upgrade_required: page where a workspace admin can buy AI credits or upgrade the plan.", "format": "uri", "type": "string" }, "code": { "type": "string" }, "helpUrl": { "description": "Guide or support contact for resolving the problem in the message.", "format": "uri", "type": "string" }, "message": { "type": "string" }, "resetAt": { "description": "quota_exceeded: when this month's AI usage resets (ISO 8601).", "type": "string" }, "retryAfterSeconds": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "status": { "const": "error", "type": "string" }, "stepEdits": { "description": "edit_workflow_steps: what happened to each edit when none could be applied.", "items": { "additionalProperties": false, "properties": { "changedFields": { "items": { "type": "string" }, "type": "array" }, "error": { "additionalProperties": false, "properties": { "code": { "description": "step_not_found: get fresh step ids from get_workflow_and_preview_url. step_not_editable: triggers can't be edited here; use create_or_update_workflow. field_not_for_step_type: send only fields for that step's type. duplicate_step: combine edits to one step. invalid_value: fix the value as the message says. query_failed: fix the SQL. query_drops_used_fields: keep returning fields, or edit the steps that use them in the same call. related_edit_failed: a related edit in this call (a SQL edit above or below this step) failed; fix it and send both again. save_failed: try again.", "enum": [ "step_not_found", "step_not_editable", "field_not_for_step_type", "duplicate_step", "invalid_value", "query_failed", "query_drops_used_fields", "related_edit_failed", "save_failed" ], "type": "string" }, "fields": { "description": "query_drops_used_fields: fields later steps still use that the new query no longer returns.", "items": { "type": "string" }, "type": "array" }, "message": { "type": "string" } }, "required": [ "code", "message" ], "type": "object" }, "index": { "description": "Position of the edit in the request.", "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "status": { "enum": [ "applied", "failed" ], "type": "string" }, "stepId": { "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "index", "stepId", "status", "changedFields" ], "type": "object" }, "type": "array" }, "unreadableTables": { "description": "table_rows_hidden_by_rls: tables Dreamlit can see but not read rows from, each with fixSql that adds Dreamlit's read policy. Run fixSql, or ask the user to run it, in the Supabase SQL editor, then try again.", "items": { "additionalProperties": false, "properties": { "fixSql": { "type": "string" }, "schema": { "type": "string" }, "table": { "type": "string" } }, "required": [ "schema", "table", "fixSql" ], "type": "object" }, "type": "array" } }, "required": [ "status", "message" ], "type": "object" } ] } }, "required": [ "result" ], "type": "object" }, "annotations": { "destructiveHint": false, "idempotentHint": true, "openWorldHint": false, "readOnlyHint": true, "title": "List brand styles" } }, { "name": "get_workflow_and_preview_url", "title": "Get workflow and preview URL", "description": "Read-only. Use before editing, verifying, or preparing publish for an existing workflow. Returns normalized draft and published workflow structure, liveStatus, the Dreamlit preview/builder URL, and status URLs. Broadcasts also include a broadcast object with state (draft, scheduled, sending, sent, cancelled, or failed), the run's scheduledFor, and cancelledAt or completedAt; this, not published or the trigger's sendAt, says whether the broadcast will send. Email HTML bodies are left out unless includeEmailHtml is true. Pass step ids only to edit_workflow_steps; when asking create_or_update_workflow for changes, describe steps by what they do. Do not use to create, update, publish, or unpublish workflows.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "includeEmailHtml": { "description": "Also return each email step's full HTML body as emailTemplate.html. Off by default because bodies are large; turn on before editing email HTML with edit_workflow_steps.", "type": "boolean" }, "workflowId": { "description": "Workflow id to inspect before editing, verifying, or publishing.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId" ], "type": "object" }, "outputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "additionalProperties": false, "properties": { "result": { "description": "Dreamlit MCP result. success responses contain data and appUrls when relevant; auth_required, clarification_required, confirmation_required, handoff_required, and error responses explain the next action.", "oneOf": [ { "additionalProperties": false, "properties": { "data": { "additionalProperties": {}, "propertyNames": { "type": "string" }, "type": "object" }, "status": { "const": "success", "type": "string" } }, "required": [ "status", "data" ], "type": "object" }, { "additionalProperties": false, "properties": { "auth": { "additionalProperties": false, "properties": { "reason": { "type": "string" } }, "required": [ "reason" ], "type": "object" }, "message": { "type": "string" }, "status": { "const": "auth_required", "type": "string" } }, "required": [ "status", "message" ], "type": "object" }, { "additionalProperties": false, "properties": { "clarification": { "anyOf": [ { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "workflows" ], "type": "object" }, "assistantMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "chatSessionId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "userMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "message", "workflowId", "projectId", "orgId", "chatSessionId", "userMessageId", "assistantMessageId", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "kind": { "const": "test_message_selection", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "testableMessages": { "items": { "additionalProperties": false, "properties": { "description": { "type": "string" }, "destination": { "type": "string" }, "label": { "type": "string" }, "messageType": { "enum": [ "email", "slack" ], "type": "string" }, "requiresRecipient": { "type": "boolean" }, "testTargetId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "testTargetId", "messageType", "label", "requiresRecipient" ], "type": "object" }, "minItems": 2, "type": "array" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "testableMessages", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "inProgressRunCount": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "kind": { "const": "unpublish_in_progress_runs", "type": "string" }, "message": { "type": "string" }, "options": { "items": { "additionalProperties": false, "properties": { "inProgressRuns": { "enum": [ "stop", "let_finish" ], "type": "string" }, "label": { "type": "string" }, "recommended": { "type": "boolean" } }, "required": [ "inProgressRuns", "label", "recommended" ], "type": "object" }, "type": "array" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "inProgressRunCount", "options", "appUrls" ], "type": "object" } ] }, "status": { "const": "clarification_required", "type": "string" } }, "required": [ "status", "clarification" ], "type": "object" }, { "additionalProperties": false, "properties": { "confirmation": { "anyOf": [ { "additionalProperties": false, "properties": { "action": { "const": "confirm_publish", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "expectedEditableVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Editable version id returned by prepare_publish, used as a safety check." }, "expectedPublishedVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Published version id returned by prepare_publish, used as a safety check." }, "expectedUpdatedAtIso": { "anyOf": [ { "format": "date-time", "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$", "type": "string" }, { "type": "null" } ], "description": "Workflow updatedAt timestamp returned by prepare_publish, used as a safety check." }, "isSandboxed": { "description": "Whether to publish in sandbox mode so notifications are held for inspection.", "type": "boolean" }, "workflowId": { "description": "Workflow id to publish.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId" ], "type": "object" }, "kind": { "const": "publish", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "summary", "warnings" ], "type": "object" }, { "additionalProperties": false, "properties": { "action": { "const": "send_workflow_test", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "confirmSend": { "const": true, "type": "boolean" }, "messageType": { "description": "Optional message type filter when selecting a draft message to test.", "enum": [ "email", "slack" ], "type": "string" }, "rowData": { "additionalProperties": {}, "description": "Optional sample data for rendering draft message variables during the test. If omitted, Dreamlit uses the same default preview data as the web builder when available.", "propertyNames": { "type": "string" }, "type": "object" }, "testRecipientEmail": { "description": "Optional recipient for email tests. If omitted, Dreamlit sends to the authenticated user's email address.", "format": "email", "pattern": "^(?!\\.)(?!.*\\.\\.)([A-Za-z0-9_'+\\-\\.]*)[A-Za-z0-9_+-]@([A-Za-z0-9][A-Za-z0-9\\-]*\\.)+[A-Za-z]{2,}$", "type": "string" }, "testTargetId": { "description": "Structured test target id from testableMessages. Do not show this id to users; ask them to choose by message label.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "description": "Workflow id whose editable draft message should be tested.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId", "confirmSend" ], "type": "object" }, "kind": { "const": "send_workflow_test", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "appUrls", "summary", "warnings" ], "type": "object" } ] }, "status": { "const": "confirmation_required", "type": "string" } }, "required": [ "status", "confirmation" ], "type": "object" }, { "additionalProperties": false, "properties": { "handoff": { "additionalProperties": false, "properties": { "blocker": { "additionalProperties": false, "description": "Why Dreamlit stopped before finishing the draft. Changes counted in appliedActionCount are already saved.", "properties": { "appliedActionCount": { "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "code": { "description": "step_needs_detail: answer `detail` in a follow-up create_or_update_workflow call with the same workflowId. step_not_editable: change a different step instead. step_not_built: retry once, then finish in the browser. request_unclear: describe the change in more detail and retry.", "enum": [ "step_needs_detail", "step_not_editable", "step_not_built", "request_unclear" ], "type": "string" }, "detail": { "description": "The specific missing detail or blocking rule, in plain language.", "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "database_trigger", "broadcast_trigger", "repeating_trigger", "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "code", "detail", "appliedActionCount" ], "type": "object" }, "instructions": { "items": { "type": "string" }, "type": "array" }, "kind": { "const": "browser", "type": "string" }, "message": { "type": "string" }, "reason": { "type": "string" }, "url": { "format": "uri", "type": "string" } }, "required": [ "kind", "reason", "message", "url", "instructions" ], "type": "object" }, "status": { "const": "handoff_required", "type": "string" } }, "required": [ "status", "handoff" ], "type": "object" }, { "additionalProperties": false, "properties": { "billingUrl": { "description": "quota_exceeded or plan_upgrade_required: page where a workspace admin can buy AI credits or upgrade the plan.", "format": "uri", "type": "string" }, "code": { "type": "string" }, "helpUrl": { "description": "Guide or support contact for resolving the problem in the message.", "format": "uri", "type": "string" }, "message": { "type": "string" }, "resetAt": { "description": "quota_exceeded: when this month's AI usage resets (ISO 8601).", "type": "string" }, "retryAfterSeconds": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "status": { "const": "error", "type": "string" }, "stepEdits": { "description": "edit_workflow_steps: what happened to each edit when none could be applied.", "items": { "additionalProperties": false, "properties": { "changedFields": { "items": { "type": "string" }, "type": "array" }, "error": { "additionalProperties": false, "properties": { "code": { "description": "step_not_found: get fresh step ids from get_workflow_and_preview_url. step_not_editable: triggers can't be edited here; use create_or_update_workflow. field_not_for_step_type: send only fields for that step's type. duplicate_step: combine edits to one step. invalid_value: fix the value as the message says. query_failed: fix the SQL. query_drops_used_fields: keep returning fields, or edit the steps that use them in the same call. related_edit_failed: a related edit in this call (a SQL edit above or below this step) failed; fix it and send both again. save_failed: try again.", "enum": [ "step_not_found", "step_not_editable", "field_not_for_step_type", "duplicate_step", "invalid_value", "query_failed", "query_drops_used_fields", "related_edit_failed", "save_failed" ], "type": "string" }, "fields": { "description": "query_drops_used_fields: fields later steps still use that the new query no longer returns.", "items": { "type": "string" }, "type": "array" }, "message": { "type": "string" } }, "required": [ "code", "message" ], "type": "object" }, "index": { "description": "Position of the edit in the request.", "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "status": { "enum": [ "applied", "failed" ], "type": "string" }, "stepId": { "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "index", "stepId", "status", "changedFields" ], "type": "object" }, "type": "array" }, "unreadableTables": { "description": "table_rows_hidden_by_rls: tables Dreamlit can see but not read rows from, each with fixSql that adds Dreamlit's read policy. Run fixSql, or ask the user to run it, in the Supabase SQL editor, then try again.", "items": { "additionalProperties": false, "properties": { "fixSql": { "type": "string" }, "schema": { "type": "string" }, "table": { "type": "string" } }, "required": [ "schema", "table", "fixSql" ], "type": "object" }, "type": "array" } }, "required": [ "status", "message" ], "type": "object" } ] } }, "required": [ "result" ], "type": "object" }, "annotations": { "destructiveHint": false, "idempotentHint": true, "openWorldHint": false, "readOnlyHint": true, "title": "Get workflow and preview URL" } }, { "name": "get_analytics", "title": "Get analytics", "description": "Read-only. Use get_analytics to query raw notification analytics: email and Slack sends and deliveries, email opens, clicks and bounces, overview metrics, per-recipient rows and workflow run rows, with filters, sorting, and cursor pagination. Returns bounded structured analytics data, effective query metadata, pagination details when rows are included, and relevant app URLs. Use get_lifecycle_report or get_recommendations for Dreamlit's prepared analysis. Does not provide Dreamlit's lifecycle judgments or prioritized recommendations. Do not use for CSV exports, bulk dumps, workflow edits, publishing, or low-level database access.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "channel": { "description": "Notification channel for overview and notification analytics. Defaults to email. Recipient analytics are email-only.", "enum": [ "email", "slack" ], "type": "string" }, "cursor": { "description": "Opaque pagination cursor from a previous get_analytics response.", "maxLength": 2048, "minLength": 1, "type": "string" }, "filters": { "description": "Optional analytics filters. Unsupported combinations return a clear error.", "properties": { "engagement": { "description": "Email engagement filter.", "enum": [ "undelivered", "bounced", "complained", "clicked", "opened" ], "type": "string" }, "notificationStatuses": { "description": "Email notification lifecycle statuses to include.", "items": { "enum": [ "sent", "pending", "releasable", "failed", "canceled", "suppressed", "opted_out" ], "type": "string" }, "maxItems": 7, "type": "array" }, "recipient": { "description": "Email recipient search string.", "maxLength": 320, "type": "string" }, "runStatuses": { "description": "Workflow run statuses to include. Only applies to workflow_runs.", "items": { "enum": [ "RUNNING", "PAUSED", "COMPLETED", "FAILED", "SKIPPED", "CANCELLED" ], "type": "string" }, "maxItems": 6, "type": "array" }, "slackWebhookIds": { "description": "Slack webhook ids to include for Slack notification analytics.", "items": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "maxItems": 100, "type": "array" }, "startedAt": { "description": "Workflow run started timestamp range. Only applies to workflow_runs.", "properties": { "from": { "description": "Inclusive ISO timestamp lower bound.", "format": "date-time", "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$", "type": "string" }, "to": { "description": "Inclusive ISO timestamp upper bound.", "format": "date-time", "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$", "type": "string" } }, "type": "object" }, "topicIds": { "description": "Email unsubscribe topic ids to include.", "items": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "maxItems": 100, "type": "array" }, "workflowIds": { "description": "Workflow ids to include.", "items": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "maxItems": 100, "type": "array" }, "workflowRunId": { "description": "Workflow run id to include for notification analytics.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowStepRunId": { "description": "Workflow step run id to include for notification analytics.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "type": "object" }, "include": { "description": "Optional response sections to include. Defaults depend on the requested view.", "items": { "enum": [ "summary", "series", "rows", "recentEvents", "segments" ], "type": "string" }, "maxItems": 5, "type": "array" }, "limit": { "description": "Maximum rows to return. Defaults to 25 and is capped at 100.", "maximum": 100, "minimum": 1, "type": "integer" }, "projectId": { "description": "Project id to query analytics from. Required when access is ambiguous.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "range": { "description": "Optional explicit timestamp range. Overrides window and is applied to the view's primary timestamp.", "properties": { "from": { "description": "Inclusive ISO timestamp lower bound.", "format": "date-time", "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$", "type": "string" }, "to": { "description": "Inclusive ISO timestamp upper bound.", "format": "date-time", "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$", "type": "string" } }, "type": "object" }, "sort": { "description": "Optional row sort. Overview ignores sorting.", "properties": { "dir": { "description": "Sort direction. Defaults to desc.", "enum": [ "asc", "desc" ], "type": "string" }, "field": { "description": "Sort field. Valid fields depend on the requested view.", "enum": [ "timestamp", "sentTo", "subject", "workflow", "engagement", "recipient", "lastSentAt", "sent", "opened", "clicked", "bounced", "complained" ], "type": "string" } }, "required": [ "field" ], "type": "object" }, "timeZone": { "description": "IANA timezone for daily series bucketing. Defaults to UTC.", "maxLength": 64, "minLength": 1, "type": "string" }, "view": { "description": "Analytics surface to query: overview cards, notification rows, recipient rows, or workflow run rows.", "enum": [ "overview", "notifications", "recipients", "workflow_runs" ], "type": "string" }, "window": { "description": "Relative analytics window. Defaults to 30d. Ignored when range is provided.", "enum": [ "1h", "24h", "7d", "14d", "30d", "90d", "all" ], "type": "string" } }, "required": [ "view" ], "type": "object" }, "outputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "additionalProperties": false, "properties": { "result": { "description": "Dreamlit MCP result. success responses contain data and appUrls when relevant; auth_required, clarification_required, confirmation_required, handoff_required, and error responses explain the next action.", "oneOf": [ { "additionalProperties": false, "properties": { "data": { "additionalProperties": {}, "propertyNames": { "type": "string" }, "type": "object" }, "status": { "const": "success", "type": "string" } }, "required": [ "status", "data" ], "type": "object" }, { "additionalProperties": false, "properties": { "auth": { "additionalProperties": false, "properties": { "reason": { "type": "string" } }, "required": [ "reason" ], "type": "object" }, "message": { "type": "string" }, "status": { "const": "auth_required", "type": "string" } }, "required": [ "status", "message" ], "type": "object" }, { "additionalProperties": false, "properties": { "clarification": { "anyOf": [ { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "workflows" ], "type": "object" }, "assistantMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "chatSessionId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "userMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "message", "workflowId", "projectId", "orgId", "chatSessionId", "userMessageId", "assistantMessageId", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "kind": { "const": "test_message_selection", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "testableMessages": { "items": { "additionalProperties": false, "properties": { "description": { "type": "string" }, "destination": { "type": "string" }, "label": { "type": "string" }, "messageType": { "enum": [ "email", "slack" ], "type": "string" }, "requiresRecipient": { "type": "boolean" }, "testTargetId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "testTargetId", "messageType", "label", "requiresRecipient" ], "type": "object" }, "minItems": 2, "type": "array" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "testableMessages", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "inProgressRunCount": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "kind": { "const": "unpublish_in_progress_runs", "type": "string" }, "message": { "type": "string" }, "options": { "items": { "additionalProperties": false, "properties": { "inProgressRuns": { "enum": [ "stop", "let_finish" ], "type": "string" }, "label": { "type": "string" }, "recommended": { "type": "boolean" } }, "required": [ "inProgressRuns", "label", "recommended" ], "type": "object" }, "type": "array" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "inProgressRunCount", "options", "appUrls" ], "type": "object" } ] }, "status": { "const": "clarification_required", "type": "string" } }, "required": [ "status", "clarification" ], "type": "object" }, { "additionalProperties": false, "properties": { "confirmation": { "anyOf": [ { "additionalProperties": false, "properties": { "action": { "const": "confirm_publish", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "expectedEditableVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Editable version id returned by prepare_publish, used as a safety check." }, "expectedPublishedVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Published version id returned by prepare_publish, used as a safety check." }, "expectedUpdatedAtIso": { "anyOf": [ { "format": "date-time", "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$", "type": "string" }, { "type": "null" } ], "description": "Workflow updatedAt timestamp returned by prepare_publish, used as a safety check." }, "isSandboxed": { "description": "Whether to publish in sandbox mode so notifications are held for inspection.", "type": "boolean" }, "workflowId": { "description": "Workflow id to publish.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId" ], "type": "object" }, "kind": { "const": "publish", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "summary", "warnings" ], "type": "object" }, { "additionalProperties": false, "properties": { "action": { "const": "send_workflow_test", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "confirmSend": { "const": true, "type": "boolean" }, "messageType": { "description": "Optional message type filter when selecting a draft message to test.", "enum": [ "email", "slack" ], "type": "string" }, "rowData": { "additionalProperties": {}, "description": "Optional sample data for rendering draft message variables during the test. If omitted, Dreamlit uses the same default preview data as the web builder when available.", "propertyNames": { "type": "string" }, "type": "object" }, "testRecipientEmail": { "description": "Optional recipient for email tests. If omitted, Dreamlit sends to the authenticated user's email address.", "format": "email", "pattern": "^(?!\\.)(?!.*\\.\\.)([A-Za-z0-9_'+\\-\\.]*)[A-Za-z0-9_+-]@([A-Za-z0-9][A-Za-z0-9\\-]*\\.)+[A-Za-z]{2,}$", "type": "string" }, "testTargetId": { "description": "Structured test target id from testableMessages. Do not show this id to users; ask them to choose by message label.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "description": "Workflow id whose editable draft message should be tested.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId", "confirmSend" ], "type": "object" }, "kind": { "const": "send_workflow_test", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "appUrls", "summary", "warnings" ], "type": "object" } ] }, "status": { "const": "confirmation_required", "type": "string" } }, "required": [ "status", "confirmation" ], "type": "object" }, { "additionalProperties": false, "properties": { "handoff": { "additionalProperties": false, "properties": { "blocker": { "additionalProperties": false, "description": "Why Dreamlit stopped before finishing the draft. Changes counted in appliedActionCount are already saved.", "properties": { "appliedActionCount": { "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "code": { "description": "step_needs_detail: answer `detail` in a follow-up create_or_update_workflow call with the same workflowId. step_not_editable: change a different step instead. step_not_built: retry once, then finish in the browser. request_unclear: describe the change in more detail and retry.", "enum": [ "step_needs_detail", "step_not_editable", "step_not_built", "request_unclear" ], "type": "string" }, "detail": { "description": "The specific missing detail or blocking rule, in plain language.", "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "database_trigger", "broadcast_trigger", "repeating_trigger", "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "code", "detail", "appliedActionCount" ], "type": "object" }, "instructions": { "items": { "type": "string" }, "type": "array" }, "kind": { "const": "browser", "type": "string" }, "message": { "type": "string" }, "reason": { "type": "string" }, "url": { "format": "uri", "type": "string" } }, "required": [ "kind", "reason", "message", "url", "instructions" ], "type": "object" }, "status": { "const": "handoff_required", "type": "string" } }, "required": [ "status", "handoff" ], "type": "object" }, { "additionalProperties": false, "properties": { "billingUrl": { "description": "quota_exceeded or plan_upgrade_required: page where a workspace admin can buy AI credits or upgrade the plan.", "format": "uri", "type": "string" }, "code": { "type": "string" }, "helpUrl": { "description": "Guide or support contact for resolving the problem in the message.", "format": "uri", "type": "string" }, "message": { "type": "string" }, "resetAt": { "description": "quota_exceeded: when this month's AI usage resets (ISO 8601).", "type": "string" }, "retryAfterSeconds": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "status": { "const": "error", "type": "string" }, "stepEdits": { "description": "edit_workflow_steps: what happened to each edit when none could be applied.", "items": { "additionalProperties": false, "properties": { "changedFields": { "items": { "type": "string" }, "type": "array" }, "error": { "additionalProperties": false, "properties": { "code": { "description": "step_not_found: get fresh step ids from get_workflow_and_preview_url. step_not_editable: triggers can't be edited here; use create_or_update_workflow. field_not_for_step_type: send only fields for that step's type. duplicate_step: combine edits to one step. invalid_value: fix the value as the message says. query_failed: fix the SQL. query_drops_used_fields: keep returning fields, or edit the steps that use them in the same call. related_edit_failed: a related edit in this call (a SQL edit above or below this step) failed; fix it and send both again. save_failed: try again.", "enum": [ "step_not_found", "step_not_editable", "field_not_for_step_type", "duplicate_step", "invalid_value", "query_failed", "query_drops_used_fields", "related_edit_failed", "save_failed" ], "type": "string" }, "fields": { "description": "query_drops_used_fields: fields later steps still use that the new query no longer returns.", "items": { "type": "string" }, "type": "array" }, "message": { "type": "string" } }, "required": [ "code", "message" ], "type": "object" }, "index": { "description": "Position of the edit in the request.", "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "status": { "enum": [ "applied", "failed" ], "type": "string" }, "stepId": { "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "index", "stepId", "status", "changedFields" ], "type": "object" }, "type": "array" }, "unreadableTables": { "description": "table_rows_hidden_by_rls: tables Dreamlit can see but not read rows from, each with fixSql that adds Dreamlit's read policy. Run fixSql, or ask the user to run it, in the Supabase SQL editor, then try again.", "items": { "additionalProperties": false, "properties": { "fixSql": { "type": "string" }, "schema": { "type": "string" }, "table": { "type": "string" } }, "required": [ "schema", "table", "fixSql" ], "type": "object" }, "type": "array" } }, "required": [ "status", "message" ], "type": "object" } ] } }, "required": [ "result" ], "type": "object" }, "annotations": { "destructiveHint": false, "idempotentHint": true, "openWorldHint": false, "readOnlyHint": true, "title": "Get analytics" } }, { "name": "get_lifecycle_report", "title": "Get lifecycle report", "description": "Side effect: creates a preparation request when no report is ready or refresh is true and the latest report became ready more than 24 hours ago; repeat calls reuse an open request. Pass refresh: true only when the user asks for a new report; when checking on a pending report, call without refresh. Use for Dreamlit's prepared lifecycle analysis: key metrics worth tracking, the signup-to-paid funnel and where users drop off, deliverability health, and which stages (welcome, onboarding, engagement, retention, winback) have no emails yet. Available on Pro and Scale plans only. Reports are prepared by Dreamlit's agents and reviewed by our team. Returns a ready report or a processing state while Dreamlit prepares it; check back later. The requester is also emailed when ready. Does not return raw notification analytics; use get_analytics for that.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "projectId": { "description": "Project id. Optional when a personal token pins the project or exactly one project is available in the approved workspace.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "refresh": { "description": "Pass refresh: true only when the user asks for a new report; when checking on a pending report, call without refresh. Reuses an open request, otherwise returns the latest report if it was ready within the last 24 hours, or requests a new one.", "type": "boolean" } }, "type": "object" }, "outputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "additionalProperties": false, "properties": { "result": { "description": "Dreamlit MCP result. success responses contain data and appUrls when relevant; auth_required, clarification_required, confirmation_required, handoff_required, and error responses explain the next action.", "oneOf": [ { "additionalProperties": false, "properties": { "data": { "additionalProperties": {}, "propertyNames": { "type": "string" }, "type": "object" }, "status": { "const": "success", "type": "string" } }, "required": [ "status", "data" ], "type": "object" }, { "additionalProperties": false, "properties": { "auth": { "additionalProperties": false, "properties": { "reason": { "type": "string" } }, "required": [ "reason" ], "type": "object" }, "message": { "type": "string" }, "status": { "const": "auth_required", "type": "string" } }, "required": [ "status", "message" ], "type": "object" }, { "additionalProperties": false, "properties": { "clarification": { "anyOf": [ { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "workflows" ], "type": "object" }, "assistantMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "chatSessionId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "userMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "message", "workflowId", "projectId", "orgId", "chatSessionId", "userMessageId", "assistantMessageId", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "kind": { "const": "test_message_selection", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "testableMessages": { "items": { "additionalProperties": false, "properties": { "description": { "type": "string" }, "destination": { "type": "string" }, "label": { "type": "string" }, "messageType": { "enum": [ "email", "slack" ], "type": "string" }, "requiresRecipient": { "type": "boolean" }, "testTargetId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "testTargetId", "messageType", "label", "requiresRecipient" ], "type": "object" }, "minItems": 2, "type": "array" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "testableMessages", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "inProgressRunCount": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "kind": { "const": "unpublish_in_progress_runs", "type": "string" }, "message": { "type": "string" }, "options": { "items": { "additionalProperties": false, "properties": { "inProgressRuns": { "enum": [ "stop", "let_finish" ], "type": "string" }, "label": { "type": "string" }, "recommended": { "type": "boolean" } }, "required": [ "inProgressRuns", "label", "recommended" ], "type": "object" }, "type": "array" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "inProgressRunCount", "options", "appUrls" ], "type": "object" } ] }, "status": { "const": "clarification_required", "type": "string" } }, "required": [ "status", "clarification" ], "type": "object" }, { "additionalProperties": false, "properties": { "confirmation": { "anyOf": [ { "additionalProperties": false, "properties": { "action": { "const": "confirm_publish", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "expectedEditableVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Editable version id returned by prepare_publish, used as a safety check." }, "expectedPublishedVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Published version id returned by prepare_publish, used as a safety check." }, "expectedUpdatedAtIso": { "anyOf": [ { "format": "date-time", "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$", "type": "string" }, { "type": "null" } ], "description": "Workflow updatedAt timestamp returned by prepare_publish, used as a safety check." }, "isSandboxed": { "description": "Whether to publish in sandbox mode so notifications are held for inspection.", "type": "boolean" }, "workflowId": { "description": "Workflow id to publish.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId" ], "type": "object" }, "kind": { "const": "publish", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "summary", "warnings" ], "type": "object" }, { "additionalProperties": false, "properties": { "action": { "const": "send_workflow_test", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "confirmSend": { "const": true, "type": "boolean" }, "messageType": { "description": "Optional message type filter when selecting a draft message to test.", "enum": [ "email", "slack" ], "type": "string" }, "rowData": { "additionalProperties": {}, "description": "Optional sample data for rendering draft message variables during the test. If omitted, Dreamlit uses the same default preview data as the web builder when available.", "propertyNames": { "type": "string" }, "type": "object" }, "testRecipientEmail": { "description": "Optional recipient for email tests. If omitted, Dreamlit sends to the authenticated user's email address.", "format": "email", "pattern": "^(?!\\.)(?!.*\\.\\.)([A-Za-z0-9_'+\\-\\.]*)[A-Za-z0-9_+-]@([A-Za-z0-9][A-Za-z0-9\\-]*\\.)+[A-Za-z]{2,}$", "type": "string" }, "testTargetId": { "description": "Structured test target id from testableMessages. Do not show this id to users; ask them to choose by message label.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "description": "Workflow id whose editable draft message should be tested.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId", "confirmSend" ], "type": "object" }, "kind": { "const": "send_workflow_test", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "appUrls", "summary", "warnings" ], "type": "object" } ] }, "status": { "const": "confirmation_required", "type": "string" } }, "required": [ "status", "confirmation" ], "type": "object" }, { "additionalProperties": false, "properties": { "handoff": { "additionalProperties": false, "properties": { "blocker": { "additionalProperties": false, "description": "Why Dreamlit stopped before finishing the draft. Changes counted in appliedActionCount are already saved.", "properties": { "appliedActionCount": { "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "code": { "description": "step_needs_detail: answer `detail` in a follow-up create_or_update_workflow call with the same workflowId. step_not_editable: change a different step instead. step_not_built: retry once, then finish in the browser. request_unclear: describe the change in more detail and retry.", "enum": [ "step_needs_detail", "step_not_editable", "step_not_built", "request_unclear" ], "type": "string" }, "detail": { "description": "The specific missing detail or blocking rule, in plain language.", "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "database_trigger", "broadcast_trigger", "repeating_trigger", "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "code", "detail", "appliedActionCount" ], "type": "object" }, "instructions": { "items": { "type": "string" }, "type": "array" }, "kind": { "const": "browser", "type": "string" }, "message": { "type": "string" }, "reason": { "type": "string" }, "url": { "format": "uri", "type": "string" } }, "required": [ "kind", "reason", "message", "url", "instructions" ], "type": "object" }, "status": { "const": "handoff_required", "type": "string" } }, "required": [ "status", "handoff" ], "type": "object" }, { "additionalProperties": false, "properties": { "billingUrl": { "description": "quota_exceeded or plan_upgrade_required: page where a workspace admin can buy AI credits or upgrade the plan.", "format": "uri", "type": "string" }, "code": { "type": "string" }, "helpUrl": { "description": "Guide or support contact for resolving the problem in the message.", "format": "uri", "type": "string" }, "message": { "type": "string" }, "resetAt": { "description": "quota_exceeded: when this month's AI usage resets (ISO 8601).", "type": "string" }, "retryAfterSeconds": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "status": { "const": "error", "type": "string" }, "stepEdits": { "description": "edit_workflow_steps: what happened to each edit when none could be applied.", "items": { "additionalProperties": false, "properties": { "changedFields": { "items": { "type": "string" }, "type": "array" }, "error": { "additionalProperties": false, "properties": { "code": { "description": "step_not_found: get fresh step ids from get_workflow_and_preview_url. step_not_editable: triggers can't be edited here; use create_or_update_workflow. field_not_for_step_type: send only fields for that step's type. duplicate_step: combine edits to one step. invalid_value: fix the value as the message says. query_failed: fix the SQL. query_drops_used_fields: keep returning fields, or edit the steps that use them in the same call. related_edit_failed: a related edit in this call (a SQL edit above or below this step) failed; fix it and send both again. save_failed: try again.", "enum": [ "step_not_found", "step_not_editable", "field_not_for_step_type", "duplicate_step", "invalid_value", "query_failed", "query_drops_used_fields", "related_edit_failed", "save_failed" ], "type": "string" }, "fields": { "description": "query_drops_used_fields: fields later steps still use that the new query no longer returns.", "items": { "type": "string" }, "type": "array" }, "message": { "type": "string" } }, "required": [ "code", "message" ], "type": "object" }, "index": { "description": "Position of the edit in the request.", "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "status": { "enum": [ "applied", "failed" ], "type": "string" }, "stepId": { "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "index", "stepId", "status", "changedFields" ], "type": "object" }, "type": "array" }, "unreadableTables": { "description": "table_rows_hidden_by_rls: tables Dreamlit can see but not read rows from, each with fixSql that adds Dreamlit's read policy. Run fixSql, or ask the user to run it, in the Supabase SQL editor, then try again.", "items": { "additionalProperties": false, "properties": { "fixSql": { "type": "string" }, "schema": { "type": "string" }, "table": { "type": "string" } }, "required": [ "schema", "table", "fixSql" ], "type": "object" }, "type": "array" } }, "required": [ "status", "message" ], "type": "object" } ] } }, "required": [ "result" ], "type": "object" }, "annotations": { "destructiveHint": false, "idempotentHint": false, "openWorldHint": false, "readOnlyHint": false, "title": "Get lifecycle report" } }, { "name": "get_recommendations", "title": "Get recommendations", "description": "Side effect: creates a preparation request when no report is ready or refresh is true and the latest report became ready more than 24 hours ago; repeat calls reuse an open request. Pass refresh: true only when the user asks for a new report; when checking on a pending report, call without refresh. Use for Dreamlit's prioritized recommendations on which emails or workflows to add and what to fix or change in existing ones. Available on Pro and Scale plans only. Reports are prepared by Dreamlit's agents and reviewed by our team. Returns a ready report or a processing state while Dreamlit prepares it; check back later. The requester is also emailed when ready. Does not return raw notification analytics; use get_analytics for that.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "projectId": { "description": "Project id. Optional when a personal token pins the project or exactly one project is available in the approved workspace.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "refresh": { "description": "Pass refresh: true only when the user asks for a new report; when checking on a pending report, call without refresh. Reuses an open request, otherwise returns the latest report if it was ready within the last 24 hours, or requests a new one.", "type": "boolean" } }, "type": "object" }, "outputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "additionalProperties": false, "properties": { "result": { "description": "Dreamlit MCP result. success responses contain data and appUrls when relevant; auth_required, clarification_required, confirmation_required, handoff_required, and error responses explain the next action.", "oneOf": [ { "additionalProperties": false, "properties": { "data": { "additionalProperties": {}, "propertyNames": { "type": "string" }, "type": "object" }, "status": { "const": "success", "type": "string" } }, "required": [ "status", "data" ], "type": "object" }, { "additionalProperties": false, "properties": { "auth": { "additionalProperties": false, "properties": { "reason": { "type": "string" } }, "required": [ "reason" ], "type": "object" }, "message": { "type": "string" }, "status": { "const": "auth_required", "type": "string" } }, "required": [ "status", "message" ], "type": "object" }, { "additionalProperties": false, "properties": { "clarification": { "anyOf": [ { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "workflows" ], "type": "object" }, "assistantMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "chatSessionId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "userMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "message", "workflowId", "projectId", "orgId", "chatSessionId", "userMessageId", "assistantMessageId", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "kind": { "const": "test_message_selection", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "testableMessages": { "items": { "additionalProperties": false, "properties": { "description": { "type": "string" }, "destination": { "type": "string" }, "label": { "type": "string" }, "messageType": { "enum": [ "email", "slack" ], "type": "string" }, "requiresRecipient": { "type": "boolean" }, "testTargetId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "testTargetId", "messageType", "label", "requiresRecipient" ], "type": "object" }, "minItems": 2, "type": "array" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "testableMessages", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "inProgressRunCount": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "kind": { "const": "unpublish_in_progress_runs", "type": "string" }, "message": { "type": "string" }, "options": { "items": { "additionalProperties": false, "properties": { "inProgressRuns": { "enum": [ "stop", "let_finish" ], "type": "string" }, "label": { "type": "string" }, "recommended": { "type": "boolean" } }, "required": [ "inProgressRuns", "label", "recommended" ], "type": "object" }, "type": "array" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "inProgressRunCount", "options", "appUrls" ], "type": "object" } ] }, "status": { "const": "clarification_required", "type": "string" } }, "required": [ "status", "clarification" ], "type": "object" }, { "additionalProperties": false, "properties": { "confirmation": { "anyOf": [ { "additionalProperties": false, "properties": { "action": { "const": "confirm_publish", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "expectedEditableVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Editable version id returned by prepare_publish, used as a safety check." }, "expectedPublishedVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Published version id returned by prepare_publish, used as a safety check." }, "expectedUpdatedAtIso": { "anyOf": [ { "format": "date-time", "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$", "type": "string" }, { "type": "null" } ], "description": "Workflow updatedAt timestamp returned by prepare_publish, used as a safety check." }, "isSandboxed": { "description": "Whether to publish in sandbox mode so notifications are held for inspection.", "type": "boolean" }, "workflowId": { "description": "Workflow id to publish.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId" ], "type": "object" }, "kind": { "const": "publish", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "summary", "warnings" ], "type": "object" }, { "additionalProperties": false, "properties": { "action": { "const": "send_workflow_test", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "confirmSend": { "const": true, "type": "boolean" }, "messageType": { "description": "Optional message type filter when selecting a draft message to test.", "enum": [ "email", "slack" ], "type": "string" }, "rowData": { "additionalProperties": {}, "description": "Optional sample data for rendering draft message variables during the test. If omitted, Dreamlit uses the same default preview data as the web builder when available.", "propertyNames": { "type": "string" }, "type": "object" }, "testRecipientEmail": { "description": "Optional recipient for email tests. If omitted, Dreamlit sends to the authenticated user's email address.", "format": "email", "pattern": "^(?!\\.)(?!.*\\.\\.)([A-Za-z0-9_'+\\-\\.]*)[A-Za-z0-9_+-]@([A-Za-z0-9][A-Za-z0-9\\-]*\\.)+[A-Za-z]{2,}$", "type": "string" }, "testTargetId": { "description": "Structured test target id from testableMessages. Do not show this id to users; ask them to choose by message label.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "description": "Workflow id whose editable draft message should be tested.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId", "confirmSend" ], "type": "object" }, "kind": { "const": "send_workflow_test", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "appUrls", "summary", "warnings" ], "type": "object" } ] }, "status": { "const": "confirmation_required", "type": "string" } }, "required": [ "status", "confirmation" ], "type": "object" }, { "additionalProperties": false, "properties": { "handoff": { "additionalProperties": false, "properties": { "blocker": { "additionalProperties": false, "description": "Why Dreamlit stopped before finishing the draft. Changes counted in appliedActionCount are already saved.", "properties": { "appliedActionCount": { "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "code": { "description": "step_needs_detail: answer `detail` in a follow-up create_or_update_workflow call with the same workflowId. step_not_editable: change a different step instead. step_not_built: retry once, then finish in the browser. request_unclear: describe the change in more detail and retry.", "enum": [ "step_needs_detail", "step_not_editable", "step_not_built", "request_unclear" ], "type": "string" }, "detail": { "description": "The specific missing detail or blocking rule, in plain language.", "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "database_trigger", "broadcast_trigger", "repeating_trigger", "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "code", "detail", "appliedActionCount" ], "type": "object" }, "instructions": { "items": { "type": "string" }, "type": "array" }, "kind": { "const": "browser", "type": "string" }, "message": { "type": "string" }, "reason": { "type": "string" }, "url": { "format": "uri", "type": "string" } }, "required": [ "kind", "reason", "message", "url", "instructions" ], "type": "object" }, "status": { "const": "handoff_required", "type": "string" } }, "required": [ "status", "handoff" ], "type": "object" }, { "additionalProperties": false, "properties": { "billingUrl": { "description": "quota_exceeded or plan_upgrade_required: page where a workspace admin can buy AI credits or upgrade the plan.", "format": "uri", "type": "string" }, "code": { "type": "string" }, "helpUrl": { "description": "Guide or support contact for resolving the problem in the message.", "format": "uri", "type": "string" }, "message": { "type": "string" }, "resetAt": { "description": "quota_exceeded: when this month's AI usage resets (ISO 8601).", "type": "string" }, "retryAfterSeconds": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "status": { "const": "error", "type": "string" }, "stepEdits": { "description": "edit_workflow_steps: what happened to each edit when none could be applied.", "items": { "additionalProperties": false, "properties": { "changedFields": { "items": { "type": "string" }, "type": "array" }, "error": { "additionalProperties": false, "properties": { "code": { "description": "step_not_found: get fresh step ids from get_workflow_and_preview_url. step_not_editable: triggers can't be edited here; use create_or_update_workflow. field_not_for_step_type: send only fields for that step's type. duplicate_step: combine edits to one step. invalid_value: fix the value as the message says. query_failed: fix the SQL. query_drops_used_fields: keep returning fields, or edit the steps that use them in the same call. related_edit_failed: a related edit in this call (a SQL edit above or below this step) failed; fix it and send both again. save_failed: try again.", "enum": [ "step_not_found", "step_not_editable", "field_not_for_step_type", "duplicate_step", "invalid_value", "query_failed", "query_drops_used_fields", "related_edit_failed", "save_failed" ], "type": "string" }, "fields": { "description": "query_drops_used_fields: fields later steps still use that the new query no longer returns.", "items": { "type": "string" }, "type": "array" }, "message": { "type": "string" } }, "required": [ "code", "message" ], "type": "object" }, "index": { "description": "Position of the edit in the request.", "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "status": { "enum": [ "applied", "failed" ], "type": "string" }, "stepId": { "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "index", "stepId", "status", "changedFields" ], "type": "object" }, "type": "array" }, "unreadableTables": { "description": "table_rows_hidden_by_rls: tables Dreamlit can see but not read rows from, each with fixSql that adds Dreamlit's read policy. Run fixSql, or ask the user to run it, in the Supabase SQL editor, then try again.", "items": { "additionalProperties": false, "properties": { "fixSql": { "type": "string" }, "schema": { "type": "string" }, "table": { "type": "string" } }, "required": [ "schema", "table", "fixSql" ], "type": "object" }, "type": "array" } }, "required": [ "status", "message" ], "type": "object" } ] } }, "required": [ "result" ], "type": "object" }, "annotations": { "destructiveHint": false, "idempotentHint": false, "openWorldHint": false, "readOnlyHint": false, "title": "Get recommendations" } }, { "name": "send_workflow_test", "title": "Send workflow test", "description": "Side effect when confirmSend is true: sends one current draft email or Slack message for review, but does not publish, schedule, or edit the workflow. Use after authoring or inspection when the user wants to verify an important message before publishing. Returns sent-test details, app URLs, a confirmation request, or a clarification request with user-facing message choices. If the test has no data because row level security hides a source table's rows from Dreamlit, returns error code table_rows_hidden_by_rls with unreadableTables[].fixSql to run, or ask the user to run, in the Supabase SQL editor. Do not expose test target ids as copy; ask users to choose by message label and confirm before sending.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "confirmSend": { "description": "Set to true only after the user explicitly confirms sending this selected test message. If omitted or false, Dreamlit returns confirmation_required and does not send.", "type": "boolean" }, "messageType": { "description": "Optional message type filter when selecting a draft message to test.", "enum": [ "email", "slack" ], "type": "string" }, "rowData": { "additionalProperties": {}, "description": "Optional sample data for rendering draft message variables during the test. If omitted, Dreamlit uses the same default preview data as the web builder when available.", "propertyNames": { "type": "string" }, "type": "object" }, "testRecipientEmail": { "description": "Optional recipient for email tests. If omitted, Dreamlit sends to the authenticated user's email address.", "format": "email", "pattern": "^(?!\\.)(?!.*\\.\\.)([A-Za-z0-9_'+\\-\\.]*)[A-Za-z0-9_+-]@([A-Za-z0-9][A-Za-z0-9\\-]*\\.)+[A-Za-z]{2,}$", "type": "string" }, "testTargetId": { "description": "Structured test target id from testableMessages. Do not show this id to users; ask them to choose by message label.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "description": "Workflow id whose editable draft message should be tested.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId" ], "type": "object" }, "outputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "additionalProperties": false, "properties": { "result": { "description": "Dreamlit MCP result. success responses contain data and appUrls when relevant; auth_required, clarification_required, confirmation_required, handoff_required, and error responses explain the next action.", "oneOf": [ { "additionalProperties": false, "properties": { "data": { "additionalProperties": {}, "propertyNames": { "type": "string" }, "type": "object" }, "status": { "const": "success", "type": "string" } }, "required": [ "status", "data" ], "type": "object" }, { "additionalProperties": false, "properties": { "auth": { "additionalProperties": false, "properties": { "reason": { "type": "string" } }, "required": [ "reason" ], "type": "object" }, "message": { "type": "string" }, "status": { "const": "auth_required", "type": "string" } }, "required": [ "status", "message" ], "type": "object" }, { "additionalProperties": false, "properties": { "clarification": { "anyOf": [ { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "workflows" ], "type": "object" }, "assistantMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "chatSessionId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "userMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "message", "workflowId", "projectId", "orgId", "chatSessionId", "userMessageId", "assistantMessageId", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "kind": { "const": "test_message_selection", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "testableMessages": { "items": { "additionalProperties": false, "properties": { "description": { "type": "string" }, "destination": { "type": "string" }, "label": { "type": "string" }, "messageType": { "enum": [ "email", "slack" ], "type": "string" }, "requiresRecipient": { "type": "boolean" }, "testTargetId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "testTargetId", "messageType", "label", "requiresRecipient" ], "type": "object" }, "minItems": 2, "type": "array" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "testableMessages", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "inProgressRunCount": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "kind": { "const": "unpublish_in_progress_runs", "type": "string" }, "message": { "type": "string" }, "options": { "items": { "additionalProperties": false, "properties": { "inProgressRuns": { "enum": [ "stop", "let_finish" ], "type": "string" }, "label": { "type": "string" }, "recommended": { "type": "boolean" } }, "required": [ "inProgressRuns", "label", "recommended" ], "type": "object" }, "type": "array" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "inProgressRunCount", "options", "appUrls" ], "type": "object" } ] }, "status": { "const": "clarification_required", "type": "string" } }, "required": [ "status", "clarification" ], "type": "object" }, { "additionalProperties": false, "properties": { "confirmation": { "anyOf": [ { "additionalProperties": false, "properties": { "action": { "const": "confirm_publish", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "expectedEditableVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Editable version id returned by prepare_publish, used as a safety check." }, "expectedPublishedVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Published version id returned by prepare_publish, used as a safety check." }, "expectedUpdatedAtIso": { "anyOf": [ { "format": "date-time", "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$", "type": "string" }, { "type": "null" } ], "description": "Workflow updatedAt timestamp returned by prepare_publish, used as a safety check." }, "isSandboxed": { "description": "Whether to publish in sandbox mode so notifications are held for inspection.", "type": "boolean" }, "workflowId": { "description": "Workflow id to publish.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId" ], "type": "object" }, "kind": { "const": "publish", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "summary", "warnings" ], "type": "object" }, { "additionalProperties": false, "properties": { "action": { "const": "send_workflow_test", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "confirmSend": { "const": true, "type": "boolean" }, "messageType": { "description": "Optional message type filter when selecting a draft message to test.", "enum": [ "email", "slack" ], "type": "string" }, "rowData": { "additionalProperties": {}, "description": "Optional sample data for rendering draft message variables during the test. If omitted, Dreamlit uses the same default preview data as the web builder when available.", "propertyNames": { "type": "string" }, "type": "object" }, "testRecipientEmail": { "description": "Optional recipient for email tests. If omitted, Dreamlit sends to the authenticated user's email address.", "format": "email", "pattern": "^(?!\\.)(?!.*\\.\\.)([A-Za-z0-9_'+\\-\\.]*)[A-Za-z0-9_+-]@([A-Za-z0-9][A-Za-z0-9\\-]*\\.)+[A-Za-z]{2,}$", "type": "string" }, "testTargetId": { "description": "Structured test target id from testableMessages. Do not show this id to users; ask them to choose by message label.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "description": "Workflow id whose editable draft message should be tested.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId", "confirmSend" ], "type": "object" }, "kind": { "const": "send_workflow_test", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "appUrls", "summary", "warnings" ], "type": "object" } ] }, "status": { "const": "confirmation_required", "type": "string" } }, "required": [ "status", "confirmation" ], "type": "object" }, { "additionalProperties": false, "properties": { "handoff": { "additionalProperties": false, "properties": { "blocker": { "additionalProperties": false, "description": "Why Dreamlit stopped before finishing the draft. Changes counted in appliedActionCount are already saved.", "properties": { "appliedActionCount": { "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "code": { "description": "step_needs_detail: answer `detail` in a follow-up create_or_update_workflow call with the same workflowId. step_not_editable: change a different step instead. step_not_built: retry once, then finish in the browser. request_unclear: describe the change in more detail and retry.", "enum": [ "step_needs_detail", "step_not_editable", "step_not_built", "request_unclear" ], "type": "string" }, "detail": { "description": "The specific missing detail or blocking rule, in plain language.", "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "database_trigger", "broadcast_trigger", "repeating_trigger", "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "code", "detail", "appliedActionCount" ], "type": "object" }, "instructions": { "items": { "type": "string" }, "type": "array" }, "kind": { "const": "browser", "type": "string" }, "message": { "type": "string" }, "reason": { "type": "string" }, "url": { "format": "uri", "type": "string" } }, "required": [ "kind", "reason", "message", "url", "instructions" ], "type": "object" }, "status": { "const": "handoff_required", "type": "string" } }, "required": [ "status", "handoff" ], "type": "object" }, { "additionalProperties": false, "properties": { "billingUrl": { "description": "quota_exceeded or plan_upgrade_required: page where a workspace admin can buy AI credits or upgrade the plan.", "format": "uri", "type": "string" }, "code": { "type": "string" }, "helpUrl": { "description": "Guide or support contact for resolving the problem in the message.", "format": "uri", "type": "string" }, "message": { "type": "string" }, "resetAt": { "description": "quota_exceeded: when this month's AI usage resets (ISO 8601).", "type": "string" }, "retryAfterSeconds": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "status": { "const": "error", "type": "string" }, "stepEdits": { "description": "edit_workflow_steps: what happened to each edit when none could be applied.", "items": { "additionalProperties": false, "properties": { "changedFields": { "items": { "type": "string" }, "type": "array" }, "error": { "additionalProperties": false, "properties": { "code": { "description": "step_not_found: get fresh step ids from get_workflow_and_preview_url. step_not_editable: triggers can't be edited here; use create_or_update_workflow. field_not_for_step_type: send only fields for that step's type. duplicate_step: combine edits to one step. invalid_value: fix the value as the message says. query_failed: fix the SQL. query_drops_used_fields: keep returning fields, or edit the steps that use them in the same call. related_edit_failed: a related edit in this call (a SQL edit above or below this step) failed; fix it and send both again. save_failed: try again.", "enum": [ "step_not_found", "step_not_editable", "field_not_for_step_type", "duplicate_step", "invalid_value", "query_failed", "query_drops_used_fields", "related_edit_failed", "save_failed" ], "type": "string" }, "fields": { "description": "query_drops_used_fields: fields later steps still use that the new query no longer returns.", "items": { "type": "string" }, "type": "array" }, "message": { "type": "string" } }, "required": [ "code", "message" ], "type": "object" }, "index": { "description": "Position of the edit in the request.", "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "status": { "enum": [ "applied", "failed" ], "type": "string" }, "stepId": { "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "index", "stepId", "status", "changedFields" ], "type": "object" }, "type": "array" }, "unreadableTables": { "description": "table_rows_hidden_by_rls: tables Dreamlit can see but not read rows from, each with fixSql that adds Dreamlit's read policy. Run fixSql, or ask the user to run it, in the Supabase SQL editor, then try again.", "items": { "additionalProperties": false, "properties": { "fixSql": { "type": "string" }, "schema": { "type": "string" }, "table": { "type": "string" } }, "required": [ "schema", "table", "fixSql" ], "type": "object" }, "type": "array" } }, "required": [ "status", "message" ], "type": "object" } ] } }, "required": [ "result" ], "type": "object" }, "annotations": { "destructiveHint": false, "idempotentHint": false, "openWorldHint": false, "readOnlyHint": false, "title": "Send workflow test" } }, { "name": "prepare_publish", "title": "Prepare publish", "description": "Read-only validation step before publishing. Use after the user asks to publish and after inspecting the workflow if needed. Returns validation status, publish mode, preview URL, and a confirmation payload with version/timestamp safety checks for confirm_publish. Does not publish or schedule anything by itself.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "workflowId": { "description": "Workflow id to validate and prepare for explicit publish approval.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId" ], "type": "object" }, "outputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "additionalProperties": false, "properties": { "result": { "description": "Dreamlit MCP result. success responses contain data and appUrls when relevant; auth_required, clarification_required, confirmation_required, handoff_required, and error responses explain the next action.", "oneOf": [ { "additionalProperties": false, "properties": { "data": { "additionalProperties": {}, "propertyNames": { "type": "string" }, "type": "object" }, "status": { "const": "success", "type": "string" } }, "required": [ "status", "data" ], "type": "object" }, { "additionalProperties": false, "properties": { "auth": { "additionalProperties": false, "properties": { "reason": { "type": "string" } }, "required": [ "reason" ], "type": "object" }, "message": { "type": "string" }, "status": { "const": "auth_required", "type": "string" } }, "required": [ "status", "message" ], "type": "object" }, { "additionalProperties": false, "properties": { "clarification": { "anyOf": [ { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "workflows" ], "type": "object" }, "assistantMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "chatSessionId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "userMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "message", "workflowId", "projectId", "orgId", "chatSessionId", "userMessageId", "assistantMessageId", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "kind": { "const": "test_message_selection", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "testableMessages": { "items": { "additionalProperties": false, "properties": { "description": { "type": "string" }, "destination": { "type": "string" }, "label": { "type": "string" }, "messageType": { "enum": [ "email", "slack" ], "type": "string" }, "requiresRecipient": { "type": "boolean" }, "testTargetId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "testTargetId", "messageType", "label", "requiresRecipient" ], "type": "object" }, "minItems": 2, "type": "array" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "testableMessages", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "inProgressRunCount": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "kind": { "const": "unpublish_in_progress_runs", "type": "string" }, "message": { "type": "string" }, "options": { "items": { "additionalProperties": false, "properties": { "inProgressRuns": { "enum": [ "stop", "let_finish" ], "type": "string" }, "label": { "type": "string" }, "recommended": { "type": "boolean" } }, "required": [ "inProgressRuns", "label", "recommended" ], "type": "object" }, "type": "array" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "inProgressRunCount", "options", "appUrls" ], "type": "object" } ] }, "status": { "const": "clarification_required", "type": "string" } }, "required": [ "status", "clarification" ], "type": "object" }, { "additionalProperties": false, "properties": { "confirmation": { "anyOf": [ { "additionalProperties": false, "properties": { "action": { "const": "confirm_publish", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "expectedEditableVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Editable version id returned by prepare_publish, used as a safety check." }, "expectedPublishedVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Published version id returned by prepare_publish, used as a safety check." }, "expectedUpdatedAtIso": { "anyOf": [ { "format": "date-time", "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$", "type": "string" }, { "type": "null" } ], "description": "Workflow updatedAt timestamp returned by prepare_publish, used as a safety check." }, "isSandboxed": { "description": "Whether to publish in sandbox mode so notifications are held for inspection.", "type": "boolean" }, "workflowId": { "description": "Workflow id to publish.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId" ], "type": "object" }, "kind": { "const": "publish", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "summary", "warnings" ], "type": "object" }, { "additionalProperties": false, "properties": { "action": { "const": "send_workflow_test", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "confirmSend": { "const": true, "type": "boolean" }, "messageType": { "description": "Optional message type filter when selecting a draft message to test.", "enum": [ "email", "slack" ], "type": "string" }, "rowData": { "additionalProperties": {}, "description": "Optional sample data for rendering draft message variables during the test. If omitted, Dreamlit uses the same default preview data as the web builder when available.", "propertyNames": { "type": "string" }, "type": "object" }, "testRecipientEmail": { "description": "Optional recipient for email tests. If omitted, Dreamlit sends to the authenticated user's email address.", "format": "email", "pattern": "^(?!\\.)(?!.*\\.\\.)([A-Za-z0-9_'+\\-\\.]*)[A-Za-z0-9_+-]@([A-Za-z0-9][A-Za-z0-9\\-]*\\.)+[A-Za-z]{2,}$", "type": "string" }, "testTargetId": { "description": "Structured test target id from testableMessages. Do not show this id to users; ask them to choose by message label.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "description": "Workflow id whose editable draft message should be tested.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId", "confirmSend" ], "type": "object" }, "kind": { "const": "send_workflow_test", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "appUrls", "summary", "warnings" ], "type": "object" } ] }, "status": { "const": "confirmation_required", "type": "string" } }, "required": [ "status", "confirmation" ], "type": "object" }, { "additionalProperties": false, "properties": { "handoff": { "additionalProperties": false, "properties": { "blocker": { "additionalProperties": false, "description": "Why Dreamlit stopped before finishing the draft. Changes counted in appliedActionCount are already saved.", "properties": { "appliedActionCount": { "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "code": { "description": "step_needs_detail: answer `detail` in a follow-up create_or_update_workflow call with the same workflowId. step_not_editable: change a different step instead. step_not_built: retry once, then finish in the browser. request_unclear: describe the change in more detail and retry.", "enum": [ "step_needs_detail", "step_not_editable", "step_not_built", "request_unclear" ], "type": "string" }, "detail": { "description": "The specific missing detail or blocking rule, in plain language.", "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "database_trigger", "broadcast_trigger", "repeating_trigger", "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "code", "detail", "appliedActionCount" ], "type": "object" }, "instructions": { "items": { "type": "string" }, "type": "array" }, "kind": { "const": "browser", "type": "string" }, "message": { "type": "string" }, "reason": { "type": "string" }, "url": { "format": "uri", "type": "string" } }, "required": [ "kind", "reason", "message", "url", "instructions" ], "type": "object" }, "status": { "const": "handoff_required", "type": "string" } }, "required": [ "status", "handoff" ], "type": "object" }, { "additionalProperties": false, "properties": { "billingUrl": { "description": "quota_exceeded or plan_upgrade_required: page where a workspace admin can buy AI credits or upgrade the plan.", "format": "uri", "type": "string" }, "code": { "type": "string" }, "helpUrl": { "description": "Guide or support contact for resolving the problem in the message.", "format": "uri", "type": "string" }, "message": { "type": "string" }, "resetAt": { "description": "quota_exceeded: when this month's AI usage resets (ISO 8601).", "type": "string" }, "retryAfterSeconds": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "status": { "const": "error", "type": "string" }, "stepEdits": { "description": "edit_workflow_steps: what happened to each edit when none could be applied.", "items": { "additionalProperties": false, "properties": { "changedFields": { "items": { "type": "string" }, "type": "array" }, "error": { "additionalProperties": false, "properties": { "code": { "description": "step_not_found: get fresh step ids from get_workflow_and_preview_url. step_not_editable: triggers can't be edited here; use create_or_update_workflow. field_not_for_step_type: send only fields for that step's type. duplicate_step: combine edits to one step. invalid_value: fix the value as the message says. query_failed: fix the SQL. query_drops_used_fields: keep returning fields, or edit the steps that use them in the same call. related_edit_failed: a related edit in this call (a SQL edit above or below this step) failed; fix it and send both again. save_failed: try again.", "enum": [ "step_not_found", "step_not_editable", "field_not_for_step_type", "duplicate_step", "invalid_value", "query_failed", "query_drops_used_fields", "related_edit_failed", "save_failed" ], "type": "string" }, "fields": { "description": "query_drops_used_fields: fields later steps still use that the new query no longer returns.", "items": { "type": "string" }, "type": "array" }, "message": { "type": "string" } }, "required": [ "code", "message" ], "type": "object" }, "index": { "description": "Position of the edit in the request.", "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "status": { "enum": [ "applied", "failed" ], "type": "string" }, "stepId": { "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "index", "stepId", "status", "changedFields" ], "type": "object" }, "type": "array" }, "unreadableTables": { "description": "table_rows_hidden_by_rls: tables Dreamlit can see but not read rows from, each with fixSql that adds Dreamlit's read policy. Run fixSql, or ask the user to run it, in the Supabase SQL editor, then try again.", "items": { "additionalProperties": false, "properties": { "fixSql": { "type": "string" }, "schema": { "type": "string" }, "table": { "type": "string" } }, "required": [ "schema", "table", "fixSql" ], "type": "object" }, "type": "array" } }, "required": [ "status", "message" ], "type": "object" } ] } }, "required": [ "result" ], "type": "object" }, "annotations": { "destructiveHint": false, "idempotentHint": true, "openWorldHint": false, "readOnlyHint": true, "title": "Prepare publish" } }, { "name": "confirm_publish", "title": "Confirm publish", "description": "Use only after explicit user confirmation and a prior prepare_publish result to publish or schedule a Dreamlit workflow. Side effect: installs live database/repeating/auth triggers, schedules or sends broadcasts, and may enable notification delivery; sandbox mode can hold notifications for inspection. Returns the published workflow status and app URLs. Do not call speculatively or without carrying forward the prepare_publish safety fields.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "expectedEditableVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Editable version id returned by prepare_publish, used as a safety check." }, "expectedPublishedVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Published version id returned by prepare_publish, used as a safety check." }, "expectedUpdatedAtIso": { "anyOf": [ { "format": "date-time", "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$", "type": "string" }, { "type": "null" } ], "description": "Workflow updatedAt timestamp returned by prepare_publish, used as a safety check." }, "isSandboxed": { "description": "Whether to publish in sandbox mode so notifications are held for inspection.", "type": "boolean" }, "workflowId": { "description": "Workflow id to publish.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId" ], "type": "object" }, "outputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "additionalProperties": false, "properties": { "result": { "description": "Dreamlit MCP result. success responses contain data and appUrls when relevant; auth_required, clarification_required, confirmation_required, handoff_required, and error responses explain the next action.", "oneOf": [ { "additionalProperties": false, "properties": { "data": { "additionalProperties": {}, "propertyNames": { "type": "string" }, "type": "object" }, "status": { "const": "success", "type": "string" } }, "required": [ "status", "data" ], "type": "object" }, { "additionalProperties": false, "properties": { "auth": { "additionalProperties": false, "properties": { "reason": { "type": "string" } }, "required": [ "reason" ], "type": "object" }, "message": { "type": "string" }, "status": { "const": "auth_required", "type": "string" } }, "required": [ "status", "message" ], "type": "object" }, { "additionalProperties": false, "properties": { "clarification": { "anyOf": [ { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "workflows" ], "type": "object" }, "assistantMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "chatSessionId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "userMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "message", "workflowId", "projectId", "orgId", "chatSessionId", "userMessageId", "assistantMessageId", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "kind": { "const": "test_message_selection", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "testableMessages": { "items": { "additionalProperties": false, "properties": { "description": { "type": "string" }, "destination": { "type": "string" }, "label": { "type": "string" }, "messageType": { "enum": [ "email", "slack" ], "type": "string" }, "requiresRecipient": { "type": "boolean" }, "testTargetId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "testTargetId", "messageType", "label", "requiresRecipient" ], "type": "object" }, "minItems": 2, "type": "array" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "testableMessages", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "inProgressRunCount": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "kind": { "const": "unpublish_in_progress_runs", "type": "string" }, "message": { "type": "string" }, "options": { "items": { "additionalProperties": false, "properties": { "inProgressRuns": { "enum": [ "stop", "let_finish" ], "type": "string" }, "label": { "type": "string" }, "recommended": { "type": "boolean" } }, "required": [ "inProgressRuns", "label", "recommended" ], "type": "object" }, "type": "array" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "inProgressRunCount", "options", "appUrls" ], "type": "object" } ] }, "status": { "const": "clarification_required", "type": "string" } }, "required": [ "status", "clarification" ], "type": "object" }, { "additionalProperties": false, "properties": { "confirmation": { "anyOf": [ { "additionalProperties": false, "properties": { "action": { "const": "confirm_publish", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "expectedEditableVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Editable version id returned by prepare_publish, used as a safety check." }, "expectedPublishedVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Published version id returned by prepare_publish, used as a safety check." }, "expectedUpdatedAtIso": { "anyOf": [ { "format": "date-time", "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$", "type": "string" }, { "type": "null" } ], "description": "Workflow updatedAt timestamp returned by prepare_publish, used as a safety check." }, "isSandboxed": { "description": "Whether to publish in sandbox mode so notifications are held for inspection.", "type": "boolean" }, "workflowId": { "description": "Workflow id to publish.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId" ], "type": "object" }, "kind": { "const": "publish", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "summary", "warnings" ], "type": "object" }, { "additionalProperties": false, "properties": { "action": { "const": "send_workflow_test", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "confirmSend": { "const": true, "type": "boolean" }, "messageType": { "description": "Optional message type filter when selecting a draft message to test.", "enum": [ "email", "slack" ], "type": "string" }, "rowData": { "additionalProperties": {}, "description": "Optional sample data for rendering draft message variables during the test. If omitted, Dreamlit uses the same default preview data as the web builder when available.", "propertyNames": { "type": "string" }, "type": "object" }, "testRecipientEmail": { "description": "Optional recipient for email tests. If omitted, Dreamlit sends to the authenticated user's email address.", "format": "email", "pattern": "^(?!\\.)(?!.*\\.\\.)([A-Za-z0-9_'+\\-\\.]*)[A-Za-z0-9_+-]@([A-Za-z0-9][A-Za-z0-9\\-]*\\.)+[A-Za-z]{2,}$", "type": "string" }, "testTargetId": { "description": "Structured test target id from testableMessages. Do not show this id to users; ask them to choose by message label.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "description": "Workflow id whose editable draft message should be tested.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId", "confirmSend" ], "type": "object" }, "kind": { "const": "send_workflow_test", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "appUrls", "summary", "warnings" ], "type": "object" } ] }, "status": { "const": "confirmation_required", "type": "string" } }, "required": [ "status", "confirmation" ], "type": "object" }, { "additionalProperties": false, "properties": { "handoff": { "additionalProperties": false, "properties": { "blocker": { "additionalProperties": false, "description": "Why Dreamlit stopped before finishing the draft. Changes counted in appliedActionCount are already saved.", "properties": { "appliedActionCount": { "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "code": { "description": "step_needs_detail: answer `detail` in a follow-up create_or_update_workflow call with the same workflowId. step_not_editable: change a different step instead. step_not_built: retry once, then finish in the browser. request_unclear: describe the change in more detail and retry.", "enum": [ "step_needs_detail", "step_not_editable", "step_not_built", "request_unclear" ], "type": "string" }, "detail": { "description": "The specific missing detail or blocking rule, in plain language.", "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "database_trigger", "broadcast_trigger", "repeating_trigger", "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "code", "detail", "appliedActionCount" ], "type": "object" }, "instructions": { "items": { "type": "string" }, "type": "array" }, "kind": { "const": "browser", "type": "string" }, "message": { "type": "string" }, "reason": { "type": "string" }, "url": { "format": "uri", "type": "string" } }, "required": [ "kind", "reason", "message", "url", "instructions" ], "type": "object" }, "status": { "const": "handoff_required", "type": "string" } }, "required": [ "status", "handoff" ], "type": "object" }, { "additionalProperties": false, "properties": { "billingUrl": { "description": "quota_exceeded or plan_upgrade_required: page where a workspace admin can buy AI credits or upgrade the plan.", "format": "uri", "type": "string" }, "code": { "type": "string" }, "helpUrl": { "description": "Guide or support contact for resolving the problem in the message.", "format": "uri", "type": "string" }, "message": { "type": "string" }, "resetAt": { "description": "quota_exceeded: when this month's AI usage resets (ISO 8601).", "type": "string" }, "retryAfterSeconds": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "status": { "const": "error", "type": "string" }, "stepEdits": { "description": "edit_workflow_steps: what happened to each edit when none could be applied.", "items": { "additionalProperties": false, "properties": { "changedFields": { "items": { "type": "string" }, "type": "array" }, "error": { "additionalProperties": false, "properties": { "code": { "description": "step_not_found: get fresh step ids from get_workflow_and_preview_url. step_not_editable: triggers can't be edited here; use create_or_update_workflow. field_not_for_step_type: send only fields for that step's type. duplicate_step: combine edits to one step. invalid_value: fix the value as the message says. query_failed: fix the SQL. query_drops_used_fields: keep returning fields, or edit the steps that use them in the same call. related_edit_failed: a related edit in this call (a SQL edit above or below this step) failed; fix it and send both again. save_failed: try again.", "enum": [ "step_not_found", "step_not_editable", "field_not_for_step_type", "duplicate_step", "invalid_value", "query_failed", "query_drops_used_fields", "related_edit_failed", "save_failed" ], "type": "string" }, "fields": { "description": "query_drops_used_fields: fields later steps still use that the new query no longer returns.", "items": { "type": "string" }, "type": "array" }, "message": { "type": "string" } }, "required": [ "code", "message" ], "type": "object" }, "index": { "description": "Position of the edit in the request.", "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "status": { "enum": [ "applied", "failed" ], "type": "string" }, "stepId": { "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "index", "stepId", "status", "changedFields" ], "type": "object" }, "type": "array" }, "unreadableTables": { "description": "table_rows_hidden_by_rls: tables Dreamlit can see but not read rows from, each with fixSql that adds Dreamlit's read policy. Run fixSql, or ask the user to run it, in the Supabase SQL editor, then try again.", "items": { "additionalProperties": false, "properties": { "fixSql": { "type": "string" }, "schema": { "type": "string" }, "table": { "type": "string" } }, "required": [ "schema", "table", "fixSql" ], "type": "object" }, "type": "array" } }, "required": [ "status", "message" ], "type": "object" } ] } }, "required": [ "result" ], "type": "object" }, "annotations": { "destructiveHint": true, "idempotentHint": false, "openWorldHint": false, "readOnlyHint": false, "title": "Confirm publish" } }, { "name": "unpublish_workflow", "title": "Unpublish workflow", "description": "Use after explicit user intent to unpublish a Dreamlit workflow. Side effect: disables live triggers or schedules so no new runs start. Runs already in progress keep sending unless inProgressRuns is \"stop\". If the workflow has in-progress runs and inProgressRuns is omitted, returns clarification_required with the count and changes nothing: ask the user whether to stop those runs or let them finish, then call again with their choice. Returns updated workflow status, stopped run counts (allRunsStopped, remainingRunCount), and app URLs. If some runs could not be stopped, ask the user, then call again with inProgressRuns \"stop\": on an already-unpublished workflow it only stops the runs still in progress. Do not use for deleting drafts, canceling one broadcast run, or editing workflow content.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "inProgressRuns": { "description": "What happens to runs already in progress, including runs waiting at a wait step. \"stop\" stops them so they send nothing more; \"let_finish\" lets them keep going and send. Required when the workflow has in-progress runs: ask the user, then call again with their choice. On an already-unpublished workflow, \"stop\" stops the runs still in progress.", "enum": [ "stop", "let_finish" ], "type": "string" }, "workflowId": { "description": "Workflow id to unpublish and disable live triggers or schedules.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId" ], "type": "object" }, "outputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "additionalProperties": false, "properties": { "result": { "description": "Dreamlit MCP result. success responses contain data and appUrls when relevant; auth_required, clarification_required, confirmation_required, handoff_required, and error responses explain the next action.", "oneOf": [ { "additionalProperties": false, "properties": { "data": { "additionalProperties": {}, "propertyNames": { "type": "string" }, "type": "object" }, "status": { "const": "success", "type": "string" } }, "required": [ "status", "data" ], "type": "object" }, { "additionalProperties": false, "properties": { "auth": { "additionalProperties": false, "properties": { "reason": { "type": "string" } }, "required": [ "reason" ], "type": "object" }, "message": { "type": "string" }, "status": { "const": "auth_required", "type": "string" } }, "required": [ "status", "message" ], "type": "object" }, { "additionalProperties": false, "properties": { "clarification": { "anyOf": [ { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "workflows" ], "type": "object" }, "assistantMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "chatSessionId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "userMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "message", "workflowId", "projectId", "orgId", "chatSessionId", "userMessageId", "assistantMessageId", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "kind": { "const": "test_message_selection", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "testableMessages": { "items": { "additionalProperties": false, "properties": { "description": { "type": "string" }, "destination": { "type": "string" }, "label": { "type": "string" }, "messageType": { "enum": [ "email", "slack" ], "type": "string" }, "requiresRecipient": { "type": "boolean" }, "testTargetId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "testTargetId", "messageType", "label", "requiresRecipient" ], "type": "object" }, "minItems": 2, "type": "array" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "testableMessages", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "inProgressRunCount": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "kind": { "const": "unpublish_in_progress_runs", "type": "string" }, "message": { "type": "string" }, "options": { "items": { "additionalProperties": false, "properties": { "inProgressRuns": { "enum": [ "stop", "let_finish" ], "type": "string" }, "label": { "type": "string" }, "recommended": { "type": "boolean" } }, "required": [ "inProgressRuns", "label", "recommended" ], "type": "object" }, "type": "array" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "inProgressRunCount", "options", "appUrls" ], "type": "object" } ] }, "status": { "const": "clarification_required", "type": "string" } }, "required": [ "status", "clarification" ], "type": "object" }, { "additionalProperties": false, "properties": { "confirmation": { "anyOf": [ { "additionalProperties": false, "properties": { "action": { "const": "confirm_publish", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "expectedEditableVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Editable version id returned by prepare_publish, used as a safety check." }, "expectedPublishedVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Published version id returned by prepare_publish, used as a safety check." }, "expectedUpdatedAtIso": { "anyOf": [ { "format": "date-time", "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$", "type": "string" }, { "type": "null" } ], "description": "Workflow updatedAt timestamp returned by prepare_publish, used as a safety check." }, "isSandboxed": { "description": "Whether to publish in sandbox mode so notifications are held for inspection.", "type": "boolean" }, "workflowId": { "description": "Workflow id to publish.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId" ], "type": "object" }, "kind": { "const": "publish", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "summary", "warnings" ], "type": "object" }, { "additionalProperties": false, "properties": { "action": { "const": "send_workflow_test", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "confirmSend": { "const": true, "type": "boolean" }, "messageType": { "description": "Optional message type filter when selecting a draft message to test.", "enum": [ "email", "slack" ], "type": "string" }, "rowData": { "additionalProperties": {}, "description": "Optional sample data for rendering draft message variables during the test. If omitted, Dreamlit uses the same default preview data as the web builder when available.", "propertyNames": { "type": "string" }, "type": "object" }, "testRecipientEmail": { "description": "Optional recipient for email tests. If omitted, Dreamlit sends to the authenticated user's email address.", "format": "email", "pattern": "^(?!\\.)(?!.*\\.\\.)([A-Za-z0-9_'+\\-\\.]*)[A-Za-z0-9_+-]@([A-Za-z0-9][A-Za-z0-9\\-]*\\.)+[A-Za-z]{2,}$", "type": "string" }, "testTargetId": { "description": "Structured test target id from testableMessages. Do not show this id to users; ask them to choose by message label.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "description": "Workflow id whose editable draft message should be tested.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId", "confirmSend" ], "type": "object" }, "kind": { "const": "send_workflow_test", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "appUrls", "summary", "warnings" ], "type": "object" } ] }, "status": { "const": "confirmation_required", "type": "string" } }, "required": [ "status", "confirmation" ], "type": "object" }, { "additionalProperties": false, "properties": { "handoff": { "additionalProperties": false, "properties": { "blocker": { "additionalProperties": false, "description": "Why Dreamlit stopped before finishing the draft. Changes counted in appliedActionCount are already saved.", "properties": { "appliedActionCount": { "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "code": { "description": "step_needs_detail: answer `detail` in a follow-up create_or_update_workflow call with the same workflowId. step_not_editable: change a different step instead. step_not_built: retry once, then finish in the browser. request_unclear: describe the change in more detail and retry.", "enum": [ "step_needs_detail", "step_not_editable", "step_not_built", "request_unclear" ], "type": "string" }, "detail": { "description": "The specific missing detail or blocking rule, in plain language.", "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "database_trigger", "broadcast_trigger", "repeating_trigger", "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "code", "detail", "appliedActionCount" ], "type": "object" }, "instructions": { "items": { "type": "string" }, "type": "array" }, "kind": { "const": "browser", "type": "string" }, "message": { "type": "string" }, "reason": { "type": "string" }, "url": { "format": "uri", "type": "string" } }, "required": [ "kind", "reason", "message", "url", "instructions" ], "type": "object" }, "status": { "const": "handoff_required", "type": "string" } }, "required": [ "status", "handoff" ], "type": "object" }, { "additionalProperties": false, "properties": { "billingUrl": { "description": "quota_exceeded or plan_upgrade_required: page where a workspace admin can buy AI credits or upgrade the plan.", "format": "uri", "type": "string" }, "code": { "type": "string" }, "helpUrl": { "description": "Guide or support contact for resolving the problem in the message.", "format": "uri", "type": "string" }, "message": { "type": "string" }, "resetAt": { "description": "quota_exceeded: when this month's AI usage resets (ISO 8601).", "type": "string" }, "retryAfterSeconds": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "status": { "const": "error", "type": "string" }, "stepEdits": { "description": "edit_workflow_steps: what happened to each edit when none could be applied.", "items": { "additionalProperties": false, "properties": { "changedFields": { "items": { "type": "string" }, "type": "array" }, "error": { "additionalProperties": false, "properties": { "code": { "description": "step_not_found: get fresh step ids from get_workflow_and_preview_url. step_not_editable: triggers can't be edited here; use create_or_update_workflow. field_not_for_step_type: send only fields for that step's type. duplicate_step: combine edits to one step. invalid_value: fix the value as the message says. query_failed: fix the SQL. query_drops_used_fields: keep returning fields, or edit the steps that use them in the same call. related_edit_failed: a related edit in this call (a SQL edit above or below this step) failed; fix it and send both again. save_failed: try again.", "enum": [ "step_not_found", "step_not_editable", "field_not_for_step_type", "duplicate_step", "invalid_value", "query_failed", "query_drops_used_fields", "related_edit_failed", "save_failed" ], "type": "string" }, "fields": { "description": "query_drops_used_fields: fields later steps still use that the new query no longer returns.", "items": { "type": "string" }, "type": "array" }, "message": { "type": "string" } }, "required": [ "code", "message" ], "type": "object" }, "index": { "description": "Position of the edit in the request.", "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "status": { "enum": [ "applied", "failed" ], "type": "string" }, "stepId": { "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "index", "stepId", "status", "changedFields" ], "type": "object" }, "type": "array" }, "unreadableTables": { "description": "table_rows_hidden_by_rls: tables Dreamlit can see but not read rows from, each with fixSql that adds Dreamlit's read policy. Run fixSql, or ask the user to run it, in the Supabase SQL editor, then try again.", "items": { "additionalProperties": false, "properties": { "fixSql": { "type": "string" }, "schema": { "type": "string" }, "table": { "type": "string" } }, "required": [ "schema", "table", "fixSql" ], "type": "object" }, "type": "array" } }, "required": [ "status", "message" ], "type": "object" } ] } }, "required": [ "result" ], "type": "object" }, "annotations": { "destructiveHint": true, "idempotentHint": false, "openWorldHint": false, "readOnlyHint": false, "title": "Unpublish workflow" } } ], "schemaTokens": 69715, "changedAt": "2026-11-07T01:43:51.385315264Z", "check": { "checker": "anchor-check/1.0", "totalTokens": 69715, "counts": { "error": 0, "note": 0, "warn": 18 }, "findings": [ { "rule": "TC18", "severity": "warn", "tool": "prepare_publish", "message": "readOnlyHint is true but the name says \"publish\"", "fix": "If it changes anything, readOnlyHint must be false." }, { "rule": "TC22", "severity": "warn", "tool": "confirm_publish", "message": "the definition is about 4,360 tokens", "fix": "Trim the description and parameter docs, or split the tool." }, { "rule": "TC22", "severity": "warn", "tool": "create_or_update_workflow", "message": "the definition is about 4,866 tokens", "fix": "Trim the description and parameter docs, or split the tool." }, { "rule": "TC22", "severity": "warn", "tool": "edit_workflow_steps", "message": "the definition is about 4,839 tokens", "fix": "Trim the description and parameter docs, or split the tool." }, { "rule": "TC22", "severity": "warn", "tool": "get_analytics", "message": "the definition is about 5,580 tokens", "fix": "Trim the description and parameter docs, or split the tool." }, { "rule": "TC22", "severity": "warn", "tool": "get_lifecycle_report", "message": "the definition is about 4,217 tokens", "fix": "Trim the description and parameter docs, or split the tool." }, { "rule": "TC22", "severity": "warn", "tool": "get_recommendations", "message": "the definition is about 4,188 tokens", "fix": "Trim the description and parameter docs, or split the tool." }, { "rule": "TC22", "severity": "warn", "tool": "get_status", "message": "the definition is about 4,209 tokens", "fix": "Trim the description and parameter docs, or split the tool." }, { "rule": "TC22", "severity": "warn", "tool": "get_workflow_and_preview_url", "message": "the definition is about 4,164 tokens", "fix": "Trim the description and parameter docs, or split the tool." }, { "rule": "TC22", "severity": "warn", "tool": "list_brand_styles", "message": "the definition is about 4,071 tokens", "fix": "Trim the description and parameter docs, or split the tool." }, { "rule": "TC22", "severity": "warn", "tool": "list_projects", "message": "the definition is about 3,956 tokens", "fix": "Trim the description and parameter docs, or split the tool." }, { "rule": "TC22", "severity": "warn", "tool": "list_workflows", "message": "the definition is about 4,289 tokens", "fix": "Trim the description and parameter docs, or split the tool." }, { "rule": "TC22", "severity": "warn", "tool": "move_workflow_to_folder", "message": "the definition is about 4,148 tokens", "fix": "Trim the description and parameter docs, or split the tool." }, { "rule": "TC22", "severity": "warn", "tool": "prepare_publish", "message": "the definition is about 3,999 tokens", "fix": "Trim the description and parameter docs, or split the tool." }, { "rule": "TC22", "severity": "warn", "tool": "rename_workflow", "message": "the definition is about 4,022 tokens", "fix": "Trim the description and parameter docs, or split the tool." }, { "rule": "TC22", "severity": "warn", "tool": "send_workflow_test", "message": "the definition is about 4,420 tokens", "fix": "Trim the description and parameter docs, or split the tool." }, { "rule": "TC22", "severity": "warn", "tool": "unpublish_workflow", "message": "the definition is about 4,231 tokens", "fix": "Trim the description and parameter docs, or split the tool." }, { "rule": "TC23", "severity": "warn", "message": "16 tools, about 69,559 tokens of definitions", "fix": "Split the server by job, or offer a smaller default toolset (a read-only set, or a search-then-call pattern)." } ] } }, "llmsTxt": "https://dreamlit.ai/llms.txt", "registryName": "ai.dreamlit/mcp", "capabilities": [ "marketing.journeys", "marketing.campaigns", "marketing.events", "email.send", "email.templates", "email.analytics" ], "tags": [ "hosted", "closed-source", "mcp", "remote-mcp", "mcp-registry", "oauth", "llms-txt", "approvals", "status-page", "supabase", "postgres" ], "lastRelease": "2026-10-12", "graded": true, "anchor": { "graded": true, "score": 57, "grade": "C", "agentReady": false, "rank": 809, "ranked": true, "rankOf": 1486, "categoryRank": 9, "methodology": "0.7", "run": "2026-10-01", "scores": { "ergonomics": 67, "maintenance": 80, "payments": 10, "reliability": 51, "schema": 59, "security": 74, "transparency": 59 }, "pending": [ "performance", "tasks" ], "breakdown": [ { "key": "reliability", "name": "Reliability", "weight": 16, "effectiveWeight": 20, "score": 51, "points": 10.2, "reason": "Graded with the hosted lines. A Better Stack status page at status.dreamlit.ai with 90 days of history for the Web App and the Workflow Engine, but no component for the MCP server (16 of 20). The record shows 100% for the web app and 99.992% for the workflow engine over 90 days, about ten minutes, with no written incidents (25 of 30). No rate limits found in the MCP or pricing docs (0). No 429, retry or idempotency guidance found (0). Scale includes dedicated support with an SLA and Enterprise has custom SLAs, but no published availability commitment (0). The MCP server, introduced on 5 May 2026, carries no beta label (10). Total 51.", "checked": "2026-11-06" }, { "key": "performance", "name": "Performance", "weight": 10, "effectiveWeight": 0, "pending": true, "points": 0, "reason": "Pending. Latency is measured per call by our probes, which haven't run yet, so this run doesn't score it. Its weight is shared across the assessed categories until the first probe window closes." }, { "key": "schema", "name": "Schema \u0026 documentation", "weight": 13, "effectiveWeight": 16.25, "score": 59, "points": 9.59, "reason": "The registry entry and the dreamlit-ai/dreamlit-mcp repository carry metadata only, so tool JSON Schemas are readable only inside a session; the docs give each tool's purpose and required scope (5 of 25). llms.txt, pricing.md and Markdown copies of docs pages (10). Tool descriptions say when to use each, such as `edit_workflow_steps` for exact edits without AI, and the publish pair's order (16 of 20). Parameter types aren't published beyond names such as `includeEmailHtml` and `startNewChat` (5 of 15). Example prompts and a troubleshooting section for each documented error state (10 of 15). A dated changelog; server version 0.1.0 in the registry (13 of 15). Total 59.", "checked": "2026-11-06" }, { "key": "ergonomics", "name": "Agent ergonomics", "weight": 13, "effectiveWeight": 16.25, "score": 67, "points": 10.89, "reason": "16 tools, the 11 to 30 band; tools follow the granted scopes, so a read-only grant sees fewer (20 of 25). Analytics take filters, sorting and pagination, and brand styles paginate (18 of 20). The docs describe the errors an agent will meet, such as authorization required, choose a project and browser hand-off, without codes (12 of 20). Publishing is prepare then confirm, and tests don't publish; no idempotency or annotations documented (10 of 20). Empty scope requests default to the v1 scopes and `get_status` gives a first call; no SDK or REST route (7 of 15). Total 67.", "checked": "2026-11-06" }, { "key": "security", "name": "Security \u0026 auth", "weight": 14, "effectiveWeight": 17.5, "score": 74, "points": 12.95, "reason": "OAuth to one workspace with four scopes, and project-scoped personal access tokens with chosen scopes, shown once (30). A read-only grant is possible, publishing needs its own scope, `confirm_publish` runs only after the user approves the prepared payload, and a dedicated least-privilege database user reads the customer's data (20). The docs warn that AI clients can be tricked by untrusted prompts and tell users to review edit, publish and unpublish calls (8 of 15). The security page lists access logs for database operations and for the platform, and analytics expose run rows; no customer-facing log of MCP calls was described (8 of 15). The security page claims penetration testing and a bug bounty programme without a link, SOC 2 is coming soon, no security.txt (404), and the MCP repository's SECURITY.md routes reports to support (8 of 20). Total 74.", "checked": "2026-11-06" }, { "key": "payments", "name": "Payments \u0026 pricing", "weight": 10, "effectiveWeight": 12.5, "score": 10, "points": 1.25, "reason": "No x402, MPP or L402 (0). Plan prices with included emails are public in pricing.md, no per-email overage price (10 of 20). No free plan for new accounts (0). Signup, database connection and payment happen in the web app (0). Total 10.", "checked": "2026-11-06" }, { "key": "tasks", "name": "Task success", "weight": 10, "effectiveWeight": 0, "pending": true, "points": 0, "reason": "Pending. Task success needs the category task suites run through each tool, which haven't run yet, so this run doesn't score it. Its weight is shared across the assessed categories until then. A data provider's data-quality score is published on its listing now and becomes half of this category when it's scored." }, { "key": "maintenance", "name": "Maintenance \u0026 community", "weight": 7, "effectiveWeight": 8.75, "score": 80, "points": 7, "reason": "The latest changelog entry is 12 October 2026, custom repeating schedules (30). Eight dated entries between 10 August and 12 October (20). Priority support on Pro, dedicated support on Scale and a public changelog (10 of 15). ai.dreamlit/mcp is in the official MCP registry under its domain namespace (15). The metadata repository has validate and publish workflows; there's no package to check (5 of 10). Total 80.", "checked": "2026-11-06" }, { "key": "transparency", "name": "Transparency \u0026 trust", "weight": 7, "effectiveWeight": 8.75, "score": 59, "points": 5.16, "note": "editorial 42, provenance 75", "reason": "A closed service under terms that name Notika AI (d/b/a Dreamlit AI) (15 of 30). The privacy policy keeps workflow execution history and delivery events for up to a year, while the security docs say Dreamlit retains no copy of customer data and cleans up after processing, which don't agree (15 of 30). No deprecation policy or dated notices found (0). The privacy policy points to a current subprocessor list and SCCs in a DPA, and names the United States and other countries as locations (12 of 20). Total 42.", "checked": "2026-11-06" } ], "assessment": { "date": "2026-11-06", "basis": "public evidence", "confidence": "medium", "notes": { "ergonomics": "16 tools, the 11 to 30 band; tools follow the granted scopes, so a read-only grant sees fewer (20 of 25). Analytics take filters, sorting and pagination, and brand styles paginate (18 of 20). The docs describe the errors an agent will meet, such as authorization required, choose a project and browser hand-off, without codes (12 of 20). Publishing is prepare then confirm, and tests don't publish; no idempotency or annotations documented (10 of 20). Empty scope requests default to the v1 scopes and `get_status` gives a first call; no SDK or REST route (7 of 15). Total 67.", "maintenance": "The latest changelog entry is 12 October 2026, custom repeating schedules (30). Eight dated entries between 10 August and 12 October (20). Priority support on Pro, dedicated support on Scale and a public changelog (10 of 15). ai.dreamlit/mcp is in the official MCP registry under its domain namespace (15). The metadata repository has validate and publish workflows; there's no package to check (5 of 10). Total 80.", "payments": "No x402, MPP or L402 (0). Plan prices with included emails are public in pricing.md, no per-email overage price (10 of 20). No free plan for new accounts (0). Signup, database connection and payment happen in the web app (0). Total 10.", "reliability": "Graded with the hosted lines. A Better Stack status page at status.dreamlit.ai with 90 days of history for the Web App and the Workflow Engine, but no component for the MCP server (16 of 20). The record shows 100% for the web app and 99.992% for the workflow engine over 90 days, about ten minutes, with no written incidents (25 of 30). No rate limits found in the MCP or pricing docs (0). No 429, retry or idempotency guidance found (0). Scale includes dedicated support with an SLA and Enterprise has custom SLAs, but no published availability commitment (0). The MCP server, introduced on 5 May 2026, carries no beta label (10). Total 51.", "schema": "The registry entry and the dreamlit-ai/dreamlit-mcp repository carry metadata only, so tool JSON Schemas are readable only inside a session; the docs give each tool's purpose and required scope (5 of 25). llms.txt, pricing.md and Markdown copies of docs pages (10). Tool descriptions say when to use each, such as `edit_workflow_steps` for exact edits without AI, and the publish pair's order (16 of 20). Parameter types aren't published beyond names such as `includeEmailHtml` and `startNewChat` (5 of 15). Example prompts and a troubleshooting section for each documented error state (10 of 15). A dated changelog; server version 0.1.0 in the registry (13 of 15). Total 59.", "security": "OAuth to one workspace with four scopes, and project-scoped personal access tokens with chosen scopes, shown once (30). A read-only grant is possible, publishing needs its own scope, `confirm_publish` runs only after the user approves the prepared payload, and a dedicated least-privilege database user reads the customer's data (20). The docs warn that AI clients can be tricked by untrusted prompts and tell users to review edit, publish and unpublish calls (8 of 15). The security page lists access logs for database operations and for the platform, and analytics expose run rows; no customer-facing log of MCP calls was described (8 of 15). The security page claims penetration testing and a bug bounty programme without a link, SOC 2 is coming soon, no security.txt (404), and the MCP repository's SECURITY.md routes reports to support (8 of 20). Total 74.", "transparency": "A closed service under terms that name Notika AI (d/b/a Dreamlit AI) (15 of 30). The privacy policy keeps workflow execution history and delivery events for up to a year, while the security docs say Dreamlit retains no copy of customer data and cleans up after processing, which don't agree (15 of 30). No deprecation policy or dated notices found (0). The privacy policy points to a current subprocessor list and SCCs in a DPA, and names the United States and other countries as locations (12 of 20). Total 42." }, "sources": [ { "what": "MCP server docs", "url": "https://dreamlit.ai/docs/resources/mcp-server", "seen": "2026-11-06" }, { "what": "llms.txt", "url": "https://dreamlit.ai/llms.txt", "seen": "2026-11-06" }, { "what": "pricing", "url": "https://dreamlit.ai/pricing.md", "seen": "2026-11-06" }, { "what": "security docs", "url": "https://dreamlit.ai/docs/resources/security", "seen": "2026-11-06" }, { "what": "status page", "url": "https://status.dreamlit.ai/", "seen": "2026-11-06" }, { "what": "changelog", "url": "https://dreamlit.ai/changelog", "seen": "2026-11-06" }, { "what": "terms", "url": "https://dreamlit.ai/terms-of-service", "seen": "2026-11-06" }, { "what": "privacy policy", "url": "https://dreamlit.ai/privacy-policy", "seen": "2026-11-06" }, { "what": "about page", "url": "https://dreamlit.ai/about", "seen": "2026-11-06" }, { "what": "MCP metadata repository", "url": "https://github.com/dreamlit-ai/dreamlit-mcp", "seen": "2026-11-06" }, { "what": "official MCP registry", "url": "https://registry.modelcontextprotocol.io/v0/servers?search=dreamlit", "seen": "2026-11-06" } ], "openQuestions": [ "unchecked: the MCP tools' input schemas and annotations, which are only available inside an MCP session", "The security page's no-retention claim and the privacy policy's one-year retention disagree", "The bug bounty programme claimed on the security page wasn't found", "RDAP gave no registration date for dreamlit.ai" ] }, "negative": 0, "verdict": "Scoped OAuth and a two-step prepare-then-confirm publish let an agent draft and test lifecycle workflows without sending anything live by mistake. There is no REST API or published rate limit, tool schemas aren't public outside a session, there's no free plan, and its security page and privacy policy disagree on retention.", "bestFor": "Small product teams on Supabase or Postgres who want their coding agent to build lifecycle and transactional email workflows.", "strengths": [ "Separate OAuth scopes for reading, drafting, publishing and analytics, and project-scoped tokens", "Nothing goes live without `prepare_publish` followed by an approved `confirm_publish`", "`send_workflow_test` sends a draft to the user or a chosen address without publishing", "Better Stack status page with 90 days of history for the web app and workflow engine", "Dated changelog with eight entries between 10 August and 12 October 2026" ], "weaknesses": [ "No REST API, SDK or OpenAPI; the MCP server is the only programmatic route", "No rate limits, 429 guidance or idempotency documented for MCP calls", "No free plan for new accounts; Pro starts at $20 a month", "The status page has no component for the MCP server", "The security page says no copy of data is kept, while the privacy policy keeps workflow history and delivery events for up to a year" ], "agentNotes": [ "Call `get_status` first to see the workspace, project setup state and prompting guidance", "Use `send_workflow_test` to the user before `prepare_publish`, and call `confirm_publish` only after the user approves the returned payload", "Request `workflows:read` and `analytics:read` only when the task is reporting, so the grant can't publish", "Expect a browser hand-off link when setup or an unsupported edit needs the web app, and pass it to the user" ], "metrics": { "kind": "remote", "measured": false }, "reviewCount": 0, "avgRating": 0, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "C", "methodology": "0.7", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 57 } ], "editorialScores": { "ergonomics": 67, "maintenance": 80, "payments": 10, "reliability": 51, "schema": 59, "security": 74, "transparency": 42 }, "provenanceScore": 75, "checked": { "categories": { "ergonomics": "2026-11-06", "maintenance": "2026-11-06", "payments": "2026-11-06", "reliability": "2026-11-06", "schema": "2026-11-06", "security": "2026-11-06", "transparency": "2026-11-06" }, "last": "2026-11-06", "oldest": "2026-11-06", "stale": false, "staleAfterDays": 90 }, "scoreHistory": [ { "date": "2026-11-06", "grade": "C", "kind": "listed", "method": "0.7", "score": 57 } ] }, "connect": { "claudeCode": "claude mcp add --transport http dreamlit https://mcp.dreamlit.ai/mcp", "config": { "mcpServers": { "dreamlit": { "url": "https://mcp.dreamlit.ai/mcp" } } } }, "letme": { "capability": "https://letme.dev/marketing.journeys", "tool": "https://letme.dev/dreamlit" }, "notable": [ "Publishing is two calls: `prepare_publish` validates and returns a confirmation payload with a preview URL, and `confirm_publish` runs only after the user approves (https://dreamlit.ai/docs/resources/mcp-server)", "Four OAuth scopes separate reading, drafting, publishing and analytics, and personal access tokens are limited to one project (https://dreamlit.ai/docs/resources/mcp-server)", "Workflows read from the customer's own Supabase or Postgres through a dedicated `dreamlit_app` database user (https://dreamlit.ai/docs/resources/security)", "Listed in the official MCP registry as ai.dreamlit/mcp since 7 May 2026, under its domain namespace (https://registry.modelcontextprotocol.io/v0/servers?search=dreamlit)", "The security page says Dreamlit retains no copy of customer data, while the privacy policy says it keeps workflow history and delivery events for up to a year (https://dreamlit.ai/privacy-policy)" ], "area": "communication", "details": [ { "label": "Surface listed", "value": "The hosted MCP server at mcp.dreamlit.ai/mcp, read from dreamlit.ai docs, llms.txt, pricing.md, the security and legal pages, the status page, the changelog, the MCP registry and the dreamlit-ai/dreamlit-mcp metadata repository on 6 November 2026. No account was made and no session was opened" }, { "label": "MCP tools", "value": "16 tools: get_status, list_projects, list_workflows, list_brand_styles, get_workflow_and_preview_url, get_analytics, get_lifecycle_report, get_recommendations, create_or_update_workflow, edit_workflow_steps, rename_workflow, move_workflow_to_folder, send_workflow_test, prepare_publish, confirm_publish, unpublish_workflow" }, { "label": "Data sources", "value": "Supabase or Postgres, connected in the web app with a dedicated database user; Shopify is also documented" }, { "label": "Sending", "value": "Email through AWS SES on Dreamlit's domain or the customer's, and Slack messages" }, { "label": "Category", "value": "Lifecycle-marketing, since it runs triggered and recurring lifecycle workflows and broadcasts with analytics rather than a sending API" }, { "label": "Legal entity", "value": "Notika AI, doing business as Dreamlit AI, per the terms and privacy policy of 29 January 2026" } ], "unitPrices": [ { "item": "Pro", "unit": "month", "usd": 20, "note": "30,000 emails a month, 250 agent credits; $16 billed yearly" }, { "item": "Scale", "unit": "month", "usd": 99, "note": "100,000 emails a month, 500 agent credits; $79 billed yearly" } ], "provenance": { "legalEntity": "Notika AI (d/b/a Dreamlit AI)", "domain": "dreamlit.ai", "domainRegistered": "", "endpointOnVendorDomain": true, "terms": "https://dreamlit.ai/terms-of-service", "privacy": "https://dreamlit.ai/privacy-policy", "statusPage": "https://status.dreamlit.ai", "changelog": "https://dreamlit.ai/changelog", "securityTxt": "none", "checked": "2026-11-06", "notes": [ "The terms and privacy policy, both last updated 29 January 2026, name Notika AI (d/b/a Dreamlit AI).", "dreamlit.ai/robots.txt allows all paths with Content-Signal ai-input=yes. The terms contain no clause on automated access to the website that we found.", "RDAP for dreamlit.ai returned a transfer event (8 June 2025) but no registration date.", "/.well-known/security.txt returns 404. The security page claims penetration testing and a bug bounty programme without a link; the MCP repository's SECURITY.md routes reports to the support address.", "The privacy policy says subprocessors are listed and SCCs are offered in a DPA at dreamlit.ai/dpa." ], "score": 75, "checks": [ { "check": "Legal entity named", "value": "Notika AI (d/b/a Dreamlit AI)", "points": 20, "max": 20, "state": "ok" }, { "check": "Domain age", "value": "dreamlit.ai, no registry record we could read", "points": 0, "max": 15, "state": "no" }, { "check": "Endpoint on the vendor's domain", "value": "mcp.dreamlit.ai", "points": 15, "max": 15, "state": "ok" }, { "check": "Terms of service", "value": "read, states 4 of the 7 things a reader expects", "points": 7.4, "max": 10, "state": "part" }, { "check": "Privacy policy", "value": "read, states 7 of the 8 things a reader expects", "points": 9.3, "max": 10, "state": "part" }, { "check": "Status page", "value": "status.dreamlit.ai", "points": 10, "max": 10, "state": "ok" }, { "check": "Changelog", "value": "published", "points": 10, "max": 10, "state": "ok" }, { "check": "security.txt", "value": "not found", "points": 0, "max": 10, "state": "no" }, { "check": "People named", "value": "2 named with their role, 2 with a public profile", "points": 10, "max": 10, "state": "ok" }, { "check": "Support route", "value": "a support address, help pages", "points": 5, "max": 5, "state": "ok" } ], "policies": [ { "kind": "terms", "url": "https://dreamlit.ai/terms-of-service", "state": "read", "readAt": "2026-11-06", "statedDate": "2026-01-29", "words": 925, "points": 7.4, "max": 10, "expected": [ { "key": "terms.date", "label": "Gives the date it was last updated", "found": true, "quote": "Last updated: January 29, 2026", "says": "Last updated 2026-01-29" }, { "key": "terms.law", "label": "Names the governing law or courts", "found": false }, { "key": "terms.liability", "label": "States a limit on its liability", "found": true, "quote": "TO THE FULLEST EXTENT PERMITTED BY LAW, IN NO EVENT WILL DREAMLIT, ITS AFFILIATES, OFFICERS, EMPLOYEES, AGENTS, SUPPLIERS, OR LICENSORS BE LIABLE FOR ANY INDIRECT, INCIDENTAL, SPECIAL, CONSEQUENTIAL, OR PUNITIVE DAMAGES, INCLUDING WITHOUT LIMITATION LOSS OF PROFITS, DATA, USE, GOODWILL, OR OTHER INTANGIBLE LOSSES, RES…", "says": "Rules out indirect and consequential losses, with no cap named in this sentence" }, { "key": "terms.termination", "label": "Says how the agreement or account can be ended", "found": false }, { "key": "terms.changes", "label": "Says how changes to the terms are announced", "found": true, "quote": "If we do this, we will post the changes on this page and indicate at the top of this page the date these Terms of Service were last revised.", "says": "Changes are posted, with no other notice named" }, { "key": "terms.use", "label": "Lists what users may not do", "found": true, "quote": "If you disagree with any part of the Terms, you may not access the Service." }, { "key": "terms.sla", "label": "Refers to a service level or uptime commitment", "found": false } ], "toKnow": [ { "key": "terms.arbitration", "label": "Requires arbitration or waives class actions", "found": true, "quote": "DISPUTES RELATED TO THESE TERMS OR THE SERVICE MUST BE RESOLVED THROUGH BINDING ARBITRATION." } ] }, { "kind": "privacy", "url": "https://dreamlit.ai/privacy-policy", "state": "read", "readAt": "2026-11-06", "statedDate": "2026-01-29", "words": 726, "points": 9.3, "max": 10, "expected": [ { "key": "privacy.date", "label": "Gives the date it was last updated", "found": true, "quote": "Last updated: January 29, 2026", "says": "Last updated 2026-01-29" }, { "key": "privacy.collected", "label": "Says what personal data is collected", "found": true, "quote": "We may collect or process the following types of information:" }, { "key": "privacy.retention", "label": "Says how long data is kept", "found": false }, { "key": "privacy.processors", "label": "Says who else receives the data", "found": true, "quote": "We may share personal information with service providers (subprocessors) who help us run Dreamlit (for example: hosting, analytics, support, payments), with professional advisors, and with authorities when required by law." }, { "key": "privacy.sale", "label": "Says whether personal data is sold or shared for advertising", "found": true, "quote": "We may share personal information with service providers (subprocessors) who help us run Dreamlit (for example: hosting, analytics, support, payments), with professional advisors, and with authorities when required by law." }, { "key": "privacy.rights", "label": "Says what rights people have over their data", "found": true, "quote": "If you are an end user of one of our customers and you want to exercise rights regarding emails you received, you should contact the organization you interacted with (our customer)." }, { "key": "privacy.contact", "label": "Gives a privacy contact", "found": true, "quote": "For questions about this Privacy Policy, please contact us at: support@dreamlit.ai.", "says": "support@dreamlit.ai" }, { "key": "privacy.transfers", "label": "Says where data is transferred or stored", "found": true, "quote": "Where required for transfers out of the EEA/UK, we offer Standard Contractual Clauses (SCCs) as described in our DPA.", "says": "Relies on standard contractual clauses" } ] } ] }, "humans": { "slug": "dreamlit", "checked": "2026-11-06", "company": "Notika AI", "people": [ { "name": "Ajay Sohmshetty", "role": "Co-founder and CEO", "founder": true, "linkedin": "https://www.linkedin.com/in/ajaysohmshetty/", "x": "https://x.com/AjaySohmshetty", "page": "/people/ajay-sohmshetty/" }, { "name": "Andrew Kim", "role": "Co-founder and CTO", "founder": true, "linkedin": "https://www.linkedin.com/in/andrewk17/", "page": "/people/andrew-kim/" } ], "peopleNote": "The about page names the two founders with their roles and links their LinkedIn accounts, and Ajay's X account. Ajay was previously co-founder and CTO of Harmonic AI and an engineer at Google; Andrew built partner integrations at Netflix. The terms name Notika AI (d/b/a Dreamlit AI). The about page shows a 'Backed by' row of logos; no round, amount or date was found on dreamlit.ai. Cloudflare Workers Launchpad is shown in the same row but is a startup programme, so it isn't listed as an investor. On 6 November 2026 the dreamlit.ai sitemap (26 pages) and all 13 blog posts were read for a funding announcement and a web search was run; no round amount, total raised or valuation is stated on Dreamlit's pages or in a reputable report, so totalRaised and valuation are left out.", "companySocial": { "linkedin": "https://www.linkedin.com/company/dreamlit-ai", "x": "https://x.com/DreamlitAI", "github": "https://github.com/dreamlit-ai" }, "support": { "emails": [ "support@dreamlit.ai" ], "urls": [ "https://dreamlit.ai/docs/resources/getting-support", "https://status.dreamlit.ai/" ] }, "sources": [ "https://dreamlit.ai/about", "https://dreamlit.ai/terms-of-service", "https://dreamlit.ai/pricing.md" ], "ownership": { "status": "private", "checked": "2026-11-06", "sources": [ "https://dreamlit.ai/about", "https://dreamlit.ai/terms-of-service" ] }, "investors": [ { "name": "Abstraction Capital", "kind": "vc", "url": "https://abstractionvc.com/", "source": "https://dreamlit.ai/about", "quote": "Backed by", "page": "/investors/abstraction-capital/" }, { "name": "Saxecap", "kind": "vc", "url": "https://saxecap.com/", "source": "https://dreamlit.ai/about", "quote": "Backed by", "page": "/investors/saxecap/" }, { "name": "Kanosei", "kind": "other", "url": "https://kanosei.xyz/", "source": "https://dreamlit.ai/about", "quote": "Backed by", "page": "/investors/kanosei/" }, { "name": "Forum VC", "firm": "Forum Ventures", "kind": "vc", "url": "https://www.forumvc.com/", "source": "https://dreamlit.ai/about", "quote": "Backed by", "page": "/investors/forum-ventures/" }, { "name": "Austin Nasso", "kind": "angel", "url": "https://austinnasso.com/", "source": "https://dreamlit.ai/about", "quote": "Backed by", "page": "/investors/austin-nasso/" } ] }, "pageJsonUrl": "https://www.anchorterminal.com/tools/dreamlit.json", "live": { "slug": "dreamlit", "probe": { "target": "https://mcp.dreamlit.ai/mcp", "method": "mcp-initialize", "lastAt": "2026-11-07T18:20:21.651954632Z", "lastOk": true, "lastStatus": 200, "lastMs": 209, "lastNote": "initialize answered", "authRequired": false, "uptime24h": 100, "uptime30d": 100, "p50ms24h": 155, "p95ms24h": 303, "samples24h": 200, "samples30d": 200, "days": [ { "date": "2026-11-06", "probes": 13, "ok": 13 }, { "date": "2026-11-07", "probes": 187, "ok": 187 } ] }, "vendorStatus": { "page": "https://status.dreamlit.ai", "indicator": "unknown", "summary": "no machine-readable status found", "checkedAt": "2026-11-07T04:47:40.393037973Z" }, "versions": [ { "registry": "mcp-registry", "name": "ai.dreamlit/mcp", "version": "0.1.0", "seenAt": "2026-11-07T18:16:28.95801333Z" } ], "githubStars": 0, "securityTxt": { "url": "https://dreamlit.ai/.well-known/security.txt", "state": "none", "checkedAt": "2026-11-07T15:59:27.690762051Z" }, "llmsTxt": { "url": "https://dreamlit.ai/llms.txt", "ok": true, "status": 200, "checkedAt": "2026-11-07T15:32:19.99369807Z" }, "pages": [ { "url": "https://dreamlit.ai/changelog", "kind": "changelog", "status": 200, "checkedAt": "2026-11-07T14:08:59.883908631Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "d5efd0517602" }, { "url": "https://dreamlit.ai/privacy-policy", "kind": "privacy", "status": 200, "checkedAt": "2026-11-07T14:09:02.82685007Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "5cea1328f21d" }, { "url": "https://dreamlit.ai/terms-of-service", "kind": "terms", "status": 200, "checkedAt": "2026-11-07T14:09:04.008676629Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "9fbc316c2506" } ], "mcpTools": { "url": "https://mcp.dreamlit.ai/mcp", "checkedAt": "2026-11-07T01:43:51.385315264Z", "status": "ok", "protocol": "2025-11-25", "tools": [ { "name": "get_status", "title": "Get status", "description": "Read-only. Use first when the agent needs Dreamlit product guidance, prompting guidance, approved workspace context, project setup, schema hints, workflow state, or relevant app URLs. Returns a compact context pack with concepts, recommended tool flow, actor/workspace/project data, optional authoring context, optional workflow context, and appUrls. Workflow summaries include liveStatus, and broadcasts include an authoritative broadcast.state. Database tables that Dreamlit can see but not read rows from (row level security with no policy for Dreamlit) carry a warning and fixSql; run fixSql, or ask the user to run it, in the Supabase SQL editor. If Dreamlit couldn't read a connection's tables, that connection has tablesError instead of an empty list meaning no tables. Do not use this to create, update, publish, or unpublish workflows.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "projectId": { "description": "Optional project id. Include it to return project setup, schema hints, and authoring context.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "description": "Optional workflow id. Include it to return concise workflow state and preview URL.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "type": "object" }, "outputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "additionalProperties": false, "properties": { "result": { "description": "Dreamlit MCP result. success responses contain data and appUrls when relevant; auth_required, clarification_required, confirmation_required, handoff_required, and error responses explain the next action.", "oneOf": [ { "additionalProperties": false, "properties": { "data": { "additionalProperties": {}, "propertyNames": { "type": "string" }, "type": "object" }, "status": { "const": "success", "type": "string" } }, "required": [ "status", "data" ], "type": "object" }, { "additionalProperties": false, "properties": { "auth": { "additionalProperties": false, "properties": { "reason": { "type": "string" } }, "required": [ "reason" ], "type": "object" }, "message": { "type": "string" }, "status": { "const": "auth_required", "type": "string" } }, "required": [ "status", "message" ], "type": "object" }, { "additionalProperties": false, "properties": { "clarification": { "anyOf": [ { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "workflows" ], "type": "object" }, "assistantMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "chatSessionId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "userMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "message", "workflowId", "projectId", "orgId", "chatSessionId", "userMessageId", "assistantMessageId", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "kind": { "const": "test_message_selection", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "testableMessages": { "items": { "additionalProperties": false, "properties": { "description": { "type": "string" }, "destination": { "type": "string" }, "label": { "type": "string" }, "messageType": { "enum": [ "email", "slack" ], "type": "string" }, "requiresRecipient": { "type": "boolean" }, "testTargetId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "testTargetId", "messageType", "label", "requiresRecipient" ], "type": "object" }, "minItems": 2, "type": "array" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "testableMessages", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "inProgressRunCount": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "kind": { "const": "unpublish_in_progress_runs", "type": "string" }, "message": { "type": "string" }, "options": { "items": { "additionalProperties": false, "properties": { "inProgressRuns": { "enum": [ "stop", "let_finish" ], "type": "string" }, "label": { "type": "string" }, "recommended": { "type": "boolean" } }, "required": [ "inProgressRuns", "label", "recommended" ], "type": "object" }, "type": "array" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "inProgressRunCount", "options", "appUrls" ], "type": "object" } ] }, "status": { "const": "clarification_required", "type": "string" } }, "required": [ "status", "clarification" ], "type": "object" }, { "additionalProperties": false, "properties": { "confirmation": { "anyOf": [ { "additionalProperties": false, "properties": { "action": { "const": "confirm_publish", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "expectedEditableVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Editable version id returned by prepare_publish, used as a safety check." }, "expectedPublishedVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Published version id returned by prepare_publish, used as a safety check." }, "expectedUpdatedAtIso": { "anyOf": [ { "format": "date-time", "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$", "type": "string" }, { "type": "null" } ], "description": "Workflow updatedAt timestamp returned by prepare_publish, used as a safety check." }, "isSandboxed": { "description": "Whether to publish in sandbox mode so notifications are held for inspection.", "type": "boolean" }, "workflowId": { "description": "Workflow id to publish.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId" ], "type": "object" }, "kind": { "const": "publish", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "summary", "warnings" ], "type": "object" }, { "additionalProperties": false, "properties": { "action": { "const": "send_workflow_test", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "confirmSend": { "const": true, "type": "boolean" }, "messageType": { "description": "Optional message type filter when selecting a draft message to test.", "enum": [ "email", "slack" ], "type": "string" }, "rowData": { "additionalProperties": {}, "description": "Optional sample data for rendering draft message variables during the test. If omitted, Dreamlit uses the same default preview data as the web builder when available.", "propertyNames": { "type": "string" }, "type": "object" }, "testRecipientEmail": { "description": "Optional recipient for email tests. If omitted, Dreamlit sends to the authenticated user's email address.", "format": "email", "pattern": "^(?!\\.)(?!.*\\.\\.)([A-Za-z0-9_'+\\-\\.]*)[A-Za-z0-9_+-]@([A-Za-z0-9][A-Za-z0-9\\-]*\\.)+[A-Za-z]{2,}$", "type": "string" }, "testTargetId": { "description": "Structured test target id from testableMessages. Do not show this id to users; ask them to choose by message label.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "description": "Workflow id whose editable draft message should be tested.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId", "confirmSend" ], "type": "object" }, "kind": { "const": "send_workflow_test", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "appUrls", "summary", "warnings" ], "type": "object" } ] }, "status": { "const": "confirmation_required", "type": "string" } }, "required": [ "status", "confirmation" ], "type": "object" }, { "additionalProperties": false, "properties": { "handoff": { "additionalProperties": false, "properties": { "blocker": { "additionalProperties": false, "description": "Why Dreamlit stopped before finishing the draft. Changes counted in appliedActionCount are already saved.", "properties": { "appliedActionCount": { "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "code": { "description": "step_needs_detail: answer `detail` in a follow-up create_or_update_workflow call with the same workflowId. step_not_editable: change a different step instead. step_not_built: retry once, then finish in the browser. request_unclear: describe the change in more detail and retry.", "enum": [ "step_needs_detail", "step_not_editable", "step_not_built", "request_unclear" ], "type": "string" }, "detail": { "description": "The specific missing detail or blocking rule, in plain language.", "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "database_trigger", "broadcast_trigger", "repeating_trigger", "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "code", "detail", "appliedActionCount" ], "type": "object" }, "instructions": { "items": { "type": "string" }, "type": "array" }, "kind": { "const": "browser", "type": "string" }, "message": { "type": "string" }, "reason": { "type": "string" }, "url": { "format": "uri", "type": "string" } }, "required": [ "kind", "reason", "message", "url", "instructions" ], "type": "object" }, "status": { "const": "handoff_required", "type": "string" } }, "required": [ "status", "handoff" ], "type": "object" }, { "additionalProperties": false, "properties": { "billingUrl": { "description": "quota_exceeded or plan_upgrade_required: page where a workspace admin can buy AI credits or upgrade the plan.", "format": "uri", "type": "string" }, "code": { "type": "string" }, "helpUrl": { "description": "Guide or support contact for resolving the problem in the message.", "format": "uri", "type": "string" }, "message": { "type": "string" }, "resetAt": { "description": "quota_exceeded: when this month's AI usage resets (ISO 8601).", "type": "string" }, "retryAfterSeconds": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "status": { "const": "error", "type": "string" }, "stepEdits": { "description": "edit_workflow_steps: what happened to each edit when none could be applied.", "items": { "additionalProperties": false, "properties": { "changedFields": { "items": { "type": "string" }, "type": "array" }, "error": { "additionalProperties": false, "properties": { "code": { "description": "step_not_found: get fresh step ids from get_workflow_and_preview_url. step_not_editable: triggers can't be edited here; use create_or_update_workflow. field_not_for_step_type: send only fields for that step's type. duplicate_step: combine edits to one step. invalid_value: fix the value as the message says. query_failed: fix the SQL. query_drops_used_fields: keep returning fields, or edit the steps that use them in the same call. related_edit_failed: a related edit in this call (a SQL edit above or below this step) failed; fix it and send both again. save_failed: try again.", "enum": [ "step_not_found", "step_not_editable", "field_not_for_step_type", "duplicate_step", "invalid_value", "query_failed", "query_drops_used_fields", "related_edit_failed", "save_failed" ], "type": "string" }, "fields": { "description": "query_drops_used_fields: fields later steps still use that the new query no longer returns.", "items": { "type": "string" }, "type": "array" }, "message": { "type": "string" } }, "required": [ "code", "message" ], "type": "object" }, "index": { "description": "Position of the edit in the request.", "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "status": { "enum": [ "applied", "failed" ], "type": "string" }, "stepId": { "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "index", "stepId", "status", "changedFields" ], "type": "object" }, "type": "array" }, "unreadableTables": { "description": "table_rows_hidden_by_rls: tables Dreamlit can see but not read rows from, each with fixSql that adds Dreamlit's read policy. Run fixSql, or ask the user to run it, in the Supabase SQL editor, then try again.", "items": { "additionalProperties": false, "properties": { "fixSql": { "type": "string" }, "schema": { "type": "string" }, "table": { "type": "string" } }, "required": [ "schema", "table", "fixSql" ], "type": "object" }, "type": "array" } }, "required": [ "status", "message" ], "type": "object" } ] } }, "required": [ "result" ], "type": "object" }, "annotations": { "destructiveHint": false, "idempotentHint": true, "openWorldHint": false, "readOnlyHint": true, "title": "Get status" } }, { "name": "create_or_update_workflow", "title": "Create or update workflow", "description": "Creates a new Dreamlit workflow draft or updates an existing draft from an outcome-oriented natural-language prompt. Use after get_status; use get_workflow_and_preview_url first when editing an existing workflow, then describe the steps to change by what they do, not by step id. Each call continues the workflow's current chat; pass startNewChat to start fresh. Broadcasts that are scheduled, sent, or cancelled can't be edited; duplicate them in the Dreamlit web app instead. Existing Supabase Auth workflows can be edited except for the immutable trigger step; creating Supabase Auth workflows must happen through Supabase Auth email setup in the Dreamlit web app. Side effect: may create or modify a draft, but does not publish or install live triggers. Returns the workflow/draft result, action-required or handoff details when more input is needed, and relevant app URLs. Do not use for publishing, direct database changes, or low-level graph edits.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "name": { "description": "Name for a new workflow draft. Use when the user names the workflow; otherwise Dreamlit picks one. Only valid when creating; use rename_workflow to rename an existing workflow.", "type": "string" }, "projectId": { "description": "Target project id for creating a new workflow draft.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "prompt": { "description": "Outcome-oriented workflow authoring request. Describe the event or schedule, audience, recipient, message goal, data needed, timing, business rules, and unsubscribe intent. When editing, refer to existing steps by what they do (for example, the query that finds returning customers, or the email with subject \"Welcome back\"), never by step id. Let Dreamlit choose email styling unless the user gives specific style direction. For broadcasts, request a future send time instead of an immediate send.", "minLength": 1, "type": "string" }, "startNewChat": { "description": "Start a fresh Dreamlit chat for this request instead of continuing the workflow's current chat. The new chat still sees the current draft but not earlier turns. Use when switching to an unrelated change, after long turns with pasted SQL or HTML, or when Dreamlit keeps misreading the request. Ignored when creating a workflow.", "type": "boolean" }, "userCurrentTimeIso": { "description": "User's current time as an ISO timestamp with offset, useful for relative schedule requests.", "format": "date-time", "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$", "type": "string" }, "userCurrentTimeZoneId": { "description": "IANA timezone id for the user, useful for repeating workflows and scheduled broadcasts.", "minLength": 1, "type": "string" }, "userEmailStepComments": { "description": "Optional inline comments for revising email step content.", "items": { "properties": { "comment": { "description": "User's requested change.", "minLength": 1, "type": "string" }, "onCodeLineText": { "description": "Nearby email editor text for anchoring the comment.", "minLength": 1, "type": "string" }, "userHighlightedText": { "description": "Specific text selected by the user.", "minLength": 1, "type": "string" }, "workflowStepId": { "description": "Workflow step id that the user commented on.", "minLength": 1, "type": "string" } }, "required": [ "workflowStepId", "comment", "onCodeLineText", "userHighlightedText" ], "type": "object" }, "type": "array" }, "workflowId": { "description": "Existing workflow id to continue editing. Use get_workflow_and_preview_url first when changing an existing workflow.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "prompt" ], "type": "object" }, "outputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "additionalProperties": false, "properties": { "result": { "description": "Dreamlit MCP result. success responses contain data and appUrls when relevant; auth_required, clarification_required, confirmation_required, handoff_required, and error responses explain the next action.", "oneOf": [ { "additionalProperties": false, "properties": { "data": { "additionalProperties": {}, "propertyNames": { "type": "string" }, "type": "object" }, "status": { "const": "success", "type": "string" } }, "required": [ "status", "data" ], "type": "object" }, { "additionalProperties": false, "properties": { "auth": { "additionalProperties": false, "properties": { "reason": { "type": "string" } }, "required": [ "reason" ], "type": "object" }, "message": { "type": "string" }, "status": { "const": "auth_required", "type": "string" } }, "required": [ "status", "message" ], "type": "object" }, { "additionalProperties": false, "properties": { "clarification": { "anyOf": [ { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "workflows" ], "type": "object" }, "assistantMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "chatSessionId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "userMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "message", "workflowId", "projectId", "orgId", "chatSessionId", "userMessageId", "assistantMessageId", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "kind": { "const": "test_message_selection", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "testableMessages": { "items": { "additionalProperties": false, "properties": { "description": { "type": "string" }, "destination": { "type": "string" }, "label": { "type": "string" }, "messageType": { "enum": [ "email", "slack" ], "type": "string" }, "requiresRecipient": { "type": "boolean" }, "testTargetId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "testTargetId", "messageType", "label", "requiresRecipient" ], "type": "object" }, "minItems": 2, "type": "array" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "testableMessages", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "inProgressRunCount": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "kind": { "const": "unpublish_in_progress_runs", "type": "string" }, "message": { "type": "string" }, "options": { "items": { "additionalProperties": false, "properties": { "inProgressRuns": { "enum": [ "stop", "let_finish" ], "type": "string" }, "label": { "type": "string" }, "recommended": { "type": "boolean" } }, "required": [ "inProgressRuns", "label", "recommended" ], "type": "object" }, "type": "array" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "inProgressRunCount", "options", "appUrls" ], "type": "object" } ] }, "status": { "const": "clarification_required", "type": "string" } }, "required": [ "status", "clarification" ], "type": "object" }, { "additionalProperties": false, "properties": { "confirmation": { "anyOf": [ { "additionalProperties": false, "properties": { "action": { "const": "confirm_publish", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "expectedEditableVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Editable version id returned by prepare_publish, used as a safety check." }, "expectedPublishedVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Published version id returned by prepare_publish, used as a safety check." }, "expectedUpdatedAtIso": { "anyOf": [ { "format": "date-time", "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$", "type": "string" }, { "type": "null" } ], "description": "Workflow updatedAt timestamp returned by prepare_publish, used as a safety check." }, "isSandboxed": { "description": "Whether to publish in sandbox mode so notifications are held for inspection.", "type": "boolean" }, "workflowId": { "description": "Workflow id to publish.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId" ], "type": "object" }, "kind": { "const": "publish", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "summary", "warnings" ], "type": "object" }, { "additionalProperties": false, "properties": { "action": { "const": "send_workflow_test", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "confirmSend": { "const": true, "type": "boolean" }, "messageType": { "description": "Optional message type filter when selecting a draft message to test.", "enum": [ "email", "slack" ], "type": "string" }, "rowData": { "additionalProperties": {}, "description": "Optional sample data for rendering draft message variables during the test. If omitted, Dreamlit uses the same default preview data as the web builder when available.", "propertyNames": { "type": "string" }, "type": "object" }, "testRecipientEmail": { "description": "Optional recipient for email tests. If omitted, Dreamlit sends to the authenticated user's email address.", "format": "email", "pattern": "^(?!\\.)(?!.*\\.\\.)([A-Za-z0-9_'+\\-\\.]*)[A-Za-z0-9_+-]@([A-Za-z0-9][A-Za-z0-9\\-]*\\.)+[A-Za-z]{2,}$", "type": "string" }, "testTargetId": { "description": "Structured test target id from testableMessages. Do not show this id to users; ask them to choose by message label.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "description": "Workflow id whose editable draft message should be tested.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId", "confirmSend" ], "type": "object" }, "kind": { "const": "send_workflow_test", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "appUrls", "summary", "warnings" ], "type": "object" } ] }, "status": { "const": "confirmation_required", "type": "string" } }, "required": [ "status", "confirmation" ], "type": "object" }, { "additionalProperties": false, "properties": { "handoff": { "additionalProperties": false, "properties": { "blocker": { "additionalProperties": false, "description": "Why Dreamlit stopped before finishing the draft. Changes counted in appliedActionCount are already saved.", "properties": { "appliedActionCount": { "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "code": { "description": "step_needs_detail: answer `detail` in a follow-up create_or_update_workflow call with the same workflowId. step_not_editable: change a different step instead. step_not_built: retry once, then finish in the browser. request_unclear: describe the change in more detail and retry.", "enum": [ "step_needs_detail", "step_not_editable", "step_not_built", "request_unclear" ], "type": "string" }, "detail": { "description": "The specific missing detail or blocking rule, in plain language.", "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "database_trigger", "broadcast_trigger", "repeating_trigger", "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "code", "detail", "appliedActionCount" ], "type": "object" }, "instructions": { "items": { "type": "string" }, "type": "array" }, "kind": { "const": "browser", "type": "string" }, "message": { "type": "string" }, "reason": { "type": "string" }, "url": { "format": "uri", "type": "string" } }, "required": [ "kind", "reason", "message", "url", "instructions" ], "type": "object" }, "status": { "const": "handoff_required", "type": "string" } }, "required": [ "status", "handoff" ], "type": "object" }, { "additionalProperties": false, "properties": { "billingUrl": { "description": "quota_exceeded or plan_upgrade_required: page where a workspace admin can buy AI credits or upgrade the plan.", "format": "uri", "type": "string" }, "code": { "type": "string" }, "helpUrl": { "description": "Guide or support contact for resolving the problem in the message.", "format": "uri", "type": "string" }, "message": { "type": "string" }, "resetAt": { "description": "quota_exceeded: when this month's AI usage resets (ISO 8601).", "type": "string" }, "retryAfterSeconds": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "status": { "const": "error", "type": "string" }, "stepEdits": { "description": "edit_workflow_steps: what happened to each edit when none could be applied.", "items": { "additionalProperties": false, "properties": { "changedFields": { "items": { "type": "string" }, "type": "array" }, "error": { "additionalProperties": false, "properties": { "code": { "description": "step_not_found: get fresh step ids from get_workflow_and_preview_url. step_not_editable: triggers can't be edited here; use create_or_update_workflow. field_not_for_step_type: send only fields for that step's type. duplicate_step: combine edits to one step. invalid_value: fix the value as the message says. query_failed: fix the SQL. query_drops_used_fields: keep returning fields, or edit the steps that use them in the same call. related_edit_failed: a related edit in this call (a SQL edit above or below this step) failed; fix it and send both again. save_failed: try again.", "enum": [ "step_not_found", "step_not_editable", "field_not_for_step_type", "duplicate_step", "invalid_value", "query_failed", "query_drops_used_fields", "related_edit_failed", "save_failed" ], "type": "string" }, "fields": { "description": "query_drops_used_fields: fields later steps still use that the new query no longer returns.", "items": { "type": "string" }, "type": "array" }, "message": { "type": "string" } }, "required": [ "code", "message" ], "type": "object" }, "index": { "description": "Position of the edit in the request.", "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "status": { "enum": [ "applied", "failed" ], "type": "string" }, "stepId": { "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "index", "stepId", "status", "changedFields" ], "type": "object" }, "type": "array" }, "unreadableTables": { "description": "table_rows_hidden_by_rls: tables Dreamlit can see but not read rows from, each with fixSql that adds Dreamlit's read policy. Run fixSql, or ask the user to run it, in the Supabase SQL editor, then try again.", "items": { "additionalProperties": false, "properties": { "fixSql": { "type": "string" }, "schema": { "type": "string" }, "table": { "type": "string" } }, "required": [ "schema", "table", "fixSql" ], "type": "object" }, "type": "array" } }, "required": [ "status", "message" ], "type": "object" } ] } }, "required": [ "result" ], "type": "object" }, "annotations": { "destructiveHint": false, "idempotentHint": false, "openWorldHint": true, "readOnlyHint": false, "title": "Create or update workflow" } }, { "name": "edit_workflow_steps", "title": "Edit workflow steps", "description": "Applies up to 5 exact edits to existing steps in a workflow draft, instantly and without AI: email subject, preview text, HTML, sender, reply-to, and recipient; Slack message; query SQL; wait rule; and step description. Use when you know the exact new value; call get_workflow_and_preview_url first for step ids and current values, with includeEmailHtml to edit HTML. Edits are checked against the draft as it will be once they are all saved: templates and waits may only use fields their step gets, and query edits are rejected if later steps still use fields the new query no longer returns. Each edit applies on its own, except that a SQL edit and the edits below it apply together or not at all. The edits show in the workflow's Dreamlit chat. Side effect: changes the draft only; does not publish. Returns each edit's status with an error code and message for failed edits, and app URLs. Do not use to add, remove, or move steps, edit triggers, or make changes that need writing or judgment; use create_or_update_workflow for those.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "edits": { "description": "Up to 5 edits, each to a different existing step. Fields must match the step type: email* fields for email steps, slackTemplate for Slack, queryText for queries, wait for waits.", "items": { "additionalProperties": false, "properties": { "description": { "description": "Step description for email, query, or Slack steps. Empty string clears it.", "type": "string" }, "emailFromAddress": { "description": "Sender address on one of the project's sending domains.", "minLength": 1, "type": "string" }, "emailFromName": { "description": "Sender name. Empty string clears it.", "type": "string" }, "emailHtml": { "description": "Full replacement email HTML body. Liquid allowed. Read the current body with get_workflow_and_preview_url includeEmailHtml first. Emails that allow unsubscribe must keep a link to {{ dreamlit_unsubscribe_url }}.", "minLength": 1, "type": "string" }, "emailPreviewText": { "description": "Email preview text. Liquid allowed. Empty string clears it.", "type": "string" }, "emailReplyTo": { "description": "Reply-to address. Empty string clears it.", "type": "string" }, "emailSubject": { "description": "Email subject. Liquid allowed.", "minLength": 1, "type": "string" }, "emailTo": { "description": "Recipient address or Liquid, such as {{ email }}.", "minLength": 1, "type": "string" }, "queryText": { "description": "Full replacement SQL for a query step. Must stay read-only and keep returning the fields later steps use.", "minLength": 1, "type": "string" }, "slackTemplate": { "description": "Full replacement Slack message. Liquid allowed.", "minLength": 1, "type": "string" }, "stepId": { "description": "Existing step id from get_workflow_and_preview_url.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "wait": { "description": "Replaces the whole wait rule: a fixed duration, or until the date and time in a row field.", "oneOf": [ { "properties": { "amount": { "description": "How long to wait, up to 365 days in total.", "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "kind": { "const": "duration", "type": "string" }, "unit": { "enum": [ "minutes", "hours", "days" ], "type": "string" } }, "required": [ "kind", "amount", "unit" ], "type": "object" }, { "properties": { "field": { "description": "Field from the step's input rows that holds a date and time with an offset, such as renewal_reminder_at. The wait ends at that time.", "minLength": 1, "type": "string" }, "kind": { "const": "until_row_field", "type": "string" } }, "required": [ "kind", "field" ], "type": "object" } ] } }, "required": [ "stepId" ], "type": "object" }, "maxItems": 5, "minItems": 1, "type": "array" }, "workflowId": { "description": "Workflow whose draft to edit.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId", "edits" ], "type": "object" }, "outputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "additionalProperties": false, "properties": { "result": { "description": "Dreamlit MCP result. success responses contain data and appUrls when relevant; auth_required, clarification_required, confirmation_required, handoff_required, and error responses explain the next action.", "oneOf": [ { "additionalProperties": false, "properties": { "data": { "additionalProperties": {}, "propertyNames": { "type": "string" }, "type": "object" }, "status": { "const": "success", "type": "string" } }, "required": [ "status", "data" ], "type": "object" }, { "additionalProperties": false, "properties": { "auth": { "additionalProperties": false, "properties": { "reason": { "type": "string" } }, "required": [ "reason" ], "type": "object" }, "message": { "type": "string" }, "status": { "const": "auth_required", "type": "string" } }, "required": [ "status", "message" ], "type": "object" }, { "additionalProperties": false, "properties": { "clarification": { "anyOf": [ { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "workflows" ], "type": "object" }, "assistantMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "chatSessionId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "userMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "message", "workflowId", "projectId", "orgId", "chatSessionId", "userMessageId", "assistantMessageId", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "kind": { "const": "test_message_selection", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "testableMessages": { "items": { "additionalProperties": false, "properties": { "description": { "type": "string" }, "destination": { "type": "string" }, "label": { "type": "string" }, "messageType": { "enum": [ "email", "slack" ], "type": "string" }, "requiresRecipient": { "type": "boolean" }, "testTargetId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "testTargetId", "messageType", "label", "requiresRecipient" ], "type": "object" }, "minItems": 2, "type": "array" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "testableMessages", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "inProgressRunCount": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "kind": { "const": "unpublish_in_progress_runs", "type": "string" }, "message": { "type": "string" }, "options": { "items": { "additionalProperties": false, "properties": { "inProgressRuns": { "enum": [ "stop", "let_finish" ], "type": "string" }, "label": { "type": "string" }, "recommended": { "type": "boolean" } }, "required": [ "inProgressRuns", "label", "recommended" ], "type": "object" }, "type": "array" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "inProgressRunCount", "options", "appUrls" ], "type": "object" } ] }, "status": { "const": "clarification_required", "type": "string" } }, "required": [ "status", "clarification" ], "type": "object" }, { "additionalProperties": false, "properties": { "confirmation": { "anyOf": [ { "additionalProperties": false, "properties": { "action": { "const": "confirm_publish", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "expectedEditableVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Editable version id returned by prepare_publish, used as a safety check." }, "expectedPublishedVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Published version id returned by prepare_publish, used as a safety check." }, "expectedUpdatedAtIso": { "anyOf": [ { "format": "date-time", "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$", "type": "string" }, { "type": "null" } ], "description": "Workflow updatedAt timestamp returned by prepare_publish, used as a safety check." }, "isSandboxed": { "description": "Whether to publish in sandbox mode so notifications are held for inspection.", "type": "boolean" }, "workflowId": { "description": "Workflow id to publish.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId" ], "type": "object" }, "kind": { "const": "publish", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "summary", "warnings" ], "type": "object" }, { "additionalProperties": false, "properties": { "action": { "const": "send_workflow_test", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "confirmSend": { "const": true, "type": "boolean" }, "messageType": { "description": "Optional message type filter when selecting a draft message to test.", "enum": [ "email", "slack" ], "type": "string" }, "rowData": { "additionalProperties": {}, "description": "Optional sample data for rendering draft message variables during the test. If omitted, Dreamlit uses the same default preview data as the web builder when available.", "propertyNames": { "type": "string" }, "type": "object" }, "testRecipientEmail": { "description": "Optional recipient for email tests. If omitted, Dreamlit sends to the authenticated user's email address.", "format": "email", "pattern": "^(?!\\.)(?!.*\\.\\.)([A-Za-z0-9_'+\\-\\.]*)[A-Za-z0-9_+-]@([A-Za-z0-9][A-Za-z0-9\\-]*\\.)+[A-Za-z]{2,}$", "type": "string" }, "testTargetId": { "description": "Structured test target id from testableMessages. Do not show this id to users; ask them to choose by message label.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "description": "Workflow id whose editable draft message should be tested.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId", "confirmSend" ], "type": "object" }, "kind": { "const": "send_workflow_test", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "appUrls", "summary", "warnings" ], "type": "object" } ] }, "status": { "const": "confirmation_required", "type": "string" } }, "required": [ "status", "confirmation" ], "type": "object" }, { "additionalProperties": false, "properties": { "handoff": { "additionalProperties": false, "properties": { "blocker": { "additionalProperties": false, "description": "Why Dreamlit stopped before finishing the draft. Changes counted in appliedActionCount are already saved.", "properties": { "appliedActionCount": { "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "code": { "description": "step_needs_detail: answer `detail` in a follow-up create_or_update_workflow call with the same workflowId. step_not_editable: change a different step instead. step_not_built: retry once, then finish in the browser. request_unclear: describe the change in more detail and retry.", "enum": [ "step_needs_detail", "step_not_editable", "step_not_built", "request_unclear" ], "type": "string" }, "detail": { "description": "The specific missing detail or blocking rule, in plain language.", "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "database_trigger", "broadcast_trigger", "repeating_trigger", "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "code", "detail", "appliedActionCount" ], "type": "object" }, "instructions": { "items": { "type": "string" }, "type": "array" }, "kind": { "const": "browser", "type": "string" }, "message": { "type": "string" }, "reason": { "type": "string" }, "url": { "format": "uri", "type": "string" } }, "required": [ "kind", "reason", "message", "url", "instructions" ], "type": "object" }, "status": { "const": "handoff_required", "type": "string" } }, "required": [ "status", "handoff" ], "type": "object" }, { "additionalProperties": false, "properties": { "billingUrl": { "description": "quota_exceeded or plan_upgrade_required: page where a workspace admin can buy AI credits or upgrade the plan.", "format": "uri", "type": "string" }, "code": { "type": "string" }, "helpUrl": { "description": "Guide or support contact for resolving the problem in the message.", "format": "uri", "type": "string" }, "message": { "type": "string" }, "resetAt": { "description": "quota_exceeded: when this month's AI usage resets (ISO 8601).", "type": "string" }, "retryAfterSeconds": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "status": { "const": "error", "type": "string" }, "stepEdits": { "description": "edit_workflow_steps: what happened to each edit when none could be applied.", "items": { "additionalProperties": false, "properties": { "changedFields": { "items": { "type": "string" }, "type": "array" }, "error": { "additionalProperties": false, "properties": { "code": { "description": "step_not_found: get fresh step ids from get_workflow_and_preview_url. step_not_editable: triggers can't be edited here; use create_or_update_workflow. field_not_for_step_type: send only fields for that step's type. duplicate_step: combine edits to one step. invalid_value: fix the value as the message says. query_failed: fix the SQL. query_drops_used_fields: keep returning fields, or edit the steps that use them in the same call. related_edit_failed: a related edit in this call (a SQL edit above or below this step) failed; fix it and send both again. save_failed: try again.", "enum": [ "step_not_found", "step_not_editable", "field_not_for_step_type", "duplicate_step", "invalid_value", "query_failed", "query_drops_used_fields", "related_edit_failed", "save_failed" ], "type": "string" }, "fields": { "description": "query_drops_used_fields: fields later steps still use that the new query no longer returns.", "items": { "type": "string" }, "type": "array" }, "message": { "type": "string" } }, "required": [ "code", "message" ], "type": "object" }, "index": { "description": "Position of the edit in the request.", "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "status": { "enum": [ "applied", "failed" ], "type": "string" }, "stepId": { "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "index", "stepId", "status", "changedFields" ], "type": "object" }, "type": "array" }, "unreadableTables": { "description": "table_rows_hidden_by_rls: tables Dreamlit can see but not read rows from, each with fixSql that adds Dreamlit's read policy. Run fixSql, or ask the user to run it, in the Supabase SQL editor, then try again.", "items": { "additionalProperties": false, "properties": { "fixSql": { "type": "string" }, "schema": { "type": "string" }, "table": { "type": "string" } }, "required": [ "schema", "table", "fixSql" ], "type": "object" }, "type": "array" } }, "required": [ "status", "message" ], "type": "object" } ] } }, "required": [ "result" ], "type": "object" }, "annotations": { "destructiveHint": false, "idempotentHint": false, "openWorldHint": false, "readOnlyHint": false, "title": "Edit workflow steps" } }, { "name": "rename_workflow", "title": "Rename workflow", "description": "Use when the user asks to rename an existing Dreamlit workflow. Side effect: changes only the workflow name; the draft, published version, and live triggers are unchanged. Returns the updated name and app URLs. Do not use to edit workflow content or to name a new workflow; pass name to create_or_update_workflow instead.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "name": { "description": "New workflow name. Leading and trailing spaces are removed; it can't be blank.", "type": "string" }, "workflowId": { "description": "Workflow id to rename.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId", "name" ], "type": "object" }, "outputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "additionalProperties": false, "properties": { "result": { "description": "Dreamlit MCP result. success responses contain data and appUrls when relevant; auth_required, clarification_required, confirmation_required, handoff_required, and error responses explain the next action.", "oneOf": [ { "additionalProperties": false, "properties": { "data": { "additionalProperties": {}, "propertyNames": { "type": "string" }, "type": "object" }, "status": { "const": "success", "type": "string" } }, "required": [ "status", "data" ], "type": "object" }, { "additionalProperties": false, "properties": { "auth": { "additionalProperties": false, "properties": { "reason": { "type": "string" } }, "required": [ "reason" ], "type": "object" }, "message": { "type": "string" }, "status": { "const": "auth_required", "type": "string" } }, "required": [ "status", "message" ], "type": "object" }, { "additionalProperties": false, "properties": { "clarification": { "anyOf": [ { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "workflows" ], "type": "object" }, "assistantMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "chatSessionId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "userMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "message", "workflowId", "projectId", "orgId", "chatSessionId", "userMessageId", "assistantMessageId", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "kind": { "const": "test_message_selection", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "testableMessages": { "items": { "additionalProperties": false, "properties": { "description": { "type": "string" }, "destination": { "type": "string" }, "label": { "type": "string" }, "messageType": { "enum": [ "email", "slack" ], "type": "string" }, "requiresRecipient": { "type": "boolean" }, "testTargetId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "testTargetId", "messageType", "label", "requiresRecipient" ], "type": "object" }, "minItems": 2, "type": "array" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "testableMessages", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "inProgressRunCount": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "kind": { "const": "unpublish_in_progress_runs", "type": "string" }, "message": { "type": "string" }, "options": { "items": { "additionalProperties": false, "properties": { "inProgressRuns": { "enum": [ "stop", "let_finish" ], "type": "string" }, "label": { "type": "string" }, "recommended": { "type": "boolean" } }, "required": [ "inProgressRuns", "label", "recommended" ], "type": "object" }, "type": "array" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "inProgressRunCount", "options", "appUrls" ], "type": "object" } ] }, "status": { "const": "clarification_required", "type": "string" } }, "required": [ "status", "clarification" ], "type": "object" }, { "additionalProperties": false, "properties": { "confirmation": { "anyOf": [ { "additionalProperties": false, "properties": { "action": { "const": "confirm_publish", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "expectedEditableVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Editable version id returned by prepare_publish, used as a safety check." }, "expectedPublishedVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Published version id returned by prepare_publish, used as a safety check." }, "expectedUpdatedAtIso": { "anyOf": [ { "format": "date-time", "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$", "type": "string" }, { "type": "null" } ], "description": "Workflow updatedAt timestamp returned by prepare_publish, used as a safety check." }, "isSandboxed": { "description": "Whether to publish in sandbox mode so notifications are held for inspection.", "type": "boolean" }, "workflowId": { "description": "Workflow id to publish.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId" ], "type": "object" }, "kind": { "const": "publish", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "summary", "warnings" ], "type": "object" }, { "additionalProperties": false, "properties": { "action": { "const": "send_workflow_test", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "confirmSend": { "const": true, "type": "boolean" }, "messageType": { "description": "Optional message type filter when selecting a draft message to test.", "enum": [ "email", "slack" ], "type": "string" }, "rowData": { "additionalProperties": {}, "description": "Optional sample data for rendering draft message variables during the test. If omitted, Dreamlit uses the same default preview data as the web builder when available.", "propertyNames": { "type": "string" }, "type": "object" }, "testRecipientEmail": { "description": "Optional recipient for email tests. If omitted, Dreamlit sends to the authenticated user's email address.", "format": "email", "pattern": "^(?!\\.)(?!.*\\.\\.)([A-Za-z0-9_'+\\-\\.]*)[A-Za-z0-9_+-]@([A-Za-z0-9][A-Za-z0-9\\-]*\\.)+[A-Za-z]{2,}$", "type": "string" }, "testTargetId": { "description": "Structured test target id from testableMessages. Do not show this id to users; ask them to choose by message label.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "description": "Workflow id whose editable draft message should be tested.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId", "confirmSend" ], "type": "object" }, "kind": { "const": "send_workflow_test", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "appUrls", "summary", "warnings" ], "type": "object" } ] }, "status": { "const": "confirmation_required", "type": "string" } }, "required": [ "status", "confirmation" ], "type": "object" }, { "additionalProperties": false, "properties": { "handoff": { "additionalProperties": false, "properties": { "blocker": { "additionalProperties": false, "description": "Why Dreamlit stopped before finishing the draft. Changes counted in appliedActionCount are already saved.", "properties": { "appliedActionCount": { "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "code": { "description": "step_needs_detail: answer `detail` in a follow-up create_or_update_workflow call with the same workflowId. step_not_editable: change a different step instead. step_not_built: retry once, then finish in the browser. request_unclear: describe the change in more detail and retry.", "enum": [ "step_needs_detail", "step_not_editable", "step_not_built", "request_unclear" ], "type": "string" }, "detail": { "description": "The specific missing detail or blocking rule, in plain language.", "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "database_trigger", "broadcast_trigger", "repeating_trigger", "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "code", "detail", "appliedActionCount" ], "type": "object" }, "instructions": { "items": { "type": "string" }, "type": "array" }, "kind": { "const": "browser", "type": "string" }, "message": { "type": "string" }, "reason": { "type": "string" }, "url": { "format": "uri", "type": "string" } }, "required": [ "kind", "reason", "message", "url", "instructions" ], "type": "object" }, "status": { "const": "handoff_required", "type": "string" } }, "required": [ "status", "handoff" ], "type": "object" }, { "additionalProperties": false, "properties": { "billingUrl": { "description": "quota_exceeded or plan_upgrade_required: page where a workspace admin can buy AI credits or upgrade the plan.", "format": "uri", "type": "string" }, "code": { "type": "string" }, "helpUrl": { "description": "Guide or support contact for resolving the problem in the message.", "format": "uri", "type": "string" }, "message": { "type": "string" }, "resetAt": { "description": "quota_exceeded: when this month's AI usage resets (ISO 8601).", "type": "string" }, "retryAfterSeconds": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "status": { "const": "error", "type": "string" }, "stepEdits": { "description": "edit_workflow_steps: what happened to each edit when none could be applied.", "items": { "additionalProperties": false, "properties": { "changedFields": { "items": { "type": "string" }, "type": "array" }, "error": { "additionalProperties": false, "properties": { "code": { "description": "step_not_found: get fresh step ids from get_workflow_and_preview_url. step_not_editable: triggers can't be edited here; use create_or_update_workflow. field_not_for_step_type: send only fields for that step's type. duplicate_step: combine edits to one step. invalid_value: fix the value as the message says. query_failed: fix the SQL. query_drops_used_fields: keep returning fields, or edit the steps that use them in the same call. related_edit_failed: a related edit in this call (a SQL edit above or below this step) failed; fix it and send both again. save_failed: try again.", "enum": [ "step_not_found", "step_not_editable", "field_not_for_step_type", "duplicate_step", "invalid_value", "query_failed", "query_drops_used_fields", "related_edit_failed", "save_failed" ], "type": "string" }, "fields": { "description": "query_drops_used_fields: fields later steps still use that the new query no longer returns.", "items": { "type": "string" }, "type": "array" }, "message": { "type": "string" } }, "required": [ "code", "message" ], "type": "object" }, "index": { "description": "Position of the edit in the request.", "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "status": { "enum": [ "applied", "failed" ], "type": "string" }, "stepId": { "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "index", "stepId", "status", "changedFields" ], "type": "object" }, "type": "array" }, "unreadableTables": { "description": "table_rows_hidden_by_rls: tables Dreamlit can see but not read rows from, each with fixSql that adds Dreamlit's read policy. Run fixSql, or ask the user to run it, in the Supabase SQL editor, then try again.", "items": { "additionalProperties": false, "properties": { "fixSql": { "type": "string" }, "schema": { "type": "string" }, "table": { "type": "string" } }, "required": [ "schema", "table", "fixSql" ], "type": "object" }, "type": "array" } }, "required": [ "status", "message" ], "type": "object" } ] } }, "required": [ "result" ], "type": "object" }, "annotations": { "destructiveHint": false, "idempotentHint": true, "openWorldHint": false, "readOnlyHint": false, "title": "Rename workflow" } }, { "name": "move_workflow_to_folder", "title": "Move workflow to folder", "description": "Use when the user asks to put a workflow or broadcast in a folder, move it to another folder, or take it out of a folder. Folders are per list: the Published and Drafts lists on the Workflows page and the Sent and Drafts lists on the Broadcasts page each have their own folders, and this moves the workflow within the list it shows in now. Folders are flat; a \"/\" is just part of the name. A draft's folder does not carry over when it is published. Side effect: may create the folder; never deletes folders and does not change the draft, published version, or live triggers. Returns the folder, the list, and app URLs. Do not use to rename or delete folders.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "folder": { "anyOf": [ { "type": "string" }, { "type": "null" } ], "description": "Folder name, up to 64 characters. Matching ignores case and leading or trailing spaces; Dreamlit creates the folder if it doesn't exist yet. Pass null to take the workflow out of its folder." }, "workflowId": { "description": "Workflow id to move.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId", "folder" ], "type": "object" }, "outputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "additionalProperties": false, "properties": { "result": { "description": "Dreamlit MCP result. success responses contain data and appUrls when relevant; auth_required, clarification_required, confirmation_required, handoff_required, and error responses explain the next action.", "oneOf": [ { "additionalProperties": false, "properties": { "data": { "additionalProperties": {}, "propertyNames": { "type": "string" }, "type": "object" }, "status": { "const": "success", "type": "string" } }, "required": [ "status", "data" ], "type": "object" }, { "additionalProperties": false, "properties": { "auth": { "additionalProperties": false, "properties": { "reason": { "type": "string" } }, "required": [ "reason" ], "type": "object" }, "message": { "type": "string" }, "status": { "const": "auth_required", "type": "string" } }, "required": [ "status", "message" ], "type": "object" }, { "additionalProperties": false, "properties": { "clarification": { "anyOf": [ { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "workflows" ], "type": "object" }, "assistantMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "chatSessionId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "userMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "message", "workflowId", "projectId", "orgId", "chatSessionId", "userMessageId", "assistantMessageId", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "kind": { "const": "test_message_selection", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "testableMessages": { "items": { "additionalProperties": false, "properties": { "description": { "type": "string" }, "destination": { "type": "string" }, "label": { "type": "string" }, "messageType": { "enum": [ "email", "slack" ], "type": "string" }, "requiresRecipient": { "type": "boolean" }, "testTargetId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "testTargetId", "messageType", "label", "requiresRecipient" ], "type": "object" }, "minItems": 2, "type": "array" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "testableMessages", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "inProgressRunCount": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "kind": { "const": "unpublish_in_progress_runs", "type": "string" }, "message": { "type": "string" }, "options": { "items": { "additionalProperties": false, "properties": { "inProgressRuns": { "enum": [ "stop", "let_finish" ], "type": "string" }, "label": { "type": "string" }, "recommended": { "type": "boolean" } }, "required": [ "inProgressRuns", "label", "recommended" ], "type": "object" }, "type": "array" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "inProgressRunCount", "options", "appUrls" ], "type": "object" } ] }, "status": { "const": "clarification_required", "type": "string" } }, "required": [ "status", "clarification" ], "type": "object" }, { "additionalProperties": false, "properties": { "confirmation": { "anyOf": [ { "additionalProperties": false, "properties": { "action": { "const": "confirm_publish", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "expectedEditableVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Editable version id returned by prepare_publish, used as a safety check." }, "expectedPublishedVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Published version id returned by prepare_publish, used as a safety check." }, "expectedUpdatedAtIso": { "anyOf": [ { "format": "date-time", "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$", "type": "string" }, { "type": "null" } ], "description": "Workflow updatedAt timestamp returned by prepare_publish, used as a safety check." }, "isSandboxed": { "description": "Whether to publish in sandbox mode so notifications are held for inspection.", "type": "boolean" }, "workflowId": { "description": "Workflow id to publish.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId" ], "type": "object" }, "kind": { "const": "publish", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "summary", "warnings" ], "type": "object" }, { "additionalProperties": false, "properties": { "action": { "const": "send_workflow_test", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "confirmSend": { "const": true, "type": "boolean" }, "messageType": { "description": "Optional message type filter when selecting a draft message to test.", "enum": [ "email", "slack" ], "type": "string" }, "rowData": { "additionalProperties": {}, "description": "Optional sample data for rendering draft message variables during the test. If omitted, Dreamlit uses the same default preview data as the web builder when available.", "propertyNames": { "type": "string" }, "type": "object" }, "testRecipientEmail": { "description": "Optional recipient for email tests. If omitted, Dreamlit sends to the authenticated user's email address.", "format": "email", "pattern": "^(?!\\.)(?!.*\\.\\.)([A-Za-z0-9_'+\\-\\.]*)[A-Za-z0-9_+-]@([A-Za-z0-9][A-Za-z0-9\\-]*\\.)+[A-Za-z]{2,}$", "type": "string" }, "testTargetId": { "description": "Structured test target id from testableMessages. Do not show this id to users; ask them to choose by message label.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "description": "Workflow id whose editable draft message should be tested.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId", "confirmSend" ], "type": "object" }, "kind": { "const": "send_workflow_test", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "appUrls", "summary", "warnings" ], "type": "object" } ] }, "status": { "const": "confirmation_required", "type": "string" } }, "required": [ "status", "confirmation" ], "type": "object" }, { "additionalProperties": false, "properties": { "handoff": { "additionalProperties": false, "properties": { "blocker": { "additionalProperties": false, "description": "Why Dreamlit stopped before finishing the draft. Changes counted in appliedActionCount are already saved.", "properties": { "appliedActionCount": { "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "code": { "description": "step_needs_detail: answer `detail` in a follow-up create_or_update_workflow call with the same workflowId. step_not_editable: change a different step instead. step_not_built: retry once, then finish in the browser. request_unclear: describe the change in more detail and retry.", "enum": [ "step_needs_detail", "step_not_editable", "step_not_built", "request_unclear" ], "type": "string" }, "detail": { "description": "The specific missing detail or blocking rule, in plain language.", "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "database_trigger", "broadcast_trigger", "repeating_trigger", "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "code", "detail", "appliedActionCount" ], "type": "object" }, "instructions": { "items": { "type": "string" }, "type": "array" }, "kind": { "const": "browser", "type": "string" }, "message": { "type": "string" }, "reason": { "type": "string" }, "url": { "format": "uri", "type": "string" } }, "required": [ "kind", "reason", "message", "url", "instructions" ], "type": "object" }, "status": { "const": "handoff_required", "type": "string" } }, "required": [ "status", "handoff" ], "type": "object" }, { "additionalProperties": false, "properties": { "billingUrl": { "description": "quota_exceeded or plan_upgrade_required: page where a workspace admin can buy AI credits or upgrade the plan.", "format": "uri", "type": "string" }, "code": { "type": "string" }, "helpUrl": { "description": "Guide or support contact for resolving the problem in the message.", "format": "uri", "type": "string" }, "message": { "type": "string" }, "resetAt": { "description": "quota_exceeded: when this month's AI usage resets (ISO 8601).", "type": "string" }, "retryAfterSeconds": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "status": { "const": "error", "type": "string" }, "stepEdits": { "description": "edit_workflow_steps: what happened to each edit when none could be applied.", "items": { "additionalProperties": false, "properties": { "changedFields": { "items": { "type": "string" }, "type": "array" }, "error": { "additionalProperties": false, "properties": { "code": { "description": "step_not_found: get fresh step ids from get_workflow_and_preview_url. step_not_editable: triggers can't be edited here; use create_or_update_workflow. field_not_for_step_type: send only fields for that step's type. duplicate_step: combine edits to one step. invalid_value: fix the value as the message says. query_failed: fix the SQL. query_drops_used_fields: keep returning fields, or edit the steps that use them in the same call. related_edit_failed: a related edit in this call (a SQL edit above or below this step) failed; fix it and send both again. save_failed: try again.", "enum": [ "step_not_found", "step_not_editable", "field_not_for_step_type", "duplicate_step", "invalid_value", "query_failed", "query_drops_used_fields", "related_edit_failed", "save_failed" ], "type": "string" }, "fields": { "description": "query_drops_used_fields: fields later steps still use that the new query no longer returns.", "items": { "type": "string" }, "type": "array" }, "message": { "type": "string" } }, "required": [ "code", "message" ], "type": "object" }, "index": { "description": "Position of the edit in the request.", "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "status": { "enum": [ "applied", "failed" ], "type": "string" }, "stepId": { "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "index", "stepId", "status", "changedFields" ], "type": "object" }, "type": "array" }, "unreadableTables": { "description": "table_rows_hidden_by_rls: tables Dreamlit can see but not read rows from, each with fixSql that adds Dreamlit's read policy. Run fixSql, or ask the user to run it, in the Supabase SQL editor, then try again.", "items": { "additionalProperties": false, "properties": { "fixSql": { "type": "string" }, "schema": { "type": "string" }, "table": { "type": "string" } }, "required": [ "schema", "table", "fixSql" ], "type": "object" }, "type": "array" } }, "required": [ "status", "message" ], "type": "object" } ] } }, "required": [ "result" ], "type": "object" }, "annotations": { "destructiveHint": false, "idempotentHint": true, "openWorldHint": false, "readOnlyHint": false, "title": "Move workflow to folder" } }, { "name": "list_projects", "title": "List projects", "description": "Read-only. Use when the target project is unknown or the user names a project instead of providing an id. Returns accessible Dreamlit projects in the approved workspace with project and workflow-list URLs. Do not use to inspect workflow structure or author changes.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "limit": { "default": 25, "description": "Maximum number of projects to return.", "maximum": 100, "minimum": 1, "type": "integer" }, "search": { "description": "Optional project name search string.", "maxLength": 200, "type": "string" } }, "type": "object" }, "outputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "additionalProperties": false, "properties": { "result": { "description": "Dreamlit MCP result. success responses contain data and appUrls when relevant; auth_required, clarification_required, confirmation_required, handoff_required, and error responses explain the next action.", "oneOf": [ { "additionalProperties": false, "properties": { "data": { "additionalProperties": {}, "propertyNames": { "type": "string" }, "type": "object" }, "status": { "const": "success", "type": "string" } }, "required": [ "status", "data" ], "type": "object" }, { "additionalProperties": false, "properties": { "auth": { "additionalProperties": false, "properties": { "reason": { "type": "string" } }, "required": [ "reason" ], "type": "object" }, "message": { "type": "string" }, "status": { "const": "auth_required", "type": "string" } }, "required": [ "status", "message" ], "type": "object" }, { "additionalProperties": false, "properties": { "clarification": { "anyOf": [ { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "workflows" ], "type": "object" }, "assistantMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "chatSessionId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "userMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "message", "workflowId", "projectId", "orgId", "chatSessionId", "userMessageId", "assistantMessageId", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "kind": { "const": "test_message_selection", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "testableMessages": { "items": { "additionalProperties": false, "properties": { "description": { "type": "string" }, "destination": { "type": "string" }, "label": { "type": "string" }, "messageType": { "enum": [ "email", "slack" ], "type": "string" }, "requiresRecipient": { "type": "boolean" }, "testTargetId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "testTargetId", "messageType", "label", "requiresRecipient" ], "type": "object" }, "minItems": 2, "type": "array" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "testableMessages", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "inProgressRunCount": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "kind": { "const": "unpublish_in_progress_runs", "type": "string" }, "message": { "type": "string" }, "options": { "items": { "additionalProperties": false, "properties": { "inProgressRuns": { "enum": [ "stop", "let_finish" ], "type": "string" }, "label": { "type": "string" }, "recommended": { "type": "boolean" } }, "required": [ "inProgressRuns", "label", "recommended" ], "type": "object" }, "type": "array" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "inProgressRunCount", "options", "appUrls" ], "type": "object" } ] }, "status": { "const": "clarification_required", "type": "string" } }, "required": [ "status", "clarification" ], "type": "object" }, { "additionalProperties": false, "properties": { "confirmation": { "anyOf": [ { "additionalProperties": false, "properties": { "action": { "const": "confirm_publish", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "expectedEditableVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Editable version id returned by prepare_publish, used as a safety check." }, "expectedPublishedVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Published version id returned by prepare_publish, used as a safety check." }, "expectedUpdatedAtIso": { "anyOf": [ { "format": "date-time", "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$", "type": "string" }, { "type": "null" } ], "description": "Workflow updatedAt timestamp returned by prepare_publish, used as a safety check." }, "isSandboxed": { "description": "Whether to publish in sandbox mode so notifications are held for inspection.", "type": "boolean" }, "workflowId": { "description": "Workflow id to publish.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId" ], "type": "object" }, "kind": { "const": "publish", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "summary", "warnings" ], "type": "object" }, { "additionalProperties": false, "properties": { "action": { "const": "send_workflow_test", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "confirmSend": { "const": true, "type": "boolean" }, "messageType": { "description": "Optional message type filter when selecting a draft message to test.", "enum": [ "email", "slack" ], "type": "string" }, "rowData": { "additionalProperties": {}, "description": "Optional sample data for rendering draft message variables during the test. If omitted, Dreamlit uses the same default preview data as the web builder when available.", "propertyNames": { "type": "string" }, "type": "object" }, "testRecipientEmail": { "description": "Optional recipient for email tests. If omitted, Dreamlit sends to the authenticated user's email address.", "format": "email", "pattern": "^(?!\\.)(?!.*\\.\\.)([A-Za-z0-9_'+\\-\\.]*)[A-Za-z0-9_+-]@([A-Za-z0-9][A-Za-z0-9\\-]*\\.)+[A-Za-z]{2,}$", "type": "string" }, "testTargetId": { "description": "Structured test target id from testableMessages. Do not show this id to users; ask them to choose by message label.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "description": "Workflow id whose editable draft message should be tested.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId", "confirmSend" ], "type": "object" }, "kind": { "const": "send_workflow_test", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "appUrls", "summary", "warnings" ], "type": "object" } ] }, "status": { "const": "confirmation_required", "type": "string" } }, "required": [ "status", "confirmation" ], "type": "object" }, { "additionalProperties": false, "properties": { "handoff": { "additionalProperties": false, "properties": { "blocker": { "additionalProperties": false, "description": "Why Dreamlit stopped before finishing the draft. Changes counted in appliedActionCount are already saved.", "properties": { "appliedActionCount": { "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "code": { "description": "step_needs_detail: answer `detail` in a follow-up create_or_update_workflow call with the same workflowId. step_not_editable: change a different step instead. step_not_built: retry once, then finish in the browser. request_unclear: describe the change in more detail and retry.", "enum": [ "step_needs_detail", "step_not_editable", "step_not_built", "request_unclear" ], "type": "string" }, "detail": { "description": "The specific missing detail or blocking rule, in plain language.", "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "database_trigger", "broadcast_trigger", "repeating_trigger", "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "code", "detail", "appliedActionCount" ], "type": "object" }, "instructions": { "items": { "type": "string" }, "type": "array" }, "kind": { "const": "browser", "type": "string" }, "message": { "type": "string" }, "reason": { "type": "string" }, "url": { "format": "uri", "type": "string" } }, "required": [ "kind", "reason", "message", "url", "instructions" ], "type": "object" }, "status": { "const": "handoff_required", "type": "string" } }, "required": [ "status", "handoff" ], "type": "object" }, { "additionalProperties": false, "properties": { "billingUrl": { "description": "quota_exceeded or plan_upgrade_required: page where a workspace admin can buy AI credits or upgrade the plan.", "format": "uri", "type": "string" }, "code": { "type": "string" }, "helpUrl": { "description": "Guide or support contact for resolving the problem in the message.", "format": "uri", "type": "string" }, "message": { "type": "string" }, "resetAt": { "description": "quota_exceeded: when this month's AI usage resets (ISO 8601).", "type": "string" }, "retryAfterSeconds": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "status": { "const": "error", "type": "string" }, "stepEdits": { "description": "edit_workflow_steps: what happened to each edit when none could be applied.", "items": { "additionalProperties": false, "properties": { "changedFields": { "items": { "type": "string" }, "type": "array" }, "error": { "additionalProperties": false, "properties": { "code": { "description": "step_not_found: get fresh step ids from get_workflow_and_preview_url. step_not_editable: triggers can't be edited here; use create_or_update_workflow. field_not_for_step_type: send only fields for that step's type. duplicate_step: combine edits to one step. invalid_value: fix the value as the message says. query_failed: fix the SQL. query_drops_used_fields: keep returning fields, or edit the steps that use them in the same call. related_edit_failed: a related edit in this call (a SQL edit above or below this step) failed; fix it and send both again. save_failed: try again.", "enum": [ "step_not_found", "step_not_editable", "field_not_for_step_type", "duplicate_step", "invalid_value", "query_failed", "query_drops_used_fields", "related_edit_failed", "save_failed" ], "type": "string" }, "fields": { "description": "query_drops_used_fields: fields later steps still use that the new query no longer returns.", "items": { "type": "string" }, "type": "array" }, "message": { "type": "string" } }, "required": [ "code", "message" ], "type": "object" }, "index": { "description": "Position of the edit in the request.", "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "status": { "enum": [ "applied", "failed" ], "type": "string" }, "stepId": { "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "index", "stepId", "status", "changedFields" ], "type": "object" }, "type": "array" }, "unreadableTables": { "description": "table_rows_hidden_by_rls: tables Dreamlit can see but not read rows from, each with fixSql that adds Dreamlit's read policy. Run fixSql, or ask the user to run it, in the Supabase SQL editor, then try again.", "items": { "additionalProperties": false, "properties": { "fixSql": { "type": "string" }, "schema": { "type": "string" }, "table": { "type": "string" } }, "required": [ "schema", "table", "fixSql" ], "type": "object" }, "type": "array" } }, "required": [ "status", "message" ], "type": "object" } ] } }, "required": [ "result" ], "type": "object" }, "annotations": { "destructiveHint": false, "idempotentHint": true, "openWorldHint": false, "readOnlyHint": true, "title": "List projects" } }, { "name": "list_workflows", "title": "List workflows", "description": "Read-only. Use to find workflows in a project by name, description, or trigger type before inspection or editing. Trigger filters include database, auth email, repeating, broadcast, and no-trigger workflows. Returns paginated workflow summaries, published/sandbox state, liveStatus, trigger type, folder (the folder name in the list the workflow shows in, or null), workflow URLs, totalCount, hasMore, and nextOffset. Broadcasts also include a broadcast object with state (draft, scheduled, sending, sent, cancelled, or failed), scheduledFor, and cancelledAt or completedAt; for broadcasts, broadcast.state and liveStatus are authoritative over published, because a cancelled broadcast stays published but will not send. Do not use as the final source of truth before editing; call get_workflow_and_preview_url for full structure.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "limit": { "default": 80, "description": "Maximum number of workflows to return for this page.", "maximum": 100, "minimum": 1, "type": "integer" }, "offset": { "default": 0, "description": "Zero-based workflow offset for pagination. Use nextOffset from the previous response to fetch the next page.", "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "projectId": { "description": "Project id to list workflows from. Required when access is ambiguous.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "search": { "description": "Optional workflow name or description search string.", "maxLength": 200, "type": "string" }, "triggerFilters": { "description": "Optional trigger type filters. Use broadcast only for one-time audience emails.", "items": { "enum": [ "auth_email", "database", "broadcast", "repeating", "none" ], "type": "string" }, "type": "array" } }, "type": "object" }, "outputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "additionalProperties": false, "properties": { "result": { "description": "Dreamlit MCP result. success responses contain data and appUrls when relevant; auth_required, clarification_required, confirmation_required, handoff_required, and error responses explain the next action.", "oneOf": [ { "additionalProperties": false, "properties": { "data": { "additionalProperties": {}, "propertyNames": { "type": "string" }, "type": "object" }, "status": { "const": "success", "type": "string" } }, "required": [ "status", "data" ], "type": "object" }, { "additionalProperties": false, "properties": { "auth": { "additionalProperties": false, "properties": { "reason": { "type": "string" } }, "required": [ "reason" ], "type": "object" }, "message": { "type": "string" }, "status": { "const": "auth_required", "type": "string" } }, "required": [ "status", "message" ], "type": "object" }, { "additionalProperties": false, "properties": { "clarification": { "anyOf": [ { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "workflows" ], "type": "object" }, "assistantMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "chatSessionId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "userMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "message", "workflowId", "projectId", "orgId", "chatSessionId", "userMessageId", "assistantMessageId", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "kind": { "const": "test_message_selection", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "testableMessages": { "items": { "additionalProperties": false, "properties": { "description": { "type": "string" }, "destination": { "type": "string" }, "label": { "type": "string" }, "messageType": { "enum": [ "email", "slack" ], "type": "string" }, "requiresRecipient": { "type": "boolean" }, "testTargetId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "testTargetId", "messageType", "label", "requiresRecipient" ], "type": "object" }, "minItems": 2, "type": "array" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "testableMessages", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "inProgressRunCount": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "kind": { "const": "unpublish_in_progress_runs", "type": "string" }, "message": { "type": "string" }, "options": { "items": { "additionalProperties": false, "properties": { "inProgressRuns": { "enum": [ "stop", "let_finish" ], "type": "string" }, "label": { "type": "string" }, "recommended": { "type": "boolean" } }, "required": [ "inProgressRuns", "label", "recommended" ], "type": "object" }, "type": "array" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "inProgressRunCount", "options", "appUrls" ], "type": "object" } ] }, "status": { "const": "clarification_required", "type": "string" } }, "required": [ "status", "clarification" ], "type": "object" }, { "additionalProperties": false, "properties": { "confirmation": { "anyOf": [ { "additionalProperties": false, "properties": { "action": { "const": "confirm_publish", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "expectedEditableVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Editable version id returned by prepare_publish, used as a safety check." }, "expectedPublishedVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Published version id returned by prepare_publish, used as a safety check." }, "expectedUpdatedAtIso": { "anyOf": [ { "format": "date-time", "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$", "type": "string" }, { "type": "null" } ], "description": "Workflow updatedAt timestamp returned by prepare_publish, used as a safety check." }, "isSandboxed": { "description": "Whether to publish in sandbox mode so notifications are held for inspection.", "type": "boolean" }, "workflowId": { "description": "Workflow id to publish.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId" ], "type": "object" }, "kind": { "const": "publish", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "summary", "warnings" ], "type": "object" }, { "additionalProperties": false, "properties": { "action": { "const": "send_workflow_test", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "confirmSend": { "const": true, "type": "boolean" }, "messageType": { "description": "Optional message type filter when selecting a draft message to test.", "enum": [ "email", "slack" ], "type": "string" }, "rowData": { "additionalProperties": {}, "description": "Optional sample data for rendering draft message variables during the test. If omitted, Dreamlit uses the same default preview data as the web builder when available.", "propertyNames": { "type": "string" }, "type": "object" }, "testRecipientEmail": { "description": "Optional recipient for email tests. If omitted, Dreamlit sends to the authenticated user's email address.", "format": "email", "pattern": "^(?!\\.)(?!.*\\.\\.)([A-Za-z0-9_'+\\-\\.]*)[A-Za-z0-9_+-]@([A-Za-z0-9][A-Za-z0-9\\-]*\\.)+[A-Za-z]{2,}$", "type": "string" }, "testTargetId": { "description": "Structured test target id from testableMessages. Do not show this id to users; ask them to choose by message label.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "description": "Workflow id whose editable draft message should be tested.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId", "confirmSend" ], "type": "object" }, "kind": { "const": "send_workflow_test", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "appUrls", "summary", "warnings" ], "type": "object" } ] }, "status": { "const": "confirmation_required", "type": "string" } }, "required": [ "status", "confirmation" ], "type": "object" }, { "additionalProperties": false, "properties": { "handoff": { "additionalProperties": false, "properties": { "blocker": { "additionalProperties": false, "description": "Why Dreamlit stopped before finishing the draft. Changes counted in appliedActionCount are already saved.", "properties": { "appliedActionCount": { "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "code": { "description": "step_needs_detail: answer `detail` in a follow-up create_or_update_workflow call with the same workflowId. step_not_editable: change a different step instead. step_not_built: retry once, then finish in the browser. request_unclear: describe the change in more detail and retry.", "enum": [ "step_needs_detail", "step_not_editable", "step_not_built", "request_unclear" ], "type": "string" }, "detail": { "description": "The specific missing detail or blocking rule, in plain language.", "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "database_trigger", "broadcast_trigger", "repeating_trigger", "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "code", "detail", "appliedActionCount" ], "type": "object" }, "instructions": { "items": { "type": "string" }, "type": "array" }, "kind": { "const": "browser", "type": "string" }, "message": { "type": "string" }, "reason": { "type": "string" }, "url": { "format": "uri", "type": "string" } }, "required": [ "kind", "reason", "message", "url", "instructions" ], "type": "object" }, "status": { "const": "handoff_required", "type": "string" } }, "required": [ "status", "handoff" ], "type": "object" }, { "additionalProperties": false, "properties": { "billingUrl": { "description": "quota_exceeded or plan_upgrade_required: page where a workspace admin can buy AI credits or upgrade the plan.", "format": "uri", "type": "string" }, "code": { "type": "string" }, "helpUrl": { "description": "Guide or support contact for resolving the problem in the message.", "format": "uri", "type": "string" }, "message": { "type": "string" }, "resetAt": { "description": "quota_exceeded: when this month's AI usage resets (ISO 8601).", "type": "string" }, "retryAfterSeconds": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "status": { "const": "error", "type": "string" }, "stepEdits": { "description": "edit_workflow_steps: what happened to each edit when none could be applied.", "items": { "additionalProperties": false, "properties": { "changedFields": { "items": { "type": "string" }, "type": "array" }, "error": { "additionalProperties": false, "properties": { "code": { "description": "step_not_found: get fresh step ids from get_workflow_and_preview_url. step_not_editable: triggers can't be edited here; use create_or_update_workflow. field_not_for_step_type: send only fields for that step's type. duplicate_step: combine edits to one step. invalid_value: fix the value as the message says. query_failed: fix the SQL. query_drops_used_fields: keep returning fields, or edit the steps that use them in the same call. related_edit_failed: a related edit in this call (a SQL edit above or below this step) failed; fix it and send both again. save_failed: try again.", "enum": [ "step_not_found", "step_not_editable", "field_not_for_step_type", "duplicate_step", "invalid_value", "query_failed", "query_drops_used_fields", "related_edit_failed", "save_failed" ], "type": "string" }, "fields": { "description": "query_drops_used_fields: fields later steps still use that the new query no longer returns.", "items": { "type": "string" }, "type": "array" }, "message": { "type": "string" } }, "required": [ "code", "message" ], "type": "object" }, "index": { "description": "Position of the edit in the request.", "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "status": { "enum": [ "applied", "failed" ], "type": "string" }, "stepId": { "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "index", "stepId", "status", "changedFields" ], "type": "object" }, "type": "array" }, "unreadableTables": { "description": "table_rows_hidden_by_rls: tables Dreamlit can see but not read rows from, each with fixSql that adds Dreamlit's read policy. Run fixSql, or ask the user to run it, in the Supabase SQL editor, then try again.", "items": { "additionalProperties": false, "properties": { "fixSql": { "type": "string" }, "schema": { "type": "string" }, "table": { "type": "string" } }, "required": [ "schema", "table", "fixSql" ], "type": "object" }, "type": "array" } }, "required": [ "status", "message" ], "type": "object" } ] } }, "required": [ "result" ], "type": "object" }, "annotations": { "destructiveHint": false, "idempotentHint": true, "openWorldHint": false, "readOnlyHint": true, "title": "List workflows" } }, { "name": "list_brand_styles", "title": "List brand styles", "description": "Read-only. Use when the user wants to inspect saved project brand styles for generated email drafts. Returns paginated project brand style summaries, ids, default status, style metadata, and app URLs. Do not use to create, update, delete, or expose raw style provenance.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "limit": { "default": 50, "description": "Maximum number of brand styles to return for this page.", "maximum": 100, "minimum": 1, "type": "integer" }, "offset": { "default": 0, "description": "Zero-based brand style offset for pagination. Use nextOffset from the previous response to fetch the next page.", "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "projectId": { "description": "Project id to list brand styles from. Required when access is ambiguous.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "type": "object" }, "outputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "additionalProperties": false, "properties": { "result": { "description": "Dreamlit MCP result. success responses contain data and appUrls when relevant; auth_required, clarification_required, confirmation_required, handoff_required, and error responses explain the next action.", "oneOf": [ { "additionalProperties": false, "properties": { "data": { "additionalProperties": {}, "propertyNames": { "type": "string" }, "type": "object" }, "status": { "const": "success", "type": "string" } }, "required": [ "status", "data" ], "type": "object" }, { "additionalProperties": false, "properties": { "auth": { "additionalProperties": false, "properties": { "reason": { "type": "string" } }, "required": [ "reason" ], "type": "object" }, "message": { "type": "string" }, "status": { "const": "auth_required", "type": "string" } }, "required": [ "status", "message" ], "type": "object" }, { "additionalProperties": false, "properties": { "clarification": { "anyOf": [ { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "workflows" ], "type": "object" }, "assistantMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "chatSessionId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "userMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "message", "workflowId", "projectId", "orgId", "chatSessionId", "userMessageId", "assistantMessageId", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "kind": { "const": "test_message_selection", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "testableMessages": { "items": { "additionalProperties": false, "properties": { "description": { "type": "string" }, "destination": { "type": "string" }, "label": { "type": "string" }, "messageType": { "enum": [ "email", "slack" ], "type": "string" }, "requiresRecipient": { "type": "boolean" }, "testTargetId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "testTargetId", "messageType", "label", "requiresRecipient" ], "type": "object" }, "minItems": 2, "type": "array" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "testableMessages", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "inProgressRunCount": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "kind": { "const": "unpublish_in_progress_runs", "type": "string" }, "message": { "type": "string" }, "options": { "items": { "additionalProperties": false, "properties": { "inProgressRuns": { "enum": [ "stop", "let_finish" ], "type": "string" }, "label": { "type": "string" }, "recommended": { "type": "boolean" } }, "required": [ "inProgressRuns", "label", "recommended" ], "type": "object" }, "type": "array" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "inProgressRunCount", "options", "appUrls" ], "type": "object" } ] }, "status": { "const": "clarification_required", "type": "string" } }, "required": [ "status", "clarification" ], "type": "object" }, { "additionalProperties": false, "properties": { "confirmation": { "anyOf": [ { "additionalProperties": false, "properties": { "action": { "const": "confirm_publish", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "expectedEditableVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Editable version id returned by prepare_publish, used as a safety check." }, "expectedPublishedVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Published version id returned by prepare_publish, used as a safety check." }, "expectedUpdatedAtIso": { "anyOf": [ { "format": "date-time", "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$", "type": "string" }, { "type": "null" } ], "description": "Workflow updatedAt timestamp returned by prepare_publish, used as a safety check." }, "isSandboxed": { "description": "Whether to publish in sandbox mode so notifications are held for inspection.", "type": "boolean" }, "workflowId": { "description": "Workflow id to publish.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId" ], "type": "object" }, "kind": { "const": "publish", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "summary", "warnings" ], "type": "object" }, { "additionalProperties": false, "properties": { "action": { "const": "send_workflow_test", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "confirmSend": { "const": true, "type": "boolean" }, "messageType": { "description": "Optional message type filter when selecting a draft message to test.", "enum": [ "email", "slack" ], "type": "string" }, "rowData": { "additionalProperties": {}, "description": "Optional sample data for rendering draft message variables during the test. If omitted, Dreamlit uses the same default preview data as the web builder when available.", "propertyNames": { "type": "string" }, "type": "object" }, "testRecipientEmail": { "description": "Optional recipient for email tests. If omitted, Dreamlit sends to the authenticated user's email address.", "format": "email", "pattern": "^(?!\\.)(?!.*\\.\\.)([A-Za-z0-9_'+\\-\\.]*)[A-Za-z0-9_+-]@([A-Za-z0-9][A-Za-z0-9\\-]*\\.)+[A-Za-z]{2,}$", "type": "string" }, "testTargetId": { "description": "Structured test target id from testableMessages. Do not show this id to users; ask them to choose by message label.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "description": "Workflow id whose editable draft message should be tested.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId", "confirmSend" ], "type": "object" }, "kind": { "const": "send_workflow_test", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "appUrls", "summary", "warnings" ], "type": "object" } ] }, "status": { "const": "confirmation_required", "type": "string" } }, "required": [ "status", "confirmation" ], "type": "object" }, { "additionalProperties": false, "properties": { "handoff": { "additionalProperties": false, "properties": { "blocker": { "additionalProperties": false, "description": "Why Dreamlit stopped before finishing the draft. Changes counted in appliedActionCount are already saved.", "properties": { "appliedActionCount": { "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "code": { "description": "step_needs_detail: answer `detail` in a follow-up create_or_update_workflow call with the same workflowId. step_not_editable: change a different step instead. step_not_built: retry once, then finish in the browser. request_unclear: describe the change in more detail and retry.", "enum": [ "step_needs_detail", "step_not_editable", "step_not_built", "request_unclear" ], "type": "string" }, "detail": { "description": "The specific missing detail or blocking rule, in plain language.", "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "database_trigger", "broadcast_trigger", "repeating_trigger", "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "code", "detail", "appliedActionCount" ], "type": "object" }, "instructions": { "items": { "type": "string" }, "type": "array" }, "kind": { "const": "browser", "type": "string" }, "message": { "type": "string" }, "reason": { "type": "string" }, "url": { "format": "uri", "type": "string" } }, "required": [ "kind", "reason", "message", "url", "instructions" ], "type": "object" }, "status": { "const": "handoff_required", "type": "string" } }, "required": [ "status", "handoff" ], "type": "object" }, { "additionalProperties": false, "properties": { "billingUrl": { "description": "quota_exceeded or plan_upgrade_required: page where a workspace admin can buy AI credits or upgrade the plan.", "format": "uri", "type": "string" }, "code": { "type": "string" }, "helpUrl": { "description": "Guide or support contact for resolving the problem in the message.", "format": "uri", "type": "string" }, "message": { "type": "string" }, "resetAt": { "description": "quota_exceeded: when this month's AI usage resets (ISO 8601).", "type": "string" }, "retryAfterSeconds": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "status": { "const": "error", "type": "string" }, "stepEdits": { "description": "edit_workflow_steps: what happened to each edit when none could be applied.", "items": { "additionalProperties": false, "properties": { "changedFields": { "items": { "type": "string" }, "type": "array" }, "error": { "additionalProperties": false, "properties": { "code": { "description": "step_not_found: get fresh step ids from get_workflow_and_preview_url. step_not_editable: triggers can't be edited here; use create_or_update_workflow. field_not_for_step_type: send only fields for that step's type. duplicate_step: combine edits to one step. invalid_value: fix the value as the message says. query_failed: fix the SQL. query_drops_used_fields: keep returning fields, or edit the steps that use them in the same call. related_edit_failed: a related edit in this call (a SQL edit above or below this step) failed; fix it and send both again. save_failed: try again.", "enum": [ "step_not_found", "step_not_editable", "field_not_for_step_type", "duplicate_step", "invalid_value", "query_failed", "query_drops_used_fields", "related_edit_failed", "save_failed" ], "type": "string" }, "fields": { "description": "query_drops_used_fields: fields later steps still use that the new query no longer returns.", "items": { "type": "string" }, "type": "array" }, "message": { "type": "string" } }, "required": [ "code", "message" ], "type": "object" }, "index": { "description": "Position of the edit in the request.", "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "status": { "enum": [ "applied", "failed" ], "type": "string" }, "stepId": { "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "index", "stepId", "status", "changedFields" ], "type": "object" }, "type": "array" }, "unreadableTables": { "description": "table_rows_hidden_by_rls: tables Dreamlit can see but not read rows from, each with fixSql that adds Dreamlit's read policy. Run fixSql, or ask the user to run it, in the Supabase SQL editor, then try again.", "items": { "additionalProperties": false, "properties": { "fixSql": { "type": "string" }, "schema": { "type": "string" }, "table": { "type": "string" } }, "required": [ "schema", "table", "fixSql" ], "type": "object" }, "type": "array" } }, "required": [ "status", "message" ], "type": "object" } ] } }, "required": [ "result" ], "type": "object" }, "annotations": { "destructiveHint": false, "idempotentHint": true, "openWorldHint": false, "readOnlyHint": true, "title": "List brand styles" } }, { "name": "get_workflow_and_preview_url", "title": "Get workflow and preview URL", "description": "Read-only. Use before editing, verifying, or preparing publish for an existing workflow. Returns normalized draft and published workflow structure, liveStatus, the Dreamlit preview/builder URL, and status URLs. Broadcasts also include a broadcast object with state (draft, scheduled, sending, sent, cancelled, or failed), the run's scheduledFor, and cancelledAt or completedAt; this, not published or the trigger's sendAt, says whether the broadcast will send. Email HTML bodies are left out unless includeEmailHtml is true. Pass step ids only to edit_workflow_steps; when asking create_or_update_workflow for changes, describe steps by what they do. Do not use to create, update, publish, or unpublish workflows.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "includeEmailHtml": { "description": "Also return each email step's full HTML body as emailTemplate.html. Off by default because bodies are large; turn on before editing email HTML with edit_workflow_steps.", "type": "boolean" }, "workflowId": { "description": "Workflow id to inspect before editing, verifying, or publishing.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId" ], "type": "object" }, "outputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "additionalProperties": false, "properties": { "result": { "description": "Dreamlit MCP result. success responses contain data and appUrls when relevant; auth_required, clarification_required, confirmation_required, handoff_required, and error responses explain the next action.", "oneOf": [ { "additionalProperties": false, "properties": { "data": { "additionalProperties": {}, "propertyNames": { "type": "string" }, "type": "object" }, "status": { "const": "success", "type": "string" } }, "required": [ "status", "data" ], "type": "object" }, { "additionalProperties": false, "properties": { "auth": { "additionalProperties": false, "properties": { "reason": { "type": "string" } }, "required": [ "reason" ], "type": "object" }, "message": { "type": "string" }, "status": { "const": "auth_required", "type": "string" } }, "required": [ "status", "message" ], "type": "object" }, { "additionalProperties": false, "properties": { "clarification": { "anyOf": [ { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "workflows" ], "type": "object" }, "assistantMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "chatSessionId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "userMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "message", "workflowId", "projectId", "orgId", "chatSessionId", "userMessageId", "assistantMessageId", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "kind": { "const": "test_message_selection", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "testableMessages": { "items": { "additionalProperties": false, "properties": { "description": { "type": "string" }, "destination": { "type": "string" }, "label": { "type": "string" }, "messageType": { "enum": [ "email", "slack" ], "type": "string" }, "requiresRecipient": { "type": "boolean" }, "testTargetId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "testTargetId", "messageType", "label", "requiresRecipient" ], "type": "object" }, "minItems": 2, "type": "array" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "testableMessages", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "inProgressRunCount": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "kind": { "const": "unpublish_in_progress_runs", "type": "string" }, "message": { "type": "string" }, "options": { "items": { "additionalProperties": false, "properties": { "inProgressRuns": { "enum": [ "stop", "let_finish" ], "type": "string" }, "label": { "type": "string" }, "recommended": { "type": "boolean" } }, "required": [ "inProgressRuns", "label", "recommended" ], "type": "object" }, "type": "array" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "inProgressRunCount", "options", "appUrls" ], "type": "object" } ] }, "status": { "const": "clarification_required", "type": "string" } }, "required": [ "status", "clarification" ], "type": "object" }, { "additionalProperties": false, "properties": { "confirmation": { "anyOf": [ { "additionalProperties": false, "properties": { "action": { "const": "confirm_publish", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "expectedEditableVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Editable version id returned by prepare_publish, used as a safety check." }, "expectedPublishedVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Published version id returned by prepare_publish, used as a safety check." }, "expectedUpdatedAtIso": { "anyOf": [ { "format": "date-time", "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$", "type": "string" }, { "type": "null" } ], "description": "Workflow updatedAt timestamp returned by prepare_publish, used as a safety check." }, "isSandboxed": { "description": "Whether to publish in sandbox mode so notifications are held for inspection.", "type": "boolean" }, "workflowId": { "description": "Workflow id to publish.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId" ], "type": "object" }, "kind": { "const": "publish", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "summary", "warnings" ], "type": "object" }, { "additionalProperties": false, "properties": { "action": { "const": "send_workflow_test", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "confirmSend": { "const": true, "type": "boolean" }, "messageType": { "description": "Optional message type filter when selecting a draft message to test.", "enum": [ "email", "slack" ], "type": "string" }, "rowData": { "additionalProperties": {}, "description": "Optional sample data for rendering draft message variables during the test. If omitted, Dreamlit uses the same default preview data as the web builder when available.", "propertyNames": { "type": "string" }, "type": "object" }, "testRecipientEmail": { "description": "Optional recipient for email tests. If omitted, Dreamlit sends to the authenticated user's email address.", "format": "email", "pattern": "^(?!\\.)(?!.*\\.\\.)([A-Za-z0-9_'+\\-\\.]*)[A-Za-z0-9_+-]@([A-Za-z0-9][A-Za-z0-9\\-]*\\.)+[A-Za-z]{2,}$", "type": "string" }, "testTargetId": { "description": "Structured test target id from testableMessages. Do not show this id to users; ask them to choose by message label.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "description": "Workflow id whose editable draft message should be tested.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId", "confirmSend" ], "type": "object" }, "kind": { "const": "send_workflow_test", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "appUrls", "summary", "warnings" ], "type": "object" } ] }, "status": { "const": "confirmation_required", "type": "string" } }, "required": [ "status", "confirmation" ], "type": "object" }, { "additionalProperties": false, "properties": { "handoff": { "additionalProperties": false, "properties": { "blocker": { "additionalProperties": false, "description": "Why Dreamlit stopped before finishing the draft. Changes counted in appliedActionCount are already saved.", "properties": { "appliedActionCount": { "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "code": { "description": "step_needs_detail: answer `detail` in a follow-up create_or_update_workflow call with the same workflowId. step_not_editable: change a different step instead. step_not_built: retry once, then finish in the browser. request_unclear: describe the change in more detail and retry.", "enum": [ "step_needs_detail", "step_not_editable", "step_not_built", "request_unclear" ], "type": "string" }, "detail": { "description": "The specific missing detail or blocking rule, in plain language.", "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "database_trigger", "broadcast_trigger", "repeating_trigger", "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "code", "detail", "appliedActionCount" ], "type": "object" }, "instructions": { "items": { "type": "string" }, "type": "array" }, "kind": { "const": "browser", "type": "string" }, "message": { "type": "string" }, "reason": { "type": "string" }, "url": { "format": "uri", "type": "string" } }, "required": [ "kind", "reason", "message", "url", "instructions" ], "type": "object" }, "status": { "const": "handoff_required", "type": "string" } }, "required": [ "status", "handoff" ], "type": "object" }, { "additionalProperties": false, "properties": { "billingUrl": { "description": "quota_exceeded or plan_upgrade_required: page where a workspace admin can buy AI credits or upgrade the plan.", "format": "uri", "type": "string" }, "code": { "type": "string" }, "helpUrl": { "description": "Guide or support contact for resolving the problem in the message.", "format": "uri", "type": "string" }, "message": { "type": "string" }, "resetAt": { "description": "quota_exceeded: when this month's AI usage resets (ISO 8601).", "type": "string" }, "retryAfterSeconds": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "status": { "const": "error", "type": "string" }, "stepEdits": { "description": "edit_workflow_steps: what happened to each edit when none could be applied.", "items": { "additionalProperties": false, "properties": { "changedFields": { "items": { "type": "string" }, "type": "array" }, "error": { "additionalProperties": false, "properties": { "code": { "description": "step_not_found: get fresh step ids from get_workflow_and_preview_url. step_not_editable: triggers can't be edited here; use create_or_update_workflow. field_not_for_step_type: send only fields for that step's type. duplicate_step: combine edits to one step. invalid_value: fix the value as the message says. query_failed: fix the SQL. query_drops_used_fields: keep returning fields, or edit the steps that use them in the same call. related_edit_failed: a related edit in this call (a SQL edit above or below this step) failed; fix it and send both again. save_failed: try again.", "enum": [ "step_not_found", "step_not_editable", "field_not_for_step_type", "duplicate_step", "invalid_value", "query_failed", "query_drops_used_fields", "related_edit_failed", "save_failed" ], "type": "string" }, "fields": { "description": "query_drops_used_fields: fields later steps still use that the new query no longer returns.", "items": { "type": "string" }, "type": "array" }, "message": { "type": "string" } }, "required": [ "code", "message" ], "type": "object" }, "index": { "description": "Position of the edit in the request.", "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "status": { "enum": [ "applied", "failed" ], "type": "string" }, "stepId": { "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "index", "stepId", "status", "changedFields" ], "type": "object" }, "type": "array" }, "unreadableTables": { "description": "table_rows_hidden_by_rls: tables Dreamlit can see but not read rows from, each with fixSql that adds Dreamlit's read policy. Run fixSql, or ask the user to run it, in the Supabase SQL editor, then try again.", "items": { "additionalProperties": false, "properties": { "fixSql": { "type": "string" }, "schema": { "type": "string" }, "table": { "type": "string" } }, "required": [ "schema", "table", "fixSql" ], "type": "object" }, "type": "array" } }, "required": [ "status", "message" ], "type": "object" } ] } }, "required": [ "result" ], "type": "object" }, "annotations": { "destructiveHint": false, "idempotentHint": true, "openWorldHint": false, "readOnlyHint": true, "title": "Get workflow and preview URL" } }, { "name": "get_analytics", "title": "Get analytics", "description": "Read-only. Use get_analytics to query raw notification analytics: email and Slack sends and deliveries, email opens, clicks and bounces, overview metrics, per-recipient rows and workflow run rows, with filters, sorting, and cursor pagination. Returns bounded structured analytics data, effective query metadata, pagination details when rows are included, and relevant app URLs. Use get_lifecycle_report or get_recommendations for Dreamlit's prepared analysis. Does not provide Dreamlit's lifecycle judgments or prioritized recommendations. Do not use for CSV exports, bulk dumps, workflow edits, publishing, or low-level database access.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "channel": { "description": "Notification channel for overview and notification analytics. Defaults to email. Recipient analytics are email-only.", "enum": [ "email", "slack" ], "type": "string" }, "cursor": { "description": "Opaque pagination cursor from a previous get_analytics response.", "maxLength": 2048, "minLength": 1, "type": "string" }, "filters": { "description": "Optional analytics filters. Unsupported combinations return a clear error.", "properties": { "engagement": { "description": "Email engagement filter.", "enum": [ "undelivered", "bounced", "complained", "clicked", "opened" ], "type": "string" }, "notificationStatuses": { "description": "Email notification lifecycle statuses to include.", "items": { "enum": [ "sent", "pending", "releasable", "failed", "canceled", "suppressed", "opted_out" ], "type": "string" }, "maxItems": 7, "type": "array" }, "recipient": { "description": "Email recipient search string.", "maxLength": 320, "type": "string" }, "runStatuses": { "description": "Workflow run statuses to include. Only applies to workflow_runs.", "items": { "enum": [ "RUNNING", "PAUSED", "COMPLETED", "FAILED", "SKIPPED", "CANCELLED" ], "type": "string" }, "maxItems": 6, "type": "array" }, "slackWebhookIds": { "description": "Slack webhook ids to include for Slack notification analytics.", "items": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "maxItems": 100, "type": "array" }, "startedAt": { "description": "Workflow run started timestamp range. Only applies to workflow_runs.", "properties": { "from": { "description": "Inclusive ISO timestamp lower bound.", "format": "date-time", "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$", "type": "string" }, "to": { "description": "Inclusive ISO timestamp upper bound.", "format": "date-time", "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$", "type": "string" } }, "type": "object" }, "topicIds": { "description": "Email unsubscribe topic ids to include.", "items": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "maxItems": 100, "type": "array" }, "workflowIds": { "description": "Workflow ids to include.", "items": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "maxItems": 100, "type": "array" }, "workflowRunId": { "description": "Workflow run id to include for notification analytics.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowStepRunId": { "description": "Workflow step run id to include for notification analytics.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "type": "object" }, "include": { "description": "Optional response sections to include. Defaults depend on the requested view.", "items": { "enum": [ "summary", "series", "rows", "recentEvents", "segments" ], "type": "string" }, "maxItems": 5, "type": "array" }, "limit": { "description": "Maximum rows to return. Defaults to 25 and is capped at 100.", "maximum": 100, "minimum": 1, "type": "integer" }, "projectId": { "description": "Project id to query analytics from. Required when access is ambiguous.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "range": { "description": "Optional explicit timestamp range. Overrides window and is applied to the view's primary timestamp.", "properties": { "from": { "description": "Inclusive ISO timestamp lower bound.", "format": "date-time", "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$", "type": "string" }, "to": { "description": "Inclusive ISO timestamp upper bound.", "format": "date-time", "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$", "type": "string" } }, "type": "object" }, "sort": { "description": "Optional row sort. Overview ignores sorting.", "properties": { "dir": { "description": "Sort direction. Defaults to desc.", "enum": [ "asc", "desc" ], "type": "string" }, "field": { "description": "Sort field. Valid fields depend on the requested view.", "enum": [ "timestamp", "sentTo", "subject", "workflow", "engagement", "recipient", "lastSentAt", "sent", "opened", "clicked", "bounced", "complained" ], "type": "string" } }, "required": [ "field" ], "type": "object" }, "timeZone": { "description": "IANA timezone for daily series bucketing. Defaults to UTC.", "maxLength": 64, "minLength": 1, "type": "string" }, "view": { "description": "Analytics surface to query: overview cards, notification rows, recipient rows, or workflow run rows.", "enum": [ "overview", "notifications", "recipients", "workflow_runs" ], "type": "string" }, "window": { "description": "Relative analytics window. Defaults to 30d. Ignored when range is provided.", "enum": [ "1h", "24h", "7d", "14d", "30d", "90d", "all" ], "type": "string" } }, "required": [ "view" ], "type": "object" }, "outputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "additionalProperties": false, "properties": { "result": { "description": "Dreamlit MCP result. success responses contain data and appUrls when relevant; auth_required, clarification_required, confirmation_required, handoff_required, and error responses explain the next action.", "oneOf": [ { "additionalProperties": false, "properties": { "data": { "additionalProperties": {}, "propertyNames": { "type": "string" }, "type": "object" }, "status": { "const": "success", "type": "string" } }, "required": [ "status", "data" ], "type": "object" }, { "additionalProperties": false, "properties": { "auth": { "additionalProperties": false, "properties": { "reason": { "type": "string" } }, "required": [ "reason" ], "type": "object" }, "message": { "type": "string" }, "status": { "const": "auth_required", "type": "string" } }, "required": [ "status", "message" ], "type": "object" }, { "additionalProperties": false, "properties": { "clarification": { "anyOf": [ { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "workflows" ], "type": "object" }, "assistantMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "chatSessionId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "userMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "message", "workflowId", "projectId", "orgId", "chatSessionId", "userMessageId", "assistantMessageId", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "kind": { "const": "test_message_selection", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "testableMessages": { "items": { "additionalProperties": false, "properties": { "description": { "type": "string" }, "destination": { "type": "string" }, "label": { "type": "string" }, "messageType": { "enum": [ "email", "slack" ], "type": "string" }, "requiresRecipient": { "type": "boolean" }, "testTargetId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "testTargetId", "messageType", "label", "requiresRecipient" ], "type": "object" }, "minItems": 2, "type": "array" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "testableMessages", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "inProgressRunCount": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "kind": { "const": "unpublish_in_progress_runs", "type": "string" }, "message": { "type": "string" }, "options": { "items": { "additionalProperties": false, "properties": { "inProgressRuns": { "enum": [ "stop", "let_finish" ], "type": "string" }, "label": { "type": "string" }, "recommended": { "type": "boolean" } }, "required": [ "inProgressRuns", "label", "recommended" ], "type": "object" }, "type": "array" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "inProgressRunCount", "options", "appUrls" ], "type": "object" } ] }, "status": { "const": "clarification_required", "type": "string" } }, "required": [ "status", "clarification" ], "type": "object" }, { "additionalProperties": false, "properties": { "confirmation": { "anyOf": [ { "additionalProperties": false, "properties": { "action": { "const": "confirm_publish", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "expectedEditableVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Editable version id returned by prepare_publish, used as a safety check." }, "expectedPublishedVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Published version id returned by prepare_publish, used as a safety check." }, "expectedUpdatedAtIso": { "anyOf": [ { "format": "date-time", "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$", "type": "string" }, { "type": "null" } ], "description": "Workflow updatedAt timestamp returned by prepare_publish, used as a safety check." }, "isSandboxed": { "description": "Whether to publish in sandbox mode so notifications are held for inspection.", "type": "boolean" }, "workflowId": { "description": "Workflow id to publish.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId" ], "type": "object" }, "kind": { "const": "publish", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "summary", "warnings" ], "type": "object" }, { "additionalProperties": false, "properties": { "action": { "const": "send_workflow_test", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "confirmSend": { "const": true, "type": "boolean" }, "messageType": { "description": "Optional message type filter when selecting a draft message to test.", "enum": [ "email", "slack" ], "type": "string" }, "rowData": { "additionalProperties": {}, "description": "Optional sample data for rendering draft message variables during the test. If omitted, Dreamlit uses the same default preview data as the web builder when available.", "propertyNames": { "type": "string" }, "type": "object" }, "testRecipientEmail": { "description": "Optional recipient for email tests. If omitted, Dreamlit sends to the authenticated user's email address.", "format": "email", "pattern": "^(?!\\.)(?!.*\\.\\.)([A-Za-z0-9_'+\\-\\.]*)[A-Za-z0-9_+-]@([A-Za-z0-9][A-Za-z0-9\\-]*\\.)+[A-Za-z]{2,}$", "type": "string" }, "testTargetId": { "description": "Structured test target id from testableMessages. Do not show this id to users; ask them to choose by message label.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "description": "Workflow id whose editable draft message should be tested.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId", "confirmSend" ], "type": "object" }, "kind": { "const": "send_workflow_test", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "appUrls", "summary", "warnings" ], "type": "object" } ] }, "status": { "const": "confirmation_required", "type": "string" } }, "required": [ "status", "confirmation" ], "type": "object" }, { "additionalProperties": false, "properties": { "handoff": { "additionalProperties": false, "properties": { "blocker": { "additionalProperties": false, "description": "Why Dreamlit stopped before finishing the draft. Changes counted in appliedActionCount are already saved.", "properties": { "appliedActionCount": { "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "code": { "description": "step_needs_detail: answer `detail` in a follow-up create_or_update_workflow call with the same workflowId. step_not_editable: change a different step instead. step_not_built: retry once, then finish in the browser. request_unclear: describe the change in more detail and retry.", "enum": [ "step_needs_detail", "step_not_editable", "step_not_built", "request_unclear" ], "type": "string" }, "detail": { "description": "The specific missing detail or blocking rule, in plain language.", "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "database_trigger", "broadcast_trigger", "repeating_trigger", "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "code", "detail", "appliedActionCount" ], "type": "object" }, "instructions": { "items": { "type": "string" }, "type": "array" }, "kind": { "const": "browser", "type": "string" }, "message": { "type": "string" }, "reason": { "type": "string" }, "url": { "format": "uri", "type": "string" } }, "required": [ "kind", "reason", "message", "url", "instructions" ], "type": "object" }, "status": { "const": "handoff_required", "type": "string" } }, "required": [ "status", "handoff" ], "type": "object" }, { "additionalProperties": false, "properties": { "billingUrl": { "description": "quota_exceeded or plan_upgrade_required: page where a workspace admin can buy AI credits or upgrade the plan.", "format": "uri", "type": "string" }, "code": { "type": "string" }, "helpUrl": { "description": "Guide or support contact for resolving the problem in the message.", "format": "uri", "type": "string" }, "message": { "type": "string" }, "resetAt": { "description": "quota_exceeded: when this month's AI usage resets (ISO 8601).", "type": "string" }, "retryAfterSeconds": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "status": { "const": "error", "type": "string" }, "stepEdits": { "description": "edit_workflow_steps: what happened to each edit when none could be applied.", "items": { "additionalProperties": false, "properties": { "changedFields": { "items": { "type": "string" }, "type": "array" }, "error": { "additionalProperties": false, "properties": { "code": { "description": "step_not_found: get fresh step ids from get_workflow_and_preview_url. step_not_editable: triggers can't be edited here; use create_or_update_workflow. field_not_for_step_type: send only fields for that step's type. duplicate_step: combine edits to one step. invalid_value: fix the value as the message says. query_failed: fix the SQL. query_drops_used_fields: keep returning fields, or edit the steps that use them in the same call. related_edit_failed: a related edit in this call (a SQL edit above or below this step) failed; fix it and send both again. save_failed: try again.", "enum": [ "step_not_found", "step_not_editable", "field_not_for_step_type", "duplicate_step", "invalid_value", "query_failed", "query_drops_used_fields", "related_edit_failed", "save_failed" ], "type": "string" }, "fields": { "description": "query_drops_used_fields: fields later steps still use that the new query no longer returns.", "items": { "type": "string" }, "type": "array" }, "message": { "type": "string" } }, "required": [ "code", "message" ], "type": "object" }, "index": { "description": "Position of the edit in the request.", "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "status": { "enum": [ "applied", "failed" ], "type": "string" }, "stepId": { "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "index", "stepId", "status", "changedFields" ], "type": "object" }, "type": "array" }, "unreadableTables": { "description": "table_rows_hidden_by_rls: tables Dreamlit can see but not read rows from, each with fixSql that adds Dreamlit's read policy. Run fixSql, or ask the user to run it, in the Supabase SQL editor, then try again.", "items": { "additionalProperties": false, "properties": { "fixSql": { "type": "string" }, "schema": { "type": "string" }, "table": { "type": "string" } }, "required": [ "schema", "table", "fixSql" ], "type": "object" }, "type": "array" } }, "required": [ "status", "message" ], "type": "object" } ] } }, "required": [ "result" ], "type": "object" }, "annotations": { "destructiveHint": false, "idempotentHint": true, "openWorldHint": false, "readOnlyHint": true, "title": "Get analytics" } }, { "name": "get_lifecycle_report", "title": "Get lifecycle report", "description": "Side effect: creates a preparation request when no report is ready or refresh is true and the latest report became ready more than 24 hours ago; repeat calls reuse an open request. Pass refresh: true only when the user asks for a new report; when checking on a pending report, call without refresh. Use for Dreamlit's prepared lifecycle analysis: key metrics worth tracking, the signup-to-paid funnel and where users drop off, deliverability health, and which stages (welcome, onboarding, engagement, retention, winback) have no emails yet. Available on Pro and Scale plans only. Reports are prepared by Dreamlit's agents and reviewed by our team. Returns a ready report or a processing state while Dreamlit prepares it; check back later. The requester is also emailed when ready. Does not return raw notification analytics; use get_analytics for that.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "projectId": { "description": "Project id. Optional when a personal token pins the project or exactly one project is available in the approved workspace.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "refresh": { "description": "Pass refresh: true only when the user asks for a new report; when checking on a pending report, call without refresh. Reuses an open request, otherwise returns the latest report if it was ready within the last 24 hours, or requests a new one.", "type": "boolean" } }, "type": "object" }, "outputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "additionalProperties": false, "properties": { "result": { "description": "Dreamlit MCP result. success responses contain data and appUrls when relevant; auth_required, clarification_required, confirmation_required, handoff_required, and error responses explain the next action.", "oneOf": [ { "additionalProperties": false, "properties": { "data": { "additionalProperties": {}, "propertyNames": { "type": "string" }, "type": "object" }, "status": { "const": "success", "type": "string" } }, "required": [ "status", "data" ], "type": "object" }, { "additionalProperties": false, "properties": { "auth": { "additionalProperties": false, "properties": { "reason": { "type": "string" } }, "required": [ "reason" ], "type": "object" }, "message": { "type": "string" }, "status": { "const": "auth_required", "type": "string" } }, "required": [ "status", "message" ], "type": "object" }, { "additionalProperties": false, "properties": { "clarification": { "anyOf": [ { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "workflows" ], "type": "object" }, "assistantMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "chatSessionId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "userMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "message", "workflowId", "projectId", "orgId", "chatSessionId", "userMessageId", "assistantMessageId", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "kind": { "const": "test_message_selection", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "testableMessages": { "items": { "additionalProperties": false, "properties": { "description": { "type": "string" }, "destination": { "type": "string" }, "label": { "type": "string" }, "messageType": { "enum": [ "email", "slack" ], "type": "string" }, "requiresRecipient": { "type": "boolean" }, "testTargetId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "testTargetId", "messageType", "label", "requiresRecipient" ], "type": "object" }, "minItems": 2, "type": "array" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "testableMessages", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "inProgressRunCount": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "kind": { "const": "unpublish_in_progress_runs", "type": "string" }, "message": { "type": "string" }, "options": { "items": { "additionalProperties": false, "properties": { "inProgressRuns": { "enum": [ "stop", "let_finish" ], "type": "string" }, "label": { "type": "string" }, "recommended": { "type": "boolean" } }, "required": [ "inProgressRuns", "label", "recommended" ], "type": "object" }, "type": "array" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "inProgressRunCount", "options", "appUrls" ], "type": "object" } ] }, "status": { "const": "clarification_required", "type": "string" } }, "required": [ "status", "clarification" ], "type": "object" }, { "additionalProperties": false, "properties": { "confirmation": { "anyOf": [ { "additionalProperties": false, "properties": { "action": { "const": "confirm_publish", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "expectedEditableVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Editable version id returned by prepare_publish, used as a safety check." }, "expectedPublishedVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Published version id returned by prepare_publish, used as a safety check." }, "expectedUpdatedAtIso": { "anyOf": [ { "format": "date-time", "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$", "type": "string" }, { "type": "null" } ], "description": "Workflow updatedAt timestamp returned by prepare_publish, used as a safety check." }, "isSandboxed": { "description": "Whether to publish in sandbox mode so notifications are held for inspection.", "type": "boolean" }, "workflowId": { "description": "Workflow id to publish.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId" ], "type": "object" }, "kind": { "const": "publish", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "summary", "warnings" ], "type": "object" }, { "additionalProperties": false, "properties": { "action": { "const": "send_workflow_test", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "confirmSend": { "const": true, "type": "boolean" }, "messageType": { "description": "Optional message type filter when selecting a draft message to test.", "enum": [ "email", "slack" ], "type": "string" }, "rowData": { "additionalProperties": {}, "description": "Optional sample data for rendering draft message variables during the test. If omitted, Dreamlit uses the same default preview data as the web builder when available.", "propertyNames": { "type": "string" }, "type": "object" }, "testRecipientEmail": { "description": "Optional recipient for email tests. If omitted, Dreamlit sends to the authenticated user's email address.", "format": "email", "pattern": "^(?!\\.)(?!.*\\.\\.)([A-Za-z0-9_'+\\-\\.]*)[A-Za-z0-9_+-]@([A-Za-z0-9][A-Za-z0-9\\-]*\\.)+[A-Za-z]{2,}$", "type": "string" }, "testTargetId": { "description": "Structured test target id from testableMessages. Do not show this id to users; ask them to choose by message label.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "description": "Workflow id whose editable draft message should be tested.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId", "confirmSend" ], "type": "object" }, "kind": { "const": "send_workflow_test", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "appUrls", "summary", "warnings" ], "type": "object" } ] }, "status": { "const": "confirmation_required", "type": "string" } }, "required": [ "status", "confirmation" ], "type": "object" }, { "additionalProperties": false, "properties": { "handoff": { "additionalProperties": false, "properties": { "blocker": { "additionalProperties": false, "description": "Why Dreamlit stopped before finishing the draft. Changes counted in appliedActionCount are already saved.", "properties": { "appliedActionCount": { "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "code": { "description": "step_needs_detail: answer `detail` in a follow-up create_or_update_workflow call with the same workflowId. step_not_editable: change a different step instead. step_not_built: retry once, then finish in the browser. request_unclear: describe the change in more detail and retry.", "enum": [ "step_needs_detail", "step_not_editable", "step_not_built", "request_unclear" ], "type": "string" }, "detail": { "description": "The specific missing detail or blocking rule, in plain language.", "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "database_trigger", "broadcast_trigger", "repeating_trigger", "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "code", "detail", "appliedActionCount" ], "type": "object" }, "instructions": { "items": { "type": "string" }, "type": "array" }, "kind": { "const": "browser", "type": "string" }, "message": { "type": "string" }, "reason": { "type": "string" }, "url": { "format": "uri", "type": "string" } }, "required": [ "kind", "reason", "message", "url", "instructions" ], "type": "object" }, "status": { "const": "handoff_required", "type": "string" } }, "required": [ "status", "handoff" ], "type": "object" }, { "additionalProperties": false, "properties": { "billingUrl": { "description": "quota_exceeded or plan_upgrade_required: page where a workspace admin can buy AI credits or upgrade the plan.", "format": "uri", "type": "string" }, "code": { "type": "string" }, "helpUrl": { "description": "Guide or support contact for resolving the problem in the message.", "format": "uri", "type": "string" }, "message": { "type": "string" }, "resetAt": { "description": "quota_exceeded: when this month's AI usage resets (ISO 8601).", "type": "string" }, "retryAfterSeconds": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "status": { "const": "error", "type": "string" }, "stepEdits": { "description": "edit_workflow_steps: what happened to each edit when none could be applied.", "items": { "additionalProperties": false, "properties": { "changedFields": { "items": { "type": "string" }, "type": "array" }, "error": { "additionalProperties": false, "properties": { "code": { "description": "step_not_found: get fresh step ids from get_workflow_and_preview_url. step_not_editable: triggers can't be edited here; use create_or_update_workflow. field_not_for_step_type: send only fields for that step's type. duplicate_step: combine edits to one step. invalid_value: fix the value as the message says. query_failed: fix the SQL. query_drops_used_fields: keep returning fields, or edit the steps that use them in the same call. related_edit_failed: a related edit in this call (a SQL edit above or below this step) failed; fix it and send both again. save_failed: try again.", "enum": [ "step_not_found", "step_not_editable", "field_not_for_step_type", "duplicate_step", "invalid_value", "query_failed", "query_drops_used_fields", "related_edit_failed", "save_failed" ], "type": "string" }, "fields": { "description": "query_drops_used_fields: fields later steps still use that the new query no longer returns.", "items": { "type": "string" }, "type": "array" }, "message": { "type": "string" } }, "required": [ "code", "message" ], "type": "object" }, "index": { "description": "Position of the edit in the request.", "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "status": { "enum": [ "applied", "failed" ], "type": "string" }, "stepId": { "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "index", "stepId", "status", "changedFields" ], "type": "object" }, "type": "array" }, "unreadableTables": { "description": "table_rows_hidden_by_rls: tables Dreamlit can see but not read rows from, each with fixSql that adds Dreamlit's read policy. Run fixSql, or ask the user to run it, in the Supabase SQL editor, then try again.", "items": { "additionalProperties": false, "properties": { "fixSql": { "type": "string" }, "schema": { "type": "string" }, "table": { "type": "string" } }, "required": [ "schema", "table", "fixSql" ], "type": "object" }, "type": "array" } }, "required": [ "status", "message" ], "type": "object" } ] } }, "required": [ "result" ], "type": "object" }, "annotations": { "destructiveHint": false, "idempotentHint": false, "openWorldHint": false, "readOnlyHint": false, "title": "Get lifecycle report" } }, { "name": "get_recommendations", "title": "Get recommendations", "description": "Side effect: creates a preparation request when no report is ready or refresh is true and the latest report became ready more than 24 hours ago; repeat calls reuse an open request. Pass refresh: true only when the user asks for a new report; when checking on a pending report, call without refresh. Use for Dreamlit's prioritized recommendations on which emails or workflows to add and what to fix or change in existing ones. Available on Pro and Scale plans only. Reports are prepared by Dreamlit's agents and reviewed by our team. Returns a ready report or a processing state while Dreamlit prepares it; check back later. The requester is also emailed when ready. Does not return raw notification analytics; use get_analytics for that.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "projectId": { "description": "Project id. Optional when a personal token pins the project or exactly one project is available in the approved workspace.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "refresh": { "description": "Pass refresh: true only when the user asks for a new report; when checking on a pending report, call without refresh. Reuses an open request, otherwise returns the latest report if it was ready within the last 24 hours, or requests a new one.", "type": "boolean" } }, "type": "object" }, "outputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "additionalProperties": false, "properties": { "result": { "description": "Dreamlit MCP result. success responses contain data and appUrls when relevant; auth_required, clarification_required, confirmation_required, handoff_required, and error responses explain the next action.", "oneOf": [ { "additionalProperties": false, "properties": { "data": { "additionalProperties": {}, "propertyNames": { "type": "string" }, "type": "object" }, "status": { "const": "success", "type": "string" } }, "required": [ "status", "data" ], "type": "object" }, { "additionalProperties": false, "properties": { "auth": { "additionalProperties": false, "properties": { "reason": { "type": "string" } }, "required": [ "reason" ], "type": "object" }, "message": { "type": "string" }, "status": { "const": "auth_required", "type": "string" } }, "required": [ "status", "message" ], "type": "object" }, { "additionalProperties": false, "properties": { "clarification": { "anyOf": [ { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "workflows" ], "type": "object" }, "assistantMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "chatSessionId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "userMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "message", "workflowId", "projectId", "orgId", "chatSessionId", "userMessageId", "assistantMessageId", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "kind": { "const": "test_message_selection", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "testableMessages": { "items": { "additionalProperties": false, "properties": { "description": { "type": "string" }, "destination": { "type": "string" }, "label": { "type": "string" }, "messageType": { "enum": [ "email", "slack" ], "type": "string" }, "requiresRecipient": { "type": "boolean" }, "testTargetId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "testTargetId", "messageType", "label", "requiresRecipient" ], "type": "object" }, "minItems": 2, "type": "array" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "testableMessages", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "inProgressRunCount": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "kind": { "const": "unpublish_in_progress_runs", "type": "string" }, "message": { "type": "string" }, "options": { "items": { "additionalProperties": false, "properties": { "inProgressRuns": { "enum": [ "stop", "let_finish" ], "type": "string" }, "label": { "type": "string" }, "recommended": { "type": "boolean" } }, "required": [ "inProgressRuns", "label", "recommended" ], "type": "object" }, "type": "array" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "inProgressRunCount", "options", "appUrls" ], "type": "object" } ] }, "status": { "const": "clarification_required", "type": "string" } }, "required": [ "status", "clarification" ], "type": "object" }, { "additionalProperties": false, "properties": { "confirmation": { "anyOf": [ { "additionalProperties": false, "properties": { "action": { "const": "confirm_publish", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "expectedEditableVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Editable version id returned by prepare_publish, used as a safety check." }, "expectedPublishedVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Published version id returned by prepare_publish, used as a safety check." }, "expectedUpdatedAtIso": { "anyOf": [ { "format": "date-time", "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$", "type": "string" }, { "type": "null" } ], "description": "Workflow updatedAt timestamp returned by prepare_publish, used as a safety check." }, "isSandboxed": { "description": "Whether to publish in sandbox mode so notifications are held for inspection.", "type": "boolean" }, "workflowId": { "description": "Workflow id to publish.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId" ], "type": "object" }, "kind": { "const": "publish", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "summary", "warnings" ], "type": "object" }, { "additionalProperties": false, "properties": { "action": { "const": "send_workflow_test", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "confirmSend": { "const": true, "type": "boolean" }, "messageType": { "description": "Optional message type filter when selecting a draft message to test.", "enum": [ "email", "slack" ], "type": "string" }, "rowData": { "additionalProperties": {}, "description": "Optional sample data for rendering draft message variables during the test. If omitted, Dreamlit uses the same default preview data as the web builder when available.", "propertyNames": { "type": "string" }, "type": "object" }, "testRecipientEmail": { "description": "Optional recipient for email tests. If omitted, Dreamlit sends to the authenticated user's email address.", "format": "email", "pattern": "^(?!\\.)(?!.*\\.\\.)([A-Za-z0-9_'+\\-\\.]*)[A-Za-z0-9_+-]@([A-Za-z0-9][A-Za-z0-9\\-]*\\.)+[A-Za-z]{2,}$", "type": "string" }, "testTargetId": { "description": "Structured test target id from testableMessages. Do not show this id to users; ask them to choose by message label.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "description": "Workflow id whose editable draft message should be tested.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId", "confirmSend" ], "type": "object" }, "kind": { "const": "send_workflow_test", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "appUrls", "summary", "warnings" ], "type": "object" } ] }, "status": { "const": "confirmation_required", "type": "string" } }, "required": [ "status", "confirmation" ], "type": "object" }, { "additionalProperties": false, "properties": { "handoff": { "additionalProperties": false, "properties": { "blocker": { "additionalProperties": false, "description": "Why Dreamlit stopped before finishing the draft. Changes counted in appliedActionCount are already saved.", "properties": { "appliedActionCount": { "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "code": { "description": "step_needs_detail: answer `detail` in a follow-up create_or_update_workflow call with the same workflowId. step_not_editable: change a different step instead. step_not_built: retry once, then finish in the browser. request_unclear: describe the change in more detail and retry.", "enum": [ "step_needs_detail", "step_not_editable", "step_not_built", "request_unclear" ], "type": "string" }, "detail": { "description": "The specific missing detail or blocking rule, in plain language.", "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "database_trigger", "broadcast_trigger", "repeating_trigger", "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "code", "detail", "appliedActionCount" ], "type": "object" }, "instructions": { "items": { "type": "string" }, "type": "array" }, "kind": { "const": "browser", "type": "string" }, "message": { "type": "string" }, "reason": { "type": "string" }, "url": { "format": "uri", "type": "string" } }, "required": [ "kind", "reason", "message", "url", "instructions" ], "type": "object" }, "status": { "const": "handoff_required", "type": "string" } }, "required": [ "status", "handoff" ], "type": "object" }, { "additionalProperties": false, "properties": { "billingUrl": { "description": "quota_exceeded or plan_upgrade_required: page where a workspace admin can buy AI credits or upgrade the plan.", "format": "uri", "type": "string" }, "code": { "type": "string" }, "helpUrl": { "description": "Guide or support contact for resolving the problem in the message.", "format": "uri", "type": "string" }, "message": { "type": "string" }, "resetAt": { "description": "quota_exceeded: when this month's AI usage resets (ISO 8601).", "type": "string" }, "retryAfterSeconds": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "status": { "const": "error", "type": "string" }, "stepEdits": { "description": "edit_workflow_steps: what happened to each edit when none could be applied.", "items": { "additionalProperties": false, "properties": { "changedFields": { "items": { "type": "string" }, "type": "array" }, "error": { "additionalProperties": false, "properties": { "code": { "description": "step_not_found: get fresh step ids from get_workflow_and_preview_url. step_not_editable: triggers can't be edited here; use create_or_update_workflow. field_not_for_step_type: send only fields for that step's type. duplicate_step: combine edits to one step. invalid_value: fix the value as the message says. query_failed: fix the SQL. query_drops_used_fields: keep returning fields, or edit the steps that use them in the same call. related_edit_failed: a related edit in this call (a SQL edit above or below this step) failed; fix it and send both again. save_failed: try again.", "enum": [ "step_not_found", "step_not_editable", "field_not_for_step_type", "duplicate_step", "invalid_value", "query_failed", "query_drops_used_fields", "related_edit_failed", "save_failed" ], "type": "string" }, "fields": { "description": "query_drops_used_fields: fields later steps still use that the new query no longer returns.", "items": { "type": "string" }, "type": "array" }, "message": { "type": "string" } }, "required": [ "code", "message" ], "type": "object" }, "index": { "description": "Position of the edit in the request.", "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "status": { "enum": [ "applied", "failed" ], "type": "string" }, "stepId": { "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "index", "stepId", "status", "changedFields" ], "type": "object" }, "type": "array" }, "unreadableTables": { "description": "table_rows_hidden_by_rls: tables Dreamlit can see but not read rows from, each with fixSql that adds Dreamlit's read policy. Run fixSql, or ask the user to run it, in the Supabase SQL editor, then try again.", "items": { "additionalProperties": false, "properties": { "fixSql": { "type": "string" }, "schema": { "type": "string" }, "table": { "type": "string" } }, "required": [ "schema", "table", "fixSql" ], "type": "object" }, "type": "array" } }, "required": [ "status", "message" ], "type": "object" } ] } }, "required": [ "result" ], "type": "object" }, "annotations": { "destructiveHint": false, "idempotentHint": false, "openWorldHint": false, "readOnlyHint": false, "title": "Get recommendations" } }, { "name": "send_workflow_test", "title": "Send workflow test", "description": "Side effect when confirmSend is true: sends one current draft email or Slack message for review, but does not publish, schedule, or edit the workflow. Use after authoring or inspection when the user wants to verify an important message before publishing. Returns sent-test details, app URLs, a confirmation request, or a clarification request with user-facing message choices. If the test has no data because row level security hides a source table's rows from Dreamlit, returns error code table_rows_hidden_by_rls with unreadableTables[].fixSql to run, or ask the user to run, in the Supabase SQL editor. Do not expose test target ids as copy; ask users to choose by message label and confirm before sending.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "confirmSend": { "description": "Set to true only after the user explicitly confirms sending this selected test message. If omitted or false, Dreamlit returns confirmation_required and does not send.", "type": "boolean" }, "messageType": { "description": "Optional message type filter when selecting a draft message to test.", "enum": [ "email", "slack" ], "type": "string" }, "rowData": { "additionalProperties": {}, "description": "Optional sample data for rendering draft message variables during the test. If omitted, Dreamlit uses the same default preview data as the web builder when available.", "propertyNames": { "type": "string" }, "type": "object" }, "testRecipientEmail": { "description": "Optional recipient for email tests. If omitted, Dreamlit sends to the authenticated user's email address.", "format": "email", "pattern": "^(?!\\.)(?!.*\\.\\.)([A-Za-z0-9_'+\\-\\.]*)[A-Za-z0-9_+-]@([A-Za-z0-9][A-Za-z0-9\\-]*\\.)+[A-Za-z]{2,}$", "type": "string" }, "testTargetId": { "description": "Structured test target id from testableMessages. Do not show this id to users; ask them to choose by message label.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "description": "Workflow id whose editable draft message should be tested.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId" ], "type": "object" }, "outputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "additionalProperties": false, "properties": { "result": { "description": "Dreamlit MCP result. success responses contain data and appUrls when relevant; auth_required, clarification_required, confirmation_required, handoff_required, and error responses explain the next action.", "oneOf": [ { "additionalProperties": false, "properties": { "data": { "additionalProperties": {}, "propertyNames": { "type": "string" }, "type": "object" }, "status": { "const": "success", "type": "string" } }, "required": [ "status", "data" ], "type": "object" }, { "additionalProperties": false, "properties": { "auth": { "additionalProperties": false, "properties": { "reason": { "type": "string" } }, "required": [ "reason" ], "type": "object" }, "message": { "type": "string" }, "status": { "const": "auth_required", "type": "string" } }, "required": [ "status", "message" ], "type": "object" }, { "additionalProperties": false, "properties": { "clarification": { "anyOf": [ { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "workflows" ], "type": "object" }, "assistantMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "chatSessionId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "userMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "message", "workflowId", "projectId", "orgId", "chatSessionId", "userMessageId", "assistantMessageId", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "kind": { "const": "test_message_selection", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "testableMessages": { "items": { "additionalProperties": false, "properties": { "description": { "type": "string" }, "destination": { "type": "string" }, "label": { "type": "string" }, "messageType": { "enum": [ "email", "slack" ], "type": "string" }, "requiresRecipient": { "type": "boolean" }, "testTargetId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "testTargetId", "messageType", "label", "requiresRecipient" ], "type": "object" }, "minItems": 2, "type": "array" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "testableMessages", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "inProgressRunCount": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "kind": { "const": "unpublish_in_progress_runs", "type": "string" }, "message": { "type": "string" }, "options": { "items": { "additionalProperties": false, "properties": { "inProgressRuns": { "enum": [ "stop", "let_finish" ], "type": "string" }, "label": { "type": "string" }, "recommended": { "type": "boolean" } }, "required": [ "inProgressRuns", "label", "recommended" ], "type": "object" }, "type": "array" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "inProgressRunCount", "options", "appUrls" ], "type": "object" } ] }, "status": { "const": "clarification_required", "type": "string" } }, "required": [ "status", "clarification" ], "type": "object" }, { "additionalProperties": false, "properties": { "confirmation": { "anyOf": [ { "additionalProperties": false, "properties": { "action": { "const": "confirm_publish", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "expectedEditableVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Editable version id returned by prepare_publish, used as a safety check." }, "expectedPublishedVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Published version id returned by prepare_publish, used as a safety check." }, "expectedUpdatedAtIso": { "anyOf": [ { "format": "date-time", "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$", "type": "string" }, { "type": "null" } ], "description": "Workflow updatedAt timestamp returned by prepare_publish, used as a safety check." }, "isSandboxed": { "description": "Whether to publish in sandbox mode so notifications are held for inspection.", "type": "boolean" }, "workflowId": { "description": "Workflow id to publish.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId" ], "type": "object" }, "kind": { "const": "publish", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "summary", "warnings" ], "type": "object" }, { "additionalProperties": false, "properties": { "action": { "const": "send_workflow_test", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "confirmSend": { "const": true, "type": "boolean" }, "messageType": { "description": "Optional message type filter when selecting a draft message to test.", "enum": [ "email", "slack" ], "type": "string" }, "rowData": { "additionalProperties": {}, "description": "Optional sample data for rendering draft message variables during the test. If omitted, Dreamlit uses the same default preview data as the web builder when available.", "propertyNames": { "type": "string" }, "type": "object" }, "testRecipientEmail": { "description": "Optional recipient for email tests. If omitted, Dreamlit sends to the authenticated user's email address.", "format": "email", "pattern": "^(?!\\.)(?!.*\\.\\.)([A-Za-z0-9_'+\\-\\.]*)[A-Za-z0-9_+-]@([A-Za-z0-9][A-Za-z0-9\\-]*\\.)+[A-Za-z]{2,}$", "type": "string" }, "testTargetId": { "description": "Structured test target id from testableMessages. Do not show this id to users; ask them to choose by message label.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "description": "Workflow id whose editable draft message should be tested.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId", "confirmSend" ], "type": "object" }, "kind": { "const": "send_workflow_test", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "appUrls", "summary", "warnings" ], "type": "object" } ] }, "status": { "const": "confirmation_required", "type": "string" } }, "required": [ "status", "confirmation" ], "type": "object" }, { "additionalProperties": false, "properties": { "handoff": { "additionalProperties": false, "properties": { "blocker": { "additionalProperties": false, "description": "Why Dreamlit stopped before finishing the draft. Changes counted in appliedActionCount are already saved.", "properties": { "appliedActionCount": { "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "code": { "description": "step_needs_detail: answer `detail` in a follow-up create_or_update_workflow call with the same workflowId. step_not_editable: change a different step instead. step_not_built: retry once, then finish in the browser. request_unclear: describe the change in more detail and retry.", "enum": [ "step_needs_detail", "step_not_editable", "step_not_built", "request_unclear" ], "type": "string" }, "detail": { "description": "The specific missing detail or blocking rule, in plain language.", "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "database_trigger", "broadcast_trigger", "repeating_trigger", "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "code", "detail", "appliedActionCount" ], "type": "object" }, "instructions": { "items": { "type": "string" }, "type": "array" }, "kind": { "const": "browser", "type": "string" }, "message": { "type": "string" }, "reason": { "type": "string" }, "url": { "format": "uri", "type": "string" } }, "required": [ "kind", "reason", "message", "url", "instructions" ], "type": "object" }, "status": { "const": "handoff_required", "type": "string" } }, "required": [ "status", "handoff" ], "type": "object" }, { "additionalProperties": false, "properties": { "billingUrl": { "description": "quota_exceeded or plan_upgrade_required: page where a workspace admin can buy AI credits or upgrade the plan.", "format": "uri", "type": "string" }, "code": { "type": "string" }, "helpUrl": { "description": "Guide or support contact for resolving the problem in the message.", "format": "uri", "type": "string" }, "message": { "type": "string" }, "resetAt": { "description": "quota_exceeded: when this month's AI usage resets (ISO 8601).", "type": "string" }, "retryAfterSeconds": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "status": { "const": "error", "type": "string" }, "stepEdits": { "description": "edit_workflow_steps: what happened to each edit when none could be applied.", "items": { "additionalProperties": false, "properties": { "changedFields": { "items": { "type": "string" }, "type": "array" }, "error": { "additionalProperties": false, "properties": { "code": { "description": "step_not_found: get fresh step ids from get_workflow_and_preview_url. step_not_editable: triggers can't be edited here; use create_or_update_workflow. field_not_for_step_type: send only fields for that step's type. duplicate_step: combine edits to one step. invalid_value: fix the value as the message says. query_failed: fix the SQL. query_drops_used_fields: keep returning fields, or edit the steps that use them in the same call. related_edit_failed: a related edit in this call (a SQL edit above or below this step) failed; fix it and send both again. save_failed: try again.", "enum": [ "step_not_found", "step_not_editable", "field_not_for_step_type", "duplicate_step", "invalid_value", "query_failed", "query_drops_used_fields", "related_edit_failed", "save_failed" ], "type": "string" }, "fields": { "description": "query_drops_used_fields: fields later steps still use that the new query no longer returns.", "items": { "type": "string" }, "type": "array" }, "message": { "type": "string" } }, "required": [ "code", "message" ], "type": "object" }, "index": { "description": "Position of the edit in the request.", "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "status": { "enum": [ "applied", "failed" ], "type": "string" }, "stepId": { "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "index", "stepId", "status", "changedFields" ], "type": "object" }, "type": "array" }, "unreadableTables": { "description": "table_rows_hidden_by_rls: tables Dreamlit can see but not read rows from, each with fixSql that adds Dreamlit's read policy. Run fixSql, or ask the user to run it, in the Supabase SQL editor, then try again.", "items": { "additionalProperties": false, "properties": { "fixSql": { "type": "string" }, "schema": { "type": "string" }, "table": { "type": "string" } }, "required": [ "schema", "table", "fixSql" ], "type": "object" }, "type": "array" } }, "required": [ "status", "message" ], "type": "object" } ] } }, "required": [ "result" ], "type": "object" }, "annotations": { "destructiveHint": false, "idempotentHint": false, "openWorldHint": false, "readOnlyHint": false, "title": "Send workflow test" } }, { "name": "prepare_publish", "title": "Prepare publish", "description": "Read-only validation step before publishing. Use after the user asks to publish and after inspecting the workflow if needed. Returns validation status, publish mode, preview URL, and a confirmation payload with version/timestamp safety checks for confirm_publish. Does not publish or schedule anything by itself.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "workflowId": { "description": "Workflow id to validate and prepare for explicit publish approval.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId" ], "type": "object" }, "outputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "additionalProperties": false, "properties": { "result": { "description": "Dreamlit MCP result. success responses contain data and appUrls when relevant; auth_required, clarification_required, confirmation_required, handoff_required, and error responses explain the next action.", "oneOf": [ { "additionalProperties": false, "properties": { "data": { "additionalProperties": {}, "propertyNames": { "type": "string" }, "type": "object" }, "status": { "const": "success", "type": "string" } }, "required": [ "status", "data" ], "type": "object" }, { "additionalProperties": false, "properties": { "auth": { "additionalProperties": false, "properties": { "reason": { "type": "string" } }, "required": [ "reason" ], "type": "object" }, "message": { "type": "string" }, "status": { "const": "auth_required", "type": "string" } }, "required": [ "status", "message" ], "type": "object" }, { "additionalProperties": false, "properties": { "clarification": { "anyOf": [ { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "workflows" ], "type": "object" }, "assistantMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "chatSessionId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "userMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "message", "workflowId", "projectId", "orgId", "chatSessionId", "userMessageId", "assistantMessageId", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "kind": { "const": "test_message_selection", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "testableMessages": { "items": { "additionalProperties": false, "properties": { "description": { "type": "string" }, "destination": { "type": "string" }, "label": { "type": "string" }, "messageType": { "enum": [ "email", "slack" ], "type": "string" }, "requiresRecipient": { "type": "boolean" }, "testTargetId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "testTargetId", "messageType", "label", "requiresRecipient" ], "type": "object" }, "minItems": 2, "type": "array" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "testableMessages", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "inProgressRunCount": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "kind": { "const": "unpublish_in_progress_runs", "type": "string" }, "message": { "type": "string" }, "options": { "items": { "additionalProperties": false, "properties": { "inProgressRuns": { "enum": [ "stop", "let_finish" ], "type": "string" }, "label": { "type": "string" }, "recommended": { "type": "boolean" } }, "required": [ "inProgressRuns", "label", "recommended" ], "type": "object" }, "type": "array" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "inProgressRunCount", "options", "appUrls" ], "type": "object" } ] }, "status": { "const": "clarification_required", "type": "string" } }, "required": [ "status", "clarification" ], "type": "object" }, { "additionalProperties": false, "properties": { "confirmation": { "anyOf": [ { "additionalProperties": false, "properties": { "action": { "const": "confirm_publish", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "expectedEditableVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Editable version id returned by prepare_publish, used as a safety check." }, "expectedPublishedVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Published version id returned by prepare_publish, used as a safety check." }, "expectedUpdatedAtIso": { "anyOf": [ { "format": "date-time", "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$", "type": "string" }, { "type": "null" } ], "description": "Workflow updatedAt timestamp returned by prepare_publish, used as a safety check." }, "isSandboxed": { "description": "Whether to publish in sandbox mode so notifications are held for inspection.", "type": "boolean" }, "workflowId": { "description": "Workflow id to publish.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId" ], "type": "object" }, "kind": { "const": "publish", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "summary", "warnings" ], "type": "object" }, { "additionalProperties": false, "properties": { "action": { "const": "send_workflow_test", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "confirmSend": { "const": true, "type": "boolean" }, "messageType": { "description": "Optional message type filter when selecting a draft message to test.", "enum": [ "email", "slack" ], "type": "string" }, "rowData": { "additionalProperties": {}, "description": "Optional sample data for rendering draft message variables during the test. If omitted, Dreamlit uses the same default preview data as the web builder when available.", "propertyNames": { "type": "string" }, "type": "object" }, "testRecipientEmail": { "description": "Optional recipient for email tests. If omitted, Dreamlit sends to the authenticated user's email address.", "format": "email", "pattern": "^(?!\\.)(?!.*\\.\\.)([A-Za-z0-9_'+\\-\\.]*)[A-Za-z0-9_+-]@([A-Za-z0-9][A-Za-z0-9\\-]*\\.)+[A-Za-z]{2,}$", "type": "string" }, "testTargetId": { "description": "Structured test target id from testableMessages. Do not show this id to users; ask them to choose by message label.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "description": "Workflow id whose editable draft message should be tested.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId", "confirmSend" ], "type": "object" }, "kind": { "const": "send_workflow_test", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "appUrls", "summary", "warnings" ], "type": "object" } ] }, "status": { "const": "confirmation_required", "type": "string" } }, "required": [ "status", "confirmation" ], "type": "object" }, { "additionalProperties": false, "properties": { "handoff": { "additionalProperties": false, "properties": { "blocker": { "additionalProperties": false, "description": "Why Dreamlit stopped before finishing the draft. Changes counted in appliedActionCount are already saved.", "properties": { "appliedActionCount": { "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "code": { "description": "step_needs_detail: answer `detail` in a follow-up create_or_update_workflow call with the same workflowId. step_not_editable: change a different step instead. step_not_built: retry once, then finish in the browser. request_unclear: describe the change in more detail and retry.", "enum": [ "step_needs_detail", "step_not_editable", "step_not_built", "request_unclear" ], "type": "string" }, "detail": { "description": "The specific missing detail or blocking rule, in plain language.", "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "database_trigger", "broadcast_trigger", "repeating_trigger", "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "code", "detail", "appliedActionCount" ], "type": "object" }, "instructions": { "items": { "type": "string" }, "type": "array" }, "kind": { "const": "browser", "type": "string" }, "message": { "type": "string" }, "reason": { "type": "string" }, "url": { "format": "uri", "type": "string" } }, "required": [ "kind", "reason", "message", "url", "instructions" ], "type": "object" }, "status": { "const": "handoff_required", "type": "string" } }, "required": [ "status", "handoff" ], "type": "object" }, { "additionalProperties": false, "properties": { "billingUrl": { "description": "quota_exceeded or plan_upgrade_required: page where a workspace admin can buy AI credits or upgrade the plan.", "format": "uri", "type": "string" }, "code": { "type": "string" }, "helpUrl": { "description": "Guide or support contact for resolving the problem in the message.", "format": "uri", "type": "string" }, "message": { "type": "string" }, "resetAt": { "description": "quota_exceeded: when this month's AI usage resets (ISO 8601).", "type": "string" }, "retryAfterSeconds": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "status": { "const": "error", "type": "string" }, "stepEdits": { "description": "edit_workflow_steps: what happened to each edit when none could be applied.", "items": { "additionalProperties": false, "properties": { "changedFields": { "items": { "type": "string" }, "type": "array" }, "error": { "additionalProperties": false, "properties": { "code": { "description": "step_not_found: get fresh step ids from get_workflow_and_preview_url. step_not_editable: triggers can't be edited here; use create_or_update_workflow. field_not_for_step_type: send only fields for that step's type. duplicate_step: combine edits to one step. invalid_value: fix the value as the message says. query_failed: fix the SQL. query_drops_used_fields: keep returning fields, or edit the steps that use them in the same call. related_edit_failed: a related edit in this call (a SQL edit above or below this step) failed; fix it and send both again. save_failed: try again.", "enum": [ "step_not_found", "step_not_editable", "field_not_for_step_type", "duplicate_step", "invalid_value", "query_failed", "query_drops_used_fields", "related_edit_failed", "save_failed" ], "type": "string" }, "fields": { "description": "query_drops_used_fields: fields later steps still use that the new query no longer returns.", "items": { "type": "string" }, "type": "array" }, "message": { "type": "string" } }, "required": [ "code", "message" ], "type": "object" }, "index": { "description": "Position of the edit in the request.", "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "status": { "enum": [ "applied", "failed" ], "type": "string" }, "stepId": { "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "index", "stepId", "status", "changedFields" ], "type": "object" }, "type": "array" }, "unreadableTables": { "description": "table_rows_hidden_by_rls: tables Dreamlit can see but not read rows from, each with fixSql that adds Dreamlit's read policy. Run fixSql, or ask the user to run it, in the Supabase SQL editor, then try again.", "items": { "additionalProperties": false, "properties": { "fixSql": { "type": "string" }, "schema": { "type": "string" }, "table": { "type": "string" } }, "required": [ "schema", "table", "fixSql" ], "type": "object" }, "type": "array" } }, "required": [ "status", "message" ], "type": "object" } ] } }, "required": [ "result" ], "type": "object" }, "annotations": { "destructiveHint": false, "idempotentHint": true, "openWorldHint": false, "readOnlyHint": true, "title": "Prepare publish" } }, { "name": "confirm_publish", "title": "Confirm publish", "description": "Use only after explicit user confirmation and a prior prepare_publish result to publish or schedule a Dreamlit workflow. Side effect: installs live database/repeating/auth triggers, schedules or sends broadcasts, and may enable notification delivery; sandbox mode can hold notifications for inspection. Returns the published workflow status and app URLs. Do not call speculatively or without carrying forward the prepare_publish safety fields.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "expectedEditableVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Editable version id returned by prepare_publish, used as a safety check." }, "expectedPublishedVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Published version id returned by prepare_publish, used as a safety check." }, "expectedUpdatedAtIso": { "anyOf": [ { "format": "date-time", "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$", "type": "string" }, { "type": "null" } ], "description": "Workflow updatedAt timestamp returned by prepare_publish, used as a safety check." }, "isSandboxed": { "description": "Whether to publish in sandbox mode so notifications are held for inspection.", "type": "boolean" }, "workflowId": { "description": "Workflow id to publish.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId" ], "type": "object" }, "outputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "additionalProperties": false, "properties": { "result": { "description": "Dreamlit MCP result. success responses contain data and appUrls when relevant; auth_required, clarification_required, confirmation_required, handoff_required, and error responses explain the next action.", "oneOf": [ { "additionalProperties": false, "properties": { "data": { "additionalProperties": {}, "propertyNames": { "type": "string" }, "type": "object" }, "status": { "const": "success", "type": "string" } }, "required": [ "status", "data" ], "type": "object" }, { "additionalProperties": false, "properties": { "auth": { "additionalProperties": false, "properties": { "reason": { "type": "string" } }, "required": [ "reason" ], "type": "object" }, "message": { "type": "string" }, "status": { "const": "auth_required", "type": "string" } }, "required": [ "status", "message" ], "type": "object" }, { "additionalProperties": false, "properties": { "clarification": { "anyOf": [ { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "workflows" ], "type": "object" }, "assistantMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "chatSessionId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "userMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "message", "workflowId", "projectId", "orgId", "chatSessionId", "userMessageId", "assistantMessageId", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "kind": { "const": "test_message_selection", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "testableMessages": { "items": { "additionalProperties": false, "properties": { "description": { "type": "string" }, "destination": { "type": "string" }, "label": { "type": "string" }, "messageType": { "enum": [ "email", "slack" ], "type": "string" }, "requiresRecipient": { "type": "boolean" }, "testTargetId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "testTargetId", "messageType", "label", "requiresRecipient" ], "type": "object" }, "minItems": 2, "type": "array" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "testableMessages", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "inProgressRunCount": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "kind": { "const": "unpublish_in_progress_runs", "type": "string" }, "message": { "type": "string" }, "options": { "items": { "additionalProperties": false, "properties": { "inProgressRuns": { "enum": [ "stop", "let_finish" ], "type": "string" }, "label": { "type": "string" }, "recommended": { "type": "boolean" } }, "required": [ "inProgressRuns", "label", "recommended" ], "type": "object" }, "type": "array" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "inProgressRunCount", "options", "appUrls" ], "type": "object" } ] }, "status": { "const": "clarification_required", "type": "string" } }, "required": [ "status", "clarification" ], "type": "object" }, { "additionalProperties": false, "properties": { "confirmation": { "anyOf": [ { "additionalProperties": false, "properties": { "action": { "const": "confirm_publish", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "expectedEditableVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Editable version id returned by prepare_publish, used as a safety check." }, "expectedPublishedVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Published version id returned by prepare_publish, used as a safety check." }, "expectedUpdatedAtIso": { "anyOf": [ { "format": "date-time", "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$", "type": "string" }, { "type": "null" } ], "description": "Workflow updatedAt timestamp returned by prepare_publish, used as a safety check." }, "isSandboxed": { "description": "Whether to publish in sandbox mode so notifications are held for inspection.", "type": "boolean" }, "workflowId": { "description": "Workflow id to publish.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId" ], "type": "object" }, "kind": { "const": "publish", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "summary", "warnings" ], "type": "object" }, { "additionalProperties": false, "properties": { "action": { "const": "send_workflow_test", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "confirmSend": { "const": true, "type": "boolean" }, "messageType": { "description": "Optional message type filter when selecting a draft message to test.", "enum": [ "email", "slack" ], "type": "string" }, "rowData": { "additionalProperties": {}, "description": "Optional sample data for rendering draft message variables during the test. If omitted, Dreamlit uses the same default preview data as the web builder when available.", "propertyNames": { "type": "string" }, "type": "object" }, "testRecipientEmail": { "description": "Optional recipient for email tests. If omitted, Dreamlit sends to the authenticated user's email address.", "format": "email", "pattern": "^(?!\\.)(?!.*\\.\\.)([A-Za-z0-9_'+\\-\\.]*)[A-Za-z0-9_+-]@([A-Za-z0-9][A-Za-z0-9\\-]*\\.)+[A-Za-z]{2,}$", "type": "string" }, "testTargetId": { "description": "Structured test target id from testableMessages. Do not show this id to users; ask them to choose by message label.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "description": "Workflow id whose editable draft message should be tested.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId", "confirmSend" ], "type": "object" }, "kind": { "const": "send_workflow_test", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "appUrls", "summary", "warnings" ], "type": "object" } ] }, "status": { "const": "confirmation_required", "type": "string" } }, "required": [ "status", "confirmation" ], "type": "object" }, { "additionalProperties": false, "properties": { "handoff": { "additionalProperties": false, "properties": { "blocker": { "additionalProperties": false, "description": "Why Dreamlit stopped before finishing the draft. Changes counted in appliedActionCount are already saved.", "properties": { "appliedActionCount": { "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "code": { "description": "step_needs_detail: answer `detail` in a follow-up create_or_update_workflow call with the same workflowId. step_not_editable: change a different step instead. step_not_built: retry once, then finish in the browser. request_unclear: describe the change in more detail and retry.", "enum": [ "step_needs_detail", "step_not_editable", "step_not_built", "request_unclear" ], "type": "string" }, "detail": { "description": "The specific missing detail or blocking rule, in plain language.", "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "database_trigger", "broadcast_trigger", "repeating_trigger", "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "code", "detail", "appliedActionCount" ], "type": "object" }, "instructions": { "items": { "type": "string" }, "type": "array" }, "kind": { "const": "browser", "type": "string" }, "message": { "type": "string" }, "reason": { "type": "string" }, "url": { "format": "uri", "type": "string" } }, "required": [ "kind", "reason", "message", "url", "instructions" ], "type": "object" }, "status": { "const": "handoff_required", "type": "string" } }, "required": [ "status", "handoff" ], "type": "object" }, { "additionalProperties": false, "properties": { "billingUrl": { "description": "quota_exceeded or plan_upgrade_required: page where a workspace admin can buy AI credits or upgrade the plan.", "format": "uri", "type": "string" }, "code": { "type": "string" }, "helpUrl": { "description": "Guide or support contact for resolving the problem in the message.", "format": "uri", "type": "string" }, "message": { "type": "string" }, "resetAt": { "description": "quota_exceeded: when this month's AI usage resets (ISO 8601).", "type": "string" }, "retryAfterSeconds": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "status": { "const": "error", "type": "string" }, "stepEdits": { "description": "edit_workflow_steps: what happened to each edit when none could be applied.", "items": { "additionalProperties": false, "properties": { "changedFields": { "items": { "type": "string" }, "type": "array" }, "error": { "additionalProperties": false, "properties": { "code": { "description": "step_not_found: get fresh step ids from get_workflow_and_preview_url. step_not_editable: triggers can't be edited here; use create_or_update_workflow. field_not_for_step_type: send only fields for that step's type. duplicate_step: combine edits to one step. invalid_value: fix the value as the message says. query_failed: fix the SQL. query_drops_used_fields: keep returning fields, or edit the steps that use them in the same call. related_edit_failed: a related edit in this call (a SQL edit above or below this step) failed; fix it and send both again. save_failed: try again.", "enum": [ "step_not_found", "step_not_editable", "field_not_for_step_type", "duplicate_step", "invalid_value", "query_failed", "query_drops_used_fields", "related_edit_failed", "save_failed" ], "type": "string" }, "fields": { "description": "query_drops_used_fields: fields later steps still use that the new query no longer returns.", "items": { "type": "string" }, "type": "array" }, "message": { "type": "string" } }, "required": [ "code", "message" ], "type": "object" }, "index": { "description": "Position of the edit in the request.", "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "status": { "enum": [ "applied", "failed" ], "type": "string" }, "stepId": { "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "index", "stepId", "status", "changedFields" ], "type": "object" }, "type": "array" }, "unreadableTables": { "description": "table_rows_hidden_by_rls: tables Dreamlit can see but not read rows from, each with fixSql that adds Dreamlit's read policy. Run fixSql, or ask the user to run it, in the Supabase SQL editor, then try again.", "items": { "additionalProperties": false, "properties": { "fixSql": { "type": "string" }, "schema": { "type": "string" }, "table": { "type": "string" } }, "required": [ "schema", "table", "fixSql" ], "type": "object" }, "type": "array" } }, "required": [ "status", "message" ], "type": "object" } ] } }, "required": [ "result" ], "type": "object" }, "annotations": { "destructiveHint": true, "idempotentHint": false, "openWorldHint": false, "readOnlyHint": false, "title": "Confirm publish" } }, { "name": "unpublish_workflow", "title": "Unpublish workflow", "description": "Use after explicit user intent to unpublish a Dreamlit workflow. Side effect: disables live triggers or schedules so no new runs start. Runs already in progress keep sending unless inProgressRuns is \"stop\". If the workflow has in-progress runs and inProgressRuns is omitted, returns clarification_required with the count and changes nothing: ask the user whether to stop those runs or let them finish, then call again with their choice. Returns updated workflow status, stopped run counts (allRunsStopped, remainingRunCount), and app URLs. If some runs could not be stopped, ask the user, then call again with inProgressRuns \"stop\": on an already-unpublished workflow it only stops the runs still in progress. Do not use for deleting drafts, canceling one broadcast run, or editing workflow content.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "inProgressRuns": { "description": "What happens to runs already in progress, including runs waiting at a wait step. \"stop\" stops them so they send nothing more; \"let_finish\" lets them keep going and send. Required when the workflow has in-progress runs: ask the user, then call again with their choice. On an already-unpublished workflow, \"stop\" stops the runs still in progress.", "enum": [ "stop", "let_finish" ], "type": "string" }, "workflowId": { "description": "Workflow id to unpublish and disable live triggers or schedules.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId" ], "type": "object" }, "outputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "additionalProperties": false, "properties": { "result": { "description": "Dreamlit MCP result. success responses contain data and appUrls when relevant; auth_required, clarification_required, confirmation_required, handoff_required, and error responses explain the next action.", "oneOf": [ { "additionalProperties": false, "properties": { "data": { "additionalProperties": {}, "propertyNames": { "type": "string" }, "type": "object" }, "status": { "const": "success", "type": "string" } }, "required": [ "status", "data" ], "type": "object" }, { "additionalProperties": false, "properties": { "auth": { "additionalProperties": false, "properties": { "reason": { "type": "string" } }, "required": [ "reason" ], "type": "object" }, "message": { "type": "string" }, "status": { "const": "auth_required", "type": "string" } }, "required": [ "status", "message" ], "type": "object" }, { "additionalProperties": false, "properties": { "clarification": { "anyOf": [ { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "workflows" ], "type": "object" }, "assistantMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "chatSessionId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "userMessageId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "message", "workflowId", "projectId", "orgId", "chatSessionId", "userMessageId", "assistantMessageId", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "kind": { "const": "test_message_selection", "type": "string" }, "message": { "type": "string" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "testableMessages": { "items": { "additionalProperties": false, "properties": { "description": { "type": "string" }, "destination": { "type": "string" }, "label": { "type": "string" }, "messageType": { "enum": [ "email", "slack" ], "type": "string" }, "requiresRecipient": { "type": "boolean" }, "testTargetId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "testTargetId", "messageType", "label", "requiresRecipient" ], "type": "object" }, "minItems": 2, "type": "array" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "testableMessages", "appUrls" ], "type": "object" }, { "additionalProperties": false, "properties": { "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "inProgressRunCount": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "kind": { "const": "unpublish_in_progress_runs", "type": "string" }, "message": { "type": "string" }, "options": { "items": { "additionalProperties": false, "properties": { "inProgressRuns": { "enum": [ "stop", "let_finish" ], "type": "string" }, "label": { "type": "string" }, "recommended": { "type": "boolean" } }, "required": [ "inProgressRuns", "label", "recommended" ], "type": "object" }, "type": "array" }, "orgId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "projectId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "kind", "message", "workflowId", "projectId", "orgId", "inProgressRunCount", "options", "appUrls" ], "type": "object" } ] }, "status": { "const": "clarification_required", "type": "string" } }, "required": [ "status", "clarification" ], "type": "object" }, { "additionalProperties": false, "properties": { "confirmation": { "anyOf": [ { "additionalProperties": false, "properties": { "action": { "const": "confirm_publish", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "expectedEditableVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Editable version id returned by prepare_publish, used as a safety check." }, "expectedPublishedVersionId": { "anyOf": [ { "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, { "type": "null" } ], "description": "Published version id returned by prepare_publish, used as a safety check." }, "expectedUpdatedAtIso": { "anyOf": [ { "format": "date-time", "pattern": "^(?:(?:\\d\\d[2468][048]|\\d\\d[13579][26]|\\d\\d0[48]|[02468][048]00|[13579][26]00)-02-29|\\d{4}-(?:(?:0[13578]|1[02])-(?:0[1-9]|[12]\\d|3[01])|(?:0[469]|11)-(?:0[1-9]|[12]\\d|30)|(?:02)-(?:0[1-9]|1\\d|2[0-8])))T(?:(?:[01]\\d|2[0-3]):[0-5]\\d(?::[0-5]\\d(?:\\.\\d+)?)?(?:Z|([+-](?:[01]\\d|2[0-3]):[0-5]\\d)))$", "type": "string" }, { "type": "null" } ], "description": "Workflow updatedAt timestamp returned by prepare_publish, used as a safety check." }, "isSandboxed": { "description": "Whether to publish in sandbox mode so notifications are held for inspection.", "type": "boolean" }, "workflowId": { "description": "Workflow id to publish.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId" ], "type": "object" }, "kind": { "const": "publish", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "summary", "warnings" ], "type": "object" }, { "additionalProperties": false, "properties": { "action": { "const": "send_workflow_test", "type": "string" }, "appUrls": { "additionalProperties": false, "properties": { "preview": { "format": "uri", "type": "string" }, "workflow": { "format": "uri", "type": "string" }, "workflows": { "format": "uri", "type": "string" } }, "required": [ "workflow", "preview" ], "type": "object" }, "input": { "additionalProperties": false, "properties": { "confirmSend": { "const": true, "type": "boolean" }, "messageType": { "description": "Optional message type filter when selecting a draft message to test.", "enum": [ "email", "slack" ], "type": "string" }, "rowData": { "additionalProperties": {}, "description": "Optional sample data for rendering draft message variables during the test. If omitted, Dreamlit uses the same default preview data as the web builder when available.", "propertyNames": { "type": "string" }, "type": "object" }, "testRecipientEmail": { "description": "Optional recipient for email tests. If omitted, Dreamlit sends to the authenticated user's email address.", "format": "email", "pattern": "^(?!\\.)(?!.*\\.\\.)([A-Za-z0-9_'+\\-\\.]*)[A-Za-z0-9_+-]@([A-Za-z0-9][A-Za-z0-9\\-]*\\.)+[A-Za-z]{2,}$", "type": "string" }, "testTargetId": { "description": "Structured test target id from testableMessages. Do not show this id to users; ask them to choose by message label.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" }, "workflowId": { "description": "Workflow id whose editable draft message should be tested.", "format": "uuid", "pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$", "type": "string" } }, "required": [ "workflowId", "confirmSend" ], "type": "object" }, "kind": { "const": "send_workflow_test", "type": "string" }, "message": { "type": "string" }, "previewUrl": { "format": "uri", "type": "string" }, "summary": { "items": { "type": "string" }, "type": "array" }, "warnings": { "items": { "type": "string" }, "type": "array" } }, "required": [ "kind", "action", "input", "message", "previewUrl", "appUrls", "summary", "warnings" ], "type": "object" } ] }, "status": { "const": "confirmation_required", "type": "string" } }, "required": [ "status", "confirmation" ], "type": "object" }, { "additionalProperties": false, "properties": { "handoff": { "additionalProperties": false, "properties": { "blocker": { "additionalProperties": false, "description": "Why Dreamlit stopped before finishing the draft. Changes counted in appliedActionCount are already saved.", "properties": { "appliedActionCount": { "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "code": { "description": "step_needs_detail: answer `detail` in a follow-up create_or_update_workflow call with the same workflowId. step_not_editable: change a different step instead. step_not_built: retry once, then finish in the browser. request_unclear: describe the change in more detail and retry.", "enum": [ "step_needs_detail", "step_not_editable", "step_not_built", "request_unclear" ], "type": "string" }, "detail": { "description": "The specific missing detail or blocking rule, in plain language.", "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "database_trigger", "broadcast_trigger", "repeating_trigger", "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "code", "detail", "appliedActionCount" ], "type": "object" }, "instructions": { "items": { "type": "string" }, "type": "array" }, "kind": { "const": "browser", "type": "string" }, "message": { "type": "string" }, "reason": { "type": "string" }, "url": { "format": "uri", "type": "string" } }, "required": [ "kind", "reason", "message", "url", "instructions" ], "type": "object" }, "status": { "const": "handoff_required", "type": "string" } }, "required": [ "status", "handoff" ], "type": "object" }, { "additionalProperties": false, "properties": { "billingUrl": { "description": "quota_exceeded or plan_upgrade_required: page where a workspace admin can buy AI credits or upgrade the plan.", "format": "uri", "type": "string" }, "code": { "type": "string" }, "helpUrl": { "description": "Guide or support contact for resolving the problem in the message.", "format": "uri", "type": "string" }, "message": { "type": "string" }, "resetAt": { "description": "quota_exceeded: when this month's AI usage resets (ISO 8601).", "type": "string" }, "retryAfterSeconds": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "status": { "const": "error", "type": "string" }, "stepEdits": { "description": "edit_workflow_steps: what happened to each edit when none could be applied.", "items": { "additionalProperties": false, "properties": { "changedFields": { "items": { "type": "string" }, "type": "array" }, "error": { "additionalProperties": false, "properties": { "code": { "description": "step_not_found: get fresh step ids from get_workflow_and_preview_url. step_not_editable: triggers can't be edited here; use create_or_update_workflow. field_not_for_step_type: send only fields for that step's type. duplicate_step: combine edits to one step. invalid_value: fix the value as the message says. query_failed: fix the SQL. query_drops_used_fields: keep returning fields, or edit the steps that use them in the same call. related_edit_failed: a related edit in this call (a SQL edit above or below this step) failed; fix it and send both again. save_failed: try again.", "enum": [ "step_not_found", "step_not_editable", "field_not_for_step_type", "duplicate_step", "invalid_value", "query_failed", "query_drops_used_fields", "related_edit_failed", "save_failed" ], "type": "string" }, "fields": { "description": "query_drops_used_fields: fields later steps still use that the new query no longer returns.", "items": { "type": "string" }, "type": "array" }, "message": { "type": "string" } }, "required": [ "code", "message" ], "type": "object" }, "index": { "description": "Position of the edit in the request.", "maximum": 9007199254740991, "minimum": 0, "type": "integer" }, "status": { "enum": [ "applied", "failed" ], "type": "string" }, "stepId": { "type": "string" }, "stepTitle": { "type": "string" }, "stepType": { "enum": [ "query", "wait", "email", "slack" ], "type": "string" } }, "required": [ "index", "stepId", "status", "changedFields" ], "type": "object" }, "type": "array" }, "unreadableTables": { "description": "table_rows_hidden_by_rls: tables Dreamlit can see but not read rows from, each with fixSql that adds Dreamlit's read policy. Run fixSql, or ask the user to run it, in the Supabase SQL editor, then try again.", "items": { "additionalProperties": false, "properties": { "fixSql": { "type": "string" }, "schema": { "type": "string" }, "table": { "type": "string" } }, "required": [ "schema", "table", "fixSql" ], "type": "object" }, "type": "array" } }, "required": [ "status", "message" ], "type": "object" } ] } }, "required": [ "result" ], "type": "object" }, "annotations": { "destructiveHint": true, "idempotentHint": false, "openWorldHint": false, "readOnlyHint": false, "title": "Unpublish workflow" } } ], "schemaTokens": 69715, "changedAt": "2026-11-07T01:43:51.385315264Z", "check": { "checker": "anchor-check/1.0", "totalTokens": 69715, "counts": { "error": 0, "note": 0, "warn": 18 }, "findings": [ { "rule": "TC18", "severity": "warn", "tool": "prepare_publish", "message": "readOnlyHint is true but the name says \"publish\"", "fix": "If it changes anything, readOnlyHint must be false." }, { "rule": "TC22", "severity": "warn", "tool": "confirm_publish", "message": "the definition is about 4,360 tokens", "fix": "Trim the description and parameter docs, or split the tool." }, { "rule": "TC22", "severity": "warn", "tool": "create_or_update_workflow", "message": "the definition is about 4,866 tokens", "fix": "Trim the description and parameter docs, or split the tool." }, { "rule": "TC22", "severity": "warn", "tool": "edit_workflow_steps", "message": "the definition is about 4,839 tokens", "fix": "Trim the description and parameter docs, or split the tool." }, { "rule": "TC22", "severity": "warn", "tool": "get_analytics", "message": "the definition is about 5,580 tokens", "fix": "Trim the description and parameter docs, or split the tool." }, { "rule": "TC22", "severity": "warn", "tool": "get_lifecycle_report", "message": "the definition is about 4,217 tokens", "fix": "Trim the description and parameter docs, or split the tool." }, { "rule": "TC22", "severity": "warn", "tool": "get_recommendations", "message": "the definition is about 4,188 tokens", "fix": "Trim the description and parameter docs, or split the tool." }, { "rule": "TC22", "severity": "warn", "tool": "get_status", "message": "the definition is about 4,209 tokens", "fix": "Trim the description and parameter docs, or split the tool." }, { "rule": "TC22", "severity": "warn", "tool": "get_workflow_and_preview_url", "message": "the definition is about 4,164 tokens", "fix": "Trim the description and parameter docs, or split the tool." }, { "rule": "TC22", "severity": "warn", "tool": "list_brand_styles", "message": "the definition is about 4,071 tokens", "fix": "Trim the description and parameter docs, or split the tool." }, { "rule": "TC22", "severity": "warn", "tool": "list_projects", "message": "the definition is about 3,956 tokens", "fix": "Trim the description and parameter docs, or split the tool." }, { "rule": "TC22", "severity": "warn", "tool": "list_workflows", "message": "the definition is about 4,289 tokens", "fix": "Trim the description and parameter docs, or split the tool." }, { "rule": "TC22", "severity": "warn", "tool": "move_workflow_to_folder", "message": "the definition is about 4,148 tokens", "fix": "Trim the description and parameter docs, or split the tool." }, { "rule": "TC22", "severity": "warn", "tool": "prepare_publish", "message": "the definition is about 3,999 tokens", "fix": "Trim the description and parameter docs, or split the tool." }, { "rule": "TC22", "severity": "warn", "tool": "rename_workflow", "message": "the definition is about 4,022 tokens", "fix": "Trim the description and parameter docs, or split the tool." }, { "rule": "TC22", "severity": "warn", "tool": "send_workflow_test", "message": "the definition is about 4,420 tokens", "fix": "Trim the description and parameter docs, or split the tool." }, { "rule": "TC22", "severity": "warn", "tool": "unpublish_workflow", "message": "the definition is about 4,231 tokens", "fix": "Trim the description and parameter docs, or split the tool." }, { "rule": "TC23", "severity": "warn", "message": "16 tools, about 69,559 tokens of definitions", "fix": "Split the server by job, or offer a smaller default toolset (a read-only set, or a search-then-call pattern)." } ] } }, "updatedAt": "2026-11-07T18:20:21.651954632Z" } }, "verify": { "accepts": "a page on dreamlit.ai or one of its subdomains, or the README at the root of github.com/dreamlit-ai/dreamlit-mcp", "badgeUrl": "https://www.anchorterminal.com/badges/dreamlit.svg", "body": { "slug": "dreamlit", "url": "the page with the badge or the link" }, "docs": "https://www.anchorterminal.com/builders/#verify", "effect": "none, it never changes a grade, rank or review", "endpoint": "https://www.anchorterminal.com/api/v1/verify", "listingUrl": "https://www.anchorterminal.com/tools/dreamlit", "mcpTool": "verify_listing", "recheck": "weekly; two failed checks in a row and it lapses, a later pass restores it", "snippets": { "html": "\u003ca href=\"https://www.anchorterminal.com/tools/dreamlit\"\u003e\u003cimg src=\"https://www.anchorterminal.com/badges/dreamlit.svg\" alt=\"Dreamlit on Anchor Terminal\" height=\"20\"\u003e\u003c/a\u003e", "markdown": "[![Dreamlit on Anchor Terminal](https://www.anchorterminal.com/badges/dreamlit.svg)](https://www.anchorterminal.com/tools/dreamlit)", "link": "\u003ca href=\"https://www.anchorterminal.com/tools/dreamlit\"\u003eDreamlit on Anchor Terminal\u003c/a\u003e" } } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/tools/dreamlit", "json": "https://www.anchorterminal.com/tools/dreamlit.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/tools/dreamlit.md", "mcp": "https://www.anchorterminal.com/mcp", "pricing": "https://www.anchorterminal.com/tools/dreamlit#pricing", "reviews": "https://www.anchorterminal.com/tools/dreamlit#reviews", "slim": "https://www.anchorterminal.com/tools/dreamlit.min.md" }, "markdown": "## Overview\n\n**Grade C · 57/100 · rank #809 of 1486 · #9 in Lifecycle marketing \u0026 customer engagement · not agent-ready · confidence medium**\n\n\n## Assessment\n\nScoped OAuth and a two-step prepare-then-confirm publish let an agent draft and test lifecycle workflows without sending anything live by mistake. There is no REST API or published rate limit, tool schemas aren't public outside a session, there's no free plan, and its security page and privacy policy disagree on retention.\n\n## Facts\n\n| Field | Value |\n| --- | --- |\n| Vendor | Notika AI (https://dreamlit.ai) |\n| Kind | MCP server |\n| Category | Lifecycle marketing \u0026 customer engagement (https://www.anchorterminal.com/categories/lifecycle-marketing) |\n| Transport | Streamable HTTP |\n| Endpoint | `https://mcp.dreamlit.ai/mcp` |\n| Auth | OAuth · OAuth from the MCP client to one Dreamlit workspace, with scopes `workflows:read`, `workflows:write`, `workflows:publish` and `analytics:read`. Clients that can't do OAuth use a project-scoped personal access token (`dlpt_`) with chosen scopes, shown once, sent as a Bearer header. Accounts and database connections are set up in the web app first. |\n| Pricing | Paid ($20 / mo) · Pro $20 a month ($16 billed yearly) with 30,000 emails and 250 agent credits; Scale $99 ($79 yearly) with 100,000 emails; Enterprise custom. No free plan for new accounts. MCP calls carry no extra charge. Autopilot, a done-for-you service, is priced separately. |\n| x402 | No · No x402, MPP or L402 in llms.txt, pricing.md or the MCP docs (checked 2026-11-06). |\n| Licence | unknown |\n| Tools exposed | 16 |\n| MCP registry name | `ai.dreamlit/mcp` |\n| Source | https://github.com/dreamlit-ai/dreamlit-mcp |\n| Docs | https://dreamlit.ai/docs/resources/mcp-server |\n| llms.txt | https://dreamlit.ai/llms.txt |\n| Last release | 2026-10-12 |\n| Surface listed | The hosted MCP server at mcp.dreamlit.ai/mcp, read from dreamlit.ai docs, llms.txt, pricing.md, the security and legal pages, the status page, the changelog, the MCP registry and the dreamlit-ai/dreamlit-mcp metadata repository on 6 November 2026. No account was made and no session was opened |\n| MCP tools | 16 tools: get_status, list_projects, list_workflows, list_brand_styles, get_workflow_and_preview_url, get_analytics, get_lifecycle_report, get_recommendations, create_or_update_workflow, edit_workflow_steps, rename_workflow, move_workflow_to_folder, send_workflow_test, prepare_publish, confirm_publish, unpublish_workflow |\n| Data sources | Supabase or Postgres, connected in the web app with a dedicated database user; Shopify is also documented |\n| Sending | Email through AWS SES on Dreamlit's domain or the customer's, and Slack messages |\n| Category | Lifecycle-marketing, since it runs triggered and recurring lifecycle workflows and broadcasts with analytics rather than a sending API |\n| Legal entity | Notika AI, doing business as Dreamlit AI, per the terms and privacy policy of 29 January 2026 |\n| Capabilities | marketing.journeys, marketing.campaigns, marketing.events, email.send, email.templates, email.analytics |\n| Tags | hosted, closed-source, mcp, remote-mcp, mcp-registry, oauth, llms-txt, approvals, status-page, supabase, postgres |\n| JSON | https://www.anchorterminal.com/api/v1/tools/dreamlit.json |\n\n## Score breakdown (methodology v0.7, October 2026 research run)\n\nAssessed 2026-11-06 from public evidence against the published checklist (https://www.anchorterminal.com/benchmark/#checklist). Confidence: medium. Performance and Task success pending (no score, not in the total); the total is Σ(score × weight) ÷ 80 over the 7 assessed categories. \"This run\" is each category's share of the 100 points.\n\n| Category | Weight | This run | Score (0–100) | Points |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% | 20 | 51 | 10.2 |\n| Performance | 10% | pending | pending | n/a |\n| Schema \u0026 documentation | 13% | 16.2 | 59 | 9.6 |\n| Agent ergonomics | 13% | 16.2 | 67 | 10.9 |\n| Security \u0026 auth | 14% | 17.5 | 74 | 12.9 |\n| Payments \u0026 pricing | 10% | 12.5 | 10 | 1.2 |\n| Task success | 10% | pending | pending | n/a |\n| Maintenance \u0026 community | 7% | 8.8 | 80 | 7.0 |\n| Transparency \u0026 trust (editorial 42, provenance 75) | 7% | 8.8 | 59 | 5.2 |\n| Negative events | up to −15 | up to −15 | none recorded | 0 |\n| **Total** | | | | **57 → C** |\n\n### Why each score\n\n- Reliability 51 (checked 2026-11-06): Graded with the hosted lines. A Better Stack status page at status.dreamlit.ai with 90 days of history for the Web App and the Workflow Engine, but no component for the MCP server (16 of 20). The record shows 100% for the web app and 99.992% for the workflow engine over 90 days, about ten minutes, with no written incidents (25 of 30). No rate limits found in the MCP or pricing docs (0). No 429, retry or idempotency guidance found (0). Scale includes dedicated support with an SLA and Enterprise has custom SLAs, but no published availability commitment (0). The MCP server, introduced on 5 May 2026, carries no beta label (10). Total 51.\n- Performance: Pending. Latency is measured per call by our probes, which haven't run yet, so this run doesn't score it. Its weight is shared across the assessed categories until the first probe window closes.\n- Schema \u0026 documentation 59 (checked 2026-11-06): The registry entry and the dreamlit-ai/dreamlit-mcp repository carry metadata only, so tool JSON Schemas are readable only inside a session; the docs give each tool's purpose and required scope (5 of 25). llms.txt, pricing.md and Markdown copies of docs pages (10). Tool descriptions say when to use each, such as `edit_workflow_steps` for exact edits without AI, and the publish pair's order (16 of 20). Parameter types aren't published beyond names such as `includeEmailHtml` and `startNewChat` (5 of 15). Example prompts and a troubleshooting section for each documented error state (10 of 15). A dated changelog; server version 0.1.0 in the registry (13 of 15). Total 59.\n- Agent ergonomics 67 (checked 2026-11-06): 16 tools, the 11 to 30 band; tools follow the granted scopes, so a read-only grant sees fewer (20 of 25). Analytics take filters, sorting and pagination, and brand styles paginate (18 of 20). The docs describe the errors an agent will meet, such as authorization required, choose a project and browser hand-off, without codes (12 of 20). Publishing is prepare then confirm, and tests don't publish; no idempotency or annotations documented (10 of 20). Empty scope requests default to the v1 scopes and `get_status` gives a first call; no SDK or REST route (7 of 15). Total 67.\n- Security \u0026 auth 74 (checked 2026-11-06): OAuth to one workspace with four scopes, and project-scoped personal access tokens with chosen scopes, shown once (30). A read-only grant is possible, publishing needs its own scope, `confirm_publish` runs only after the user approves the prepared payload, and a dedicated least-privilege database user reads the customer's data (20). The docs warn that AI clients can be tricked by untrusted prompts and tell users to review edit, publish and unpublish calls (8 of 15). The security page lists access logs for database operations and for the platform, and analytics expose run rows; no customer-facing log of MCP calls was described (8 of 15). The security page claims penetration testing and a bug bounty programme without a link, SOC 2 is coming soon, no security.txt (404), and the MCP repository's SECURITY.md routes reports to support (8 of 20). Total 74.\n- Payments \u0026 pricing 10 (checked 2026-11-06): No x402, MPP or L402 (0). Plan prices with included emails are public in pricing.md, no per-email overage price (10 of 20). No free plan for new accounts (0). Signup, database connection and payment happen in the web app (0). Total 10.\n- Task success: Pending. Task success needs the category task suites run through each tool, which haven't run yet, so this run doesn't score it. Its weight is shared across the assessed categories until then. A data provider's data-quality score is published on its listing now and becomes half of this category when it's scored.\n- Maintenance \u0026 community 80 (checked 2026-11-06): The latest changelog entry is 12 October 2026, custom repeating schedules (30). Eight dated entries between 10 August and 12 October (20). Priority support on Pro, dedicated support on Scale and a public changelog (10 of 15). ai.dreamlit/mcp is in the official MCP registry under its domain namespace (15). The metadata repository has validate and publish workflows; there's no package to check (5 of 10). Total 80.\n- Transparency \u0026 trust 59 (checked 2026-11-06): A closed service under terms that name Notika AI (d/b/a Dreamlit AI) (15 of 30). The privacy policy keeps workflow execution history and delivery events for up to a year, while the security docs say Dreamlit retains no copy of customer data and cleans up after processing, which don't agree (15 of 30). No deprecation policy or dated notices found (0). The privacy policy points to a current subprocessor list and SCCs in a DPA, and names the United States and other countries as locations (12 of 20). Total 42.\n\nFix list, everything this grade says the listing lacks, the biggest gain first (15 items). What it covers is at https://www.anchorterminal.com/fixes/dreamlit.md (JSON https://www.anchorterminal.com/fixes/dreamlit.json). The whole list for a coding agent comes from `POST https://www.anchorterminal.com/api/v1/fix-list` with `{\"listing\": \"dreamlit\", \"plan\": \"read\"}`, free while the beta runs\n\n### What we couldn't check\n\n- unchecked: the MCP tools' input schemas and annotations, which are only available inside an MCP session\n- The security page's no-retention claim and the privacy policy's one-year retention disagree\n- The bug bounty programme claimed on the security page wasn't found\n- RDAP gave no registration date for dreamlit.ai\n\n### Sources\n\n- MCP server docs: \u003chttps://dreamlit.ai/docs/resources/mcp-server\u003e (seen 2026-11-06)\n- llms.txt: \u003chttps://dreamlit.ai/llms.txt\u003e (seen 2026-11-06)\n- pricing: \u003chttps://dreamlit.ai/pricing.md\u003e (seen 2026-11-06)\n- security docs: \u003chttps://dreamlit.ai/docs/resources/security\u003e (seen 2026-11-06)\n- status page: \u003chttps://status.dreamlit.ai/\u003e (seen 2026-11-06)\n- changelog: \u003chttps://dreamlit.ai/changelog\u003e (seen 2026-11-06)\n- terms: \u003chttps://dreamlit.ai/terms-of-service\u003e (seen 2026-11-06)\n- privacy policy: \u003chttps://dreamlit.ai/privacy-policy\u003e (seen 2026-11-06)\n- about page: \u003chttps://dreamlit.ai/about\u003e (seen 2026-11-06)\n- MCP metadata repository: \u003chttps://github.com/dreamlit-ai/dreamlit-mcp\u003e (seen 2026-11-06)\n- official MCP registry: \u003chttps://registry.modelcontextprotocol.io/v0/servers?search=dreamlit\u003e (seen 2026-11-06)\n\n## Score history\n\nEvery move of a score since the listing was graded, newest first, with its cause. A score can't move without an entry here. JSON: https://www.anchorterminal.com/api/v1/tools/dreamlit/history.json\n\n- 2026-11-06: graded 57 C (methodology 0.7)\n\n## Who's behind it (provenance 75/100, checked 2026-11-06)\n\n| Check | Finding | Points |\n| --- | --- | --- |\n| Legal entity named | Notika AI (d/b/a Dreamlit AI) | 20/20 |\n| Domain age | dreamlit.ai, no registry record we could read | 0/15 |\n| Endpoint on the vendor's domain | mcp.dreamlit.ai | 15/15 |\n| Terms of service | read, states 4 of the 7 things a reader expects | 7.4/10 |\n| Privacy policy | read, states 7 of the 8 things a reader expects | 9.3/10 |\n| Status page | status.dreamlit.ai | 10/10 |\n| Changelog | published | 10/10 |\n| security.txt | not found | 0/10 |\n| People named | 2 named with their role, 2 with a public profile | 10/10 |\n| Support route | a support address, help pages | 5/5 |\n\nThe terms and privacy policy, both last updated 29 January 2026, name Notika AI (d/b/a Dreamlit AI).\n\ndreamlit.ai/robots.txt allows all paths with Content-Signal ai-input=yes. The terms contain no clause on automated access to the website that we found.\n\nRDAP for dreamlit.ai returned a transfer event (8 June 2025) but no registration date.\n\n/.well-known/security.txt returns 404. The security page claims penetration testing and a bug bounty programme without a link; the MCP repository's SECURITY.md routes reports to the support address.\n\nThe privacy policy says subprocessors are listed and SCCs are offered in a DPA at dreamlit.ai/dpa.\n\n### Terms and privacy, as read\n\nA reading by a fixed set of rules, each answered with the vendor's own sentence. Not legal advice.\n\n**Terms of service** (https://dreamlit.ai/terms-of-service), read 2026-11-06, dated 2026-01-29, states 4 of the 7 things a reader expects.\n\n- To know. Requires arbitration or waives class actions. \"DISPUTES RELATED TO THESE TERMS OR THE SERVICE MUST BE RESOLVED THROUGH BINDING ARBITRATION.\"\n- Gives the date it was last updated. Last updated 2026-01-29.\n- Not found in the text. Names the governing law or courts.\n- States a limit on its liability. Rules out indirect and consequential losses, with no cap named in this sentence.\n- Not found in the text. Says how the agreement or account can be ended.\n- Says how changes to the terms are announced. Changes are posted, with no other notice named.\n- Not found in the text. Refers to a service level or uptime commitment.\n\n**Privacy policy** (https://dreamlit.ai/privacy-policy), read 2026-11-06, dated 2026-01-29, states 7 of the 8 things a reader expects.\n\n- Gives the date it was last updated. Last updated 2026-01-29.\n- Not found in the text. Says how long data is kept.\n- Gives a privacy contact. support@dreamlit.ai.\n- Says where data is transferred or stored. Relies on standard contractual clauses.\n\n## Humans behind the project (researched 2026-11-06 from public pages, not part of the grade)\n\n### Key people\n\n- Ajay Sohmshetty, Co-founder and CEO. LinkedIn: https://www.linkedin.com/in/ajaysohmshetty/. X: https://x.com/AjaySohmshetty\n- Andrew Kim, Co-founder and CTO. LinkedIn: https://www.linkedin.com/in/andrewk17/\n- Note: The about page names the two founders with their roles and links their LinkedIn accounts, and Ajay's X account. Ajay was previously co-founder and CTO of Harmonic AI and an engineer at Google; Andrew built partner integrations at Netflix. The terms name Notika AI (d/b/a Dreamlit AI). The about page shows a 'Backed by' row of logos; no round, amount or date was found on dreamlit.ai. Cloudflare Workers Launchpad is shown in the same row but is a startup programme, so it isn't listed as an investor. On 6 November 2026 the dreamlit.ai sitemap (26 pages) and all 13 blog posts were read for a funding announcement and a web search was run; no round amount, total raised or valuation is stated on Dreamlit's pages or in a reputable report, so totalRaised and valuation are left out.\n- Notika AI: LinkedIn https://www.linkedin.com/company/dreamlit-ai X https://x.com/DreamlitAI GitHub https://github.com/dreamlit-ai\n\n### Ownership and investors\n\n- Backed by: Abstraction Capital, Saxecap, Kanosei, Forum Ventures, Austin Nasso\n\n### Getting support\n\n- Support email: support@dreamlit.ai\n- Help: https://dreamlit.ai/docs/resources/getting-support\n- Help: https://status.dreamlit.ai/\n- Sources: https://dreamlit.ai/about, https://dreamlit.ai/terms-of-service, https://dreamlit.ai/pricing.md\n\n## Live (updated 2026-11-07 18:20 UTC)\n\n- Right now: up, HTTP 200, 209 ms, checked 2026-11-07 18:20 UTC (mcp-initialize on `https://mcp.dreamlit.ai/mcp`)\n- Uptime 24h 100.0% (200 probes) · 30 days 100.0% (200 probes) · p50 155 ms · p95 303 ms\n- Vendor status page: not read, no machine-readable status found\n- mcp-registry `ai.dreamlit/mcp` 0.1.0\n- security.txt: none\n- Watching changelog \u003chttps://dreamlit.ai/changelog\u003e\n- Watching privacy \u003chttps://dreamlit.ai/privacy-policy\u003e\n- Watching terms \u003chttps://dreamlit.ai/terms-of-service\u003e\n- Tools it lists (16, about 69,715 tokens of context, `tools/list` without credentials over MCP 2025-11-25, checked 2026-11-07 01:43 UTC):\n - `get_status` (read-only): Read-only. Use first when the agent needs Dreamlit product guidance, prompting guidance, approved workspace context, project setup, schema hints, workflow…\n - `create_or_update_workflow` (writes): Creates a new Dreamlit workflow draft or updates an existing draft from an outcome-oriented natural-language prompt. Use after get_status; use…\n - `edit_workflow_steps` (writes): Applies up to 5 exact edits to existing steps in a workflow draft, instantly and without AI: email subject, preview text, HTML, sender, reply-to, and…\n - `rename_workflow` (writes): Use when the user asks to rename an existing Dreamlit workflow. Side effect: changes only the workflow name; the draft, published version, and live triggers…\n - `move_workflow_to_folder` (writes): Use when the user asks to put a workflow or broadcast in a folder, move it to another folder, or take it out of a folder. Folders are per list: the Published…\n - `list_projects` (read-only): Read-only. Use when the target project is unknown or the user names a project instead of providing an id. Returns accessible Dreamlit projects in the approved…\n - `list_workflows` (read-only): Read-only. Use to find workflows in a project by name, description, or trigger type before inspection or editing. Trigger filters include database, auth email,…\n - `list_brand_styles` (read-only): Read-only. Use when the user wants to inspect saved project brand styles for generated email drafts. Returns paginated project brand style summaries, ids,…\n - `get_workflow_and_preview_url` (read-only): Read-only. Use before editing, verifying, or preparing publish for an existing workflow. Returns normalized draft and published workflow structure, liveStatus,…\n - `get_analytics` (read-only): Read-only. Use get_analytics to query raw notification analytics: email and Slack sends and deliveries, email opens, clicks and bounces, overview metrics,…\n - `get_lifecycle_report` (writes): Side effect: creates a preparation request when no report is ready or refresh is true and the latest report became ready more than 24 hours ago; repeat calls…\n - `get_recommendations` (writes): Side effect: creates a preparation request when no report is ready or refresh is true and the latest report became ready more than 24 hours ago; repeat calls…\n - `send_workflow_test` (writes): Side effect when confirmSend is true: sends one current draft email or Slack message for review, but does not publish, schedule, or edit the workflow. Use…\n - `prepare_publish` (read-only): Read-only validation step before publishing. Use after the user asks to publish and after inspecting the workflow if needed. Returns validation status, publish…\n - `confirm_publish` (writes): Use only after explicit user confirmation and a prior prepare_publish result to publish or schedule a Dreamlit workflow. Side effect: installs live…\n - `unpublish_workflow` (writes): Use after explicit user intent to unpublish a Dreamlit workflow. Side effect: disables live triggers or schedules so no new runs start. Runs already in…\n- How its tools read to an agent (0 errors, 18 warnings, 0 notes, about 69,715 tokens; rules at https://www.anchorterminal.com/check.md; not part of the score):\n - warn TC18 prepare_publish: readOnlyHint is true but the name says \"publish\"\n - warn TC22 confirm_publish: the definition is about 4,360 tokens\n - warn TC22 create_or_update_workflow: the definition is about 4,866 tokens\n - warn TC22 edit_workflow_steps: the definition is about 4,839 tokens\n - warn TC22 get_analytics: the definition is about 5,580 tokens\n - warn TC22 get_lifecycle_report: the definition is about 4,217 tokens\n - warn TC22 get_recommendations: the definition is about 4,188 tokens\n - warn TC22 get_status: the definition is about 4,209 tokens\n - warn TC22 get_workflow_and_preview_url: the definition is about 4,164 tokens\n - warn TC22 list_brand_styles: the definition is about 4,071 tokens\n - warn TC22 list_projects: the definition is about 3,956 tokens\n - warn TC22 list_workflows: the definition is about 4,289 tokens\n - warn TC22 move_workflow_to_folder: the definition is about 4,148 tokens\n - warn TC22 prepare_publish: the definition is about 3,999 tokens\n - warn TC22 rename_workflow: the definition is about 4,022 tokens\n - warn TC22 send_workflow_test: the definition is about 4,420 tokens\n - warn TC22 unpublish_workflow: the definition is about 4,231 tokens\n - warn TC23 server: 16 tools, about 69,559 tokens of definitions\n- Always current: https://www.anchorterminal.com/api/v1/live/dreamlit.json\n\n## Probe metrics\n\nNot measured yet. Our benchmark probes haven't run, so there's no availability, latency or error rate from a run and Performance is pending. Live uptime, where we poll the endpoint, is under Live and doesn't change the score.\n\n## Prices\n\n| Item | Price | Unit | Note |\n| --- | --- | --- | --- |\n| Pro | $20 | per month (plan) | 30,000 emails a month, 250 agent credits; $16 billed yearly |\n| Scale | $99 | per month (plan) | 100,000 emails a month, 500 agent credits; $79 billed yearly |\n\nAcross all listings: https://www.anchorterminal.com/prices/index.md\n\n## Strengths\n\n- Separate OAuth scopes for reading, drafting, publishing and analytics, and project-scoped tokens\n- Nothing goes live without `prepare_publish` followed by an approved `confirm_publish`\n- `send_workflow_test` sends a draft to the user or a chosen address without publishing\n- Better Stack status page with 90 days of history for the web app and workflow engine\n- Dated changelog with eight entries between 10 August and 12 October 2026\n\n## Weaknesses\n\n- No REST API, SDK or OpenAPI; the MCP server is the only programmatic route\n- No rate limits, 429 guidance or idempotency documented for MCP calls\n- No free plan for new accounts; Pro starts at $20 a month\n- The status page has no component for the MCP server\n- The security page says no copy of data is kept, while the privacy policy keeps workflow history and delivery events for up to a year\n\n\n\n## Before you call it (notes for agents)\n\n1. Call `get_status` first to see the workspace, project setup state and prompting guidance\n2. Use `send_workflow_test` to the user before `prepare_publish`, and call `confirm_publish` only after the user approves the returned payload\n3. Request `workflows:read` and `analytics:read` only when the task is reporting, so the grant can't publish\n4. Expect a browser hand-off link when setup or an unsupported edit needs the web app, and pass it to the user\n\n## Connect\n\nClaude Code:\n\n```bash\nclaude mcp add --transport http dreamlit https://mcp.dreamlit.ai/mcp\n```\n\nMCP client configuration:\n\n```json\n{\n \"mcpServers\": {\n \"dreamlit\": {\n \"url\": \"https://mcp.dreamlit.ai/mcp\"\n }\n }\n}\n```\n\nThrough letme: https://letme.dev/dreamlit. letme answers with the pick and how to call it direct. How it works: https://www.anchorterminal.com/letme/index.md\n\n## Similar tools\n\nRanked by shared capabilities, then score. Same-category tools with no shared capability key are listed last.\n\n| Tool | Grade | Score | Rank | Shared capabilities | x402 | Markdown |\n| --- | --- | --- | --- | --- | --- | --- |\n| Customer.io | BB | 75.6 | 57 | marketing.events, marketing.campaigns, marketing.journeys, email.send, email.templates | no | https://www.anchorterminal.com/tools/customer-io.md |\n| Nitrosend | B | 69.4 | 248 | marketing.events, marketing.campaigns, marketing.journeys, email.send, email.templates | no | https://www.anchorterminal.com/tools/nitrosend.md |\n| Sequenzy | B | 63.7 | 504 | marketing.events, marketing.campaigns, marketing.journeys, email.send, email.templates | no | https://www.anchorterminal.com/tools/sequenzy.md |\n| AhaSend API + MCP | BB | 75.4 | 62 | email.send, email.templates, email.analytics, marketing.campaigns | no | https://www.anchorterminal.com/tools/ahasend.md |\n| Klaviyo API + MCP | BB | 73.8 | 97 | marketing.events, marketing.campaigns, marketing.journeys, email.templates | no | https://www.anchorterminal.com/tools/klaviyo.md |\n| Omnisend | B | 65.8 | 398 | marketing.events, marketing.campaigns, marketing.journeys, email.templates | no | https://www.anchorterminal.com/tools/omnisend.md |\n\n## Panel reviews (0)\n\nReviewed by the Anchor panel (https://www.anchorterminal.com/reviewers/index.md): .\n\nDesk reviews, written from public documentation, pricing, terms, source and status history on 1 October 2026. No calls made. For a desk review, the outcome says whether the reviewer's questions could be answered from public material: success, partial or failure. How reviews work: https://www.anchorterminal.com/reviews/how-it-works.md\n\n## Notable\n\n- Publishing is two calls: `prepare_publish` validates and returns a confirmation payload with a preview URL, and `confirm_publish` runs only after the user approves (source: \u003chttps://dreamlit.ai/docs/resources/mcp-server\u003e)\n- Four OAuth scopes separate reading, drafting, publishing and analytics, and personal access tokens are limited to one project (source: \u003chttps://dreamlit.ai/docs/resources/mcp-server\u003e)\n- Workflows read from the customer's own Supabase or Postgres through a dedicated `dreamlit_app` database user (source: \u003chttps://dreamlit.ai/docs/resources/security\u003e)\n- Listed in the official MCP registry as ai.dreamlit/mcp since 7 May 2026, under its domain namespace (source: \u003chttps://registry.modelcontextprotocol.io/v0/servers?search=dreamlit\u003e)\n- The security page says Dreamlit retains no copy of customer data, while the privacy policy says it keeps workflow history and delivery events for up to a year (source: \u003chttps://dreamlit.ai/privacy-policy\u003e)\n\n- #9 of 12 in Best lifecycle marketing and customer engagement platforms for AI agents: https://www.anchorterminal.com/best/lifecycle-marketing/index.md\n- All 66 lifecycle marketing comparisons: https://www.anchorterminal.com/compare/lifecycle-marketing/index.md\n\n## Compare\n\n- [ActiveCampaign vs Dreamlit](https://www.anchorterminal.com/compare/activecampaign-vs-dreamlit.md): E 43.9 vs C 57\n- [Braze vs Dreamlit](https://www.anchorterminal.com/compare/braze-vs-dreamlit.md): C 61.8 vs C 57\n- [Customer.io vs Dreamlit](https://www.anchorterminal.com/compare/customer-io-vs-dreamlit.md): BB 75.6 vs C 57\n- [Dreamlit vs Iterable](https://www.anchorterminal.com/compare/dreamlit-vs-iterable.md): C 57 vs C 56.3\n- [Dreamlit vs Klaviyo API + MCP](https://www.anchorterminal.com/compare/dreamlit-vs-klaviyo.md): C 57 vs BB 73.8\n- [Dreamlit vs Mailchimp Marketing API](https://www.anchorterminal.com/compare/dreamlit-vs-mailchimp-marketing.md): C 57 vs C 60.2\n- [Dreamlit vs MoEngage](https://www.anchorterminal.com/compare/dreamlit-vs-moengage.md): C 57 vs B 65.7\n- [Dreamlit vs Nitrosend](https://www.anchorterminal.com/compare/dreamlit-vs-nitrosend.md): C 57 vs B 69.4\n- [Dreamlit vs Omnisend](https://www.anchorterminal.com/compare/dreamlit-vs-omnisend.md): C 57 vs B 65.8\n- [Dreamlit vs Sequenzy](https://www.anchorterminal.com/compare/dreamlit-vs-sequenzy.md): C 57 vs B 63.7\n- [CleverTap vs Dreamlit](https://www.anchorterminal.com/compare/clevertap-vs-dreamlit.md): D 50.4 vs C 57\n\n## Verify this listing\n\nFor the vendor. The badge or a plain link to this page verifies the listing, from a page on dreamlit.ai or one of its subdomains, or the README at the root of github.com/dreamlit-ai/dreamlit-mcp. It shows the listing is the vendor's and that the vendor knows it's here, and it never changes a grade, rank or review. The vendor sends the page's address to `POST https://www.anchorterminal.com/api/v1/verify` as `{\"slug\": \"dreamlit\", \"url\": \"…\"}`, or calls the `verify_listing` tool at https://www.anchorterminal.com/mcp. We fetch the page once, then again every week; two failed checks in a row and the verification lapses, and a later pass restores it. What we check: https://www.anchorterminal.com/builders/index.md#verify\n\nHTML badge:\n\n```html\n\u003ca href=\"https://www.anchorterminal.com/tools/dreamlit\"\u003e\u003cimg src=\"https://www.anchorterminal.com/badges/dreamlit.svg\" alt=\"Dreamlit on Anchor Terminal\" height=\"20\"\u003e\u003c/a\u003e\n```\n\nMarkdown badge, for a README:\n\n```markdown\n[![Dreamlit on Anchor Terminal](https://www.anchorterminal.com/badges/dreamlit.svg)](https://www.anchorterminal.com/tools/dreamlit)\n```\n\nPlain link:\n\n```html\n\u003ca href=\"https://www.anchorterminal.com/tools/dreamlit\"\u003eDreamlit on Anchor Terminal\u003c/a\u003e\n```\n\n## Share this listing\n\nFor the vendor. Sharing assets for social media, two PNGs of 1200 × 630 that say Dreamlit is listed on Anchor Terminal, with the vendor's logo and this page's address and no grade or score.\n\n- Dark: https://www.anchorterminal.com/assets/share/dreamlit-dark.png\n- Light: https://www.anchorterminal.com/assets/share/dreamlit-light.png\n", "meta": { "attribution": "Anchor Terminal (https://www.anchorterminal.com)", "attributionRequired": true, "credit": "CC BY 4.0, credit Anchor Terminal and link the page or API address you took it from (https://www.anchorterminal.com/terms/#data)", "docs": "https://www.anchorterminal.com/docs/", "generatedAt": "2026-11-07", "license": "CC-BY-4.0", "method": "https://www.anchorterminal.com/benchmark/", "methodology": "0.7", "openapi": "https://www.anchorterminal.com/openapi.json", "preview": false, "run": "2026-10-01", "runLabel": "October 2026 research run", "terms": "https://www.anchorterminal.com/terms/#data" }, "page": { "breadcrumbs": [ { "name": "Home", "url": "https://www.anchorterminal.com/" }, { "name": "Terminal", "url": "https://www.anchorterminal.com/tools/" }, { "name": "Lifecycle marketing \u0026 customer engagement", "url": "https://www.anchorterminal.com/categories/lifecycle-marketing" }, { "name": "Dreamlit", "url": "" } ], "description": "Dreamlit is a lifecycle email service that runs notification workflows from a connected Supabase or Postgres database. AI agents build, test and publish those workflows and read their analytics through a hosted MCP server.", "facts": [ "rank #809 of 1486", "OAuth auth", "0 desk reviews" ], "h1": "Dreamlit", "image": "https://www.anchorterminal.com/assets/og/tools-dreamlit.png", "path": "/tools/dreamlit", "published": "2026-10-01", "section": "tools", "title": "Dreamlit review (2026): pricing, alternatives and grade C", "toc": null, "updated": "2026-11-07", "url": "https://www.anchorterminal.com/tools/dreamlit" }, "tokens": { "markdown": 7350, "slim": 1530 }, "version": 1 }