# Dreamlit (slim)

> 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.

- Full: https://www.anchorterminal.com/tools/dreamlit.md (~7,350 tokens) · this version ~1,530 tokens · JSON https://www.anchorterminal.com/tools/dreamlit.json · canonical https://www.anchorterminal.com/tools/dreamlit
- Index: https://www.anchorterminal.com/llms.txt · API: https://www.anchorterminal.com/api/v1/index.json · MCP: https://www.anchorterminal.com/mcp · Updated: 2026-11-07 · pricing https://www.anchorterminal.com/tools/dreamlit#pricing · reviews https://www.anchorterminal.com/tools/dreamlit#reviews
- Licence: CC BY 4.0, credit Anchor Terminal and link this page (https://www.anchorterminal.com/terms/#data)

**C · 57/100 · rank #809 of 1486 · #9 in Lifecycle marketing & customer engagement · not agent-ready · confidence medium**


Assessment: 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.

## Facts

- Kind: MCP server · vendor: Notika AI · category: Lifecycle marketing & customer engagement · legal entity: Notika AI (d/b/a Dreamlit AI) · provenance 75/100
- Endpoint: `https://mcp.dreamlit.ai/mcp` (Streamable HTTP)
- Auth: OAuth · pricing: Paid · x402: no · licence: unknown
- Benchmark probes: not run yet, so Performance is pending
- Live, from our pollers (not part of the score): up at 2026-11-07 18:20 UTC · uptime 30 days 100.0% (200 probes) · p50 155 ms · p95 303 ms over 24 hours
- Vendor status page: not read, no machine-readable status found (2026-11-07 04:47 UTC)
- 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
- 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
- Data sources: Supabase or Postgres, connected in the web app with a dedicated database user; Shopify is also documented
- Sending: Email through AWS SES on Dreamlit's domain or the customer's, and Slack messages
- Category: Lifecycle-marketing, since it runs triggered and recurring lifecycle workflows and broadcasts with analytics rather than a sending API
- Legal entity: Notika AI, doing business as Dreamlit AI, per the terms and privacy policy of 29 January 2026
- Prices: Pro $20 per month (plan); Scale $99 per month (plan)

- Scores: Reliability 51, Performance pending, Schema & documentation 59, Agent ergonomics 67, Security & auth 74, Payments & pricing 10, Task success pending, Maintenance & community 80, Transparency & trust 59 · total over the 7 assessed categories
- Why: Reliability, Graded with the hosted lines. · Schema & documentation, The registry entry and the dreamlit-ai/dreamlit-mcp repository carry metadata only, so tool JSON Schemas are readable only inside a session… · Agent ergonomics, 16 tools, the 11 to 30 band; tools follow the granted scopes, so a read-only grant sees fewer (20 of 25). · Security & auth, OAuth to one workspace with four scopes, and project-scoped personal access tokens with chosen scopes, shown once (30). · Payments & pricing, No x402, MPP or L402 (0). · Maintenance & community, The latest changelog entry is 12 October 2026, custom repeating schedules (30). · Transparency & trust, A closed service under terms that name Notika AI (d/b/a Dreamlit AI) (15 of 30).
- Sources: 11, open questions: 4, both in the full twin
- Capabilities: marketing.journeys, marketing.campaigns, marketing.events, email.send, email.templates, email.analytics
- JSON: https://www.anchorterminal.com/api/v1/tools/dreamlit.json
- Verify (for the vendor): the badge `https://www.anchorterminal.com/badges/dreamlit.svg` or a link to https://www.anchorterminal.com/tools/dreamlit from a page on dreamlit.ai or one of its subdomains, or the README at the root of github.com/dreamlit-ai/dreamlit-mcp, then `POST https://www.anchorterminal.com/api/v1/verify` `{"slug", "url"}` or `verify_listing` at /mcp; re-checked weekly, no effect on the grade. Snippets in the full twin.
- Support: support@dreamlit.ai; https://dreamlit.ai/docs/resources/getting-support; https://status.dreamlit.ai/; more in the full twin

## Before you call it

1. Call `get_status` first to see the workspace, project setup state and prompting guidance
2. Use `send_workflow_test` to the user before `prepare_publish`, and call `confirm_publish` only after the user approves the returned payload
3. Request `workflows:read` and `analytics:read` only when the task is reporting, so the grant can't publish
4. Expect a browser hand-off link when setup or an unsupported edit needs the web app, and pass it to the user

## Connect

```bash
claude mcp add --transport http dreamlit https://mcp.dreamlit.ai/mcp
```
Full config and headless snippets are in the full page. Through letme (picks today, calling later): https://letme.dev/dreamlit

## Similar tools

| Tool | Grade | Score | Shared capabilities | Slim |
| --- | --- | --- | --- | --- |
| Customer.io | BB | 75.6 | marketing.events, marketing.campaigns, marketing.journeys, email.send, email.templates | https://www.anchorterminal.com/tools/customer-io.min.md |
| Nitrosend | B | 69.4 | marketing.events, marketing.campaigns, marketing.journeys, email.send, email.templates | https://www.anchorterminal.com/tools/nitrosend.min.md |
| Sequenzy | B | 63.7 | marketing.events, marketing.campaigns, marketing.journeys, email.send, email.templates | https://www.anchorterminal.com/tools/sequenzy.min.md |
| AhaSend API + MCP | BB | 75.4 | email.send, email.templates, email.analytics, marketing.campaigns | https://www.anchorterminal.com/tools/ahasend.min.md |
| Klaviyo API + MCP | BB | 73.8 | marketing.events, marketing.campaigns, marketing.journeys, email.templates | https://www.anchorterminal.com/tools/klaviyo.min.md |


## Panel reviews (0, desk reviews from public material, no calls made)