{ "meta": { "attribution": "Anchor Terminal (https://www.anchorterminal.com)", "docs": "https://www.anchorterminal.com/docs/", "generatedAt": "2026-10-05", "license": "CC-BY-4.0", "method": "https://www.anchorterminal.com/benchmark/", "methodology": "0.3", "openapi": "https://www.anchorterminal.com/openapi.json", "preview": false, "run": "2026-10-01", "runLabel": "October 2026 research run" }, "tool": { "category": "", "endpoint": "https://init.specpilot.dev/mcp", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/specpilot.json", "kind": "mcp", "listed": "indexed", "liveUrl": "https://www.anchorterminal.com/api/v1/live/specpilot.json", "markdownUrl": "https://www.anchorterminal.com/tools/specpilot.md", "mcpTools": { "check": { "checker": "anchor-check/1.0", "totalTokens": 3629, "counts": { "error": 0, "note": 1, "warn": 6 }, "findings": [ { "rule": "TC11", "severity": "warn", "tool": "specpilot_generate_specs", "message": "its one parameter, answers, has no description", "fix": "Describe each one: format, units, an example, and what happens when it's left out." }, { "rule": "TC11", "severity": "warn", "tool": "specpilot_next_questions", "message": "its one parameter, answers, has no description", "fix": "Describe each one: format, units, an example, and what happens when it's left out." }, { "rule": "TC16", "severity": "warn", "tool": "specpilot_generate_specs", "message": "no readOnlyHint or destructiveHint", "fix": "Set readOnlyHint: true if it only reads; otherwise set destructiveHint and idempotentHint." }, { "rule": "TC16", "severity": "warn", "tool": "specpilot_next_questions", "message": "no readOnlyHint or destructiveHint", "fix": "Set readOnlyHint: true if it only reads; otherwise set destructiveHint and idempotentHint." }, { "rule": "TC22", "severity": "warn", "tool": "specpilot_generate_specs", "message": "the definition is about 1,654 tokens", "fix": "Trim the description and parameter docs, or split the tool." }, { "rule": "TC22", "severity": "warn", "tool": "specpilot_next_questions", "message": "the definition is about 1,956 tokens", "fix": "Trim the description and parameter docs, or split the tool." }, { "rule": "TC24", "severity": "note", "message": "2 of 2 tools have no outputSchema", "fix": "Declare outputSchema for tools that return structured data, and return structuredContent that matches it." } ] }, "checkedAt": "2026-10-04T22:24:59Z", "count": 2, "schemaTokens": 3629, "status": "ok", "tools": [ { "name": "specpilot_next_questions", "title": "SpecPilot: next onboarding questions", "description": "Returns the still-unanswered SpecPilot onboarding questions of the next incomplete step, gated by the answers supplied so far - questions that do not apply to this kind of project are omitted, and options are filtered, badged or flagged the same way the SpecPilot web chat would. Stateless: send every answer collected so far on each call.\n\nProcedure: (1) Decide whether the repository already has real source code and set `isNewBuild` accordingly - it changes which onboarding analysis is generated at the end. (2) Infer what the repo already answers rather than asking: `platforms` from the dependency manifests and layout, `languageOverride`, `ideAgent` (you are the IDE - claudecode, cursor, copilot, codex, windsurf), `handle` from git config or the origin remote, `projectName` from the package manifest or folder name, and `projectDescription` from the README only if it plainly says what the project is. (3) Call this tool with what you have; answer what the repo makes obvious and ask the developer the rest, a whole step per message. Send an empty value for an optional question the developer declines, or it will be asked again; send `todoSentinel` verbatim when they do not know yet. For `projectDescription`, sending one of the returned chip labels exactly is what infers `projectCategory` and gates every later question - free prose infers nothing. Confirm any pre-seeded value rather than accepting it silently. (4) Loop until `done` is true, then call specpilot_generate_specs and follow its `nextSteps` for where each file goes.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "answers": { "properties": { "accessControl": { "description": "The access control model. Drives the security spec auth/authorization section and the permission model.", "type": "string" }, "accessibilityNotes": { "description": "Anything further on accessibility or constraints, in free text.", "type": "string" }, "activeUsers": { "description": "Roughly how many active users are expected, as a range.", "type": "string" }, "apiResponseTime": { "description": "Target API response time.", "type": "string" }, "apiStyle": { "description": "API style - REST, GraphQL, gRPC or tRPC. Shapes how the architecture spec documents client-server communication.", "type": "string" }, "authStrategy": { "description": "Auth approach - a protocol built in-house (JWT/OAuth/SAML) or a managed service (Clerk, Auth0, Firebase). Feeds the security spec.", "type": "string" }, "availability": { "description": "Availability SLA target as a fraction of uptime; higher percentages allow far less downtime per year.", "type": "string" }, "buildTimeline": { "description": "How long the build is expected to take.", "type": "string" }, "cicd": { "description": "CI/CD practices - automatically running tests and deploying on every change.", "items": { "type": "string" }, "type": "array" }, "compliance": { "description": "Compliance regimes that apply - GDPR, HIPAA, SOC 2. Pick by the actual situation (EU users, health data, payments), since getting it wrong has legal consequences.", "items": { "type": "string" }, "type": "array" }, "constraintDescription": { "description": "More detail on whatever was named in technicalConstraints.", "type": "string" }, "customUserType": { "description": "A user type in free text, when none of the userTypes options fit.", "type": "string" }, "dataSyncStrategy": { "description": "How conflicting local and server state gets reconciled once the device is back online.", "type": "string" }, "databases": { "description": "Database kinds in use - SQL, NoSQL, cache/key-value, vector. As many as apply.", "items": { "type": "string" }, "type": "array" }, "deploymentTargets": { "description": "Where this ships - cloud hosting, a package registry, a browser store. The option list depends on the project type.", "items": { "type": "string" }, "type": "array" }, "handle": { "description": "The developer GitHub handle. Optional; it namespaces generated task IDs (e.g. CD-jsmith-001). Infer from git config or the origin remote.", "type": "string" }, "ideAgent": { "description": "The editor or AI IDE in use - claudecode, cursor, copilot, codex, windsurf. You are the IDE, so set this yourself; it decides which rules and config files are generated.", "type": "string" }, "integrations": { "additionalProperties": { "items": { "type": "string" }, "type": "array" }, "description": "Third-party integrations keyed by category, e.g. { payments: [\"stripe\"] }. Only categories relevant to the project type apply.", "propertyNames": { "type": "string" }, "type": "object" }, "isNewBuild": { "description": "True for a greenfield project, false when adding onto an existing codebase. Decides which onboarding analysis is generated at the end.", "type": "boolean" }, "languageOverride": { "description": "Primary language, when it should override what SpecPilot infers from the repo.", "type": "string" }, "localDatabases": { "description": "On-device stores backing offline support. Leave empty when offline is not needed.", "items": { "type": "string" }, "type": "array" }, "nonGoals": { "description": "What this project explicitly will NOT do. Becomes the non-goals section of the specs.", "type": "string" }, "offlineSupport": { "description": "Whether this has to work offline. Set automatically when localDatabases is non-empty.", "type": "boolean" }, "otherApis": { "description": "External APIs or services not covered by integrations.", "type": "string" }, "platforms": { "description": "Platforms this should run on, e.g. web, ios, android, desktop. Infer from the dependency manifests and repo layout.", "items": { "type": "string" }, "type": "array" }, "projectCategory": { "anyOf": [ { "enum": [ "saas", "api", "mobile", "cli", "pipeline", "ml", "static", "docs", "extension", "library", "other" ], "type": "string" }, { "type": "null" } ], "description": "Project archetype. Normally inferred from projectDescription when it exactly matches a returned chip label - send it only if you already know it." }, "projectDescription": { "description": "One line saying what the project is. Required by specpilot_generate_specs. Sending one of the chip labels returned by specpilot_next_questions verbatim is what infers projectCategory and gates every later question; free prose infers nothing.", "type": "string" }, "projectName": { "description": "Short name for the project. Required by specpilot_generate_specs. Infer from the package manifest or the folder name.", "type": "string" }, "realtimeEnabled": { "description": "Whether anything updates live without a refresh. Set automatically when realtimeTypes is non-empty.", "type": "boolean" }, "realtimeTypes": { "description": "Realtime transports - WebSockets, SSE, polling. Leave empty when nothing needs to update live.", "items": { "type": "string" }, "type": "array" }, "scaleTier": { "description": "Expected scale of the system. Drives infrastructure and architecture choices.", "type": "string" }, "securityConcerns": { "description": "Security measures to plan for - encryption, rate limiting, audit logging.", "items": { "type": "string" }, "type": "array" }, "specialConsiderations": { "description": "Cross-cutting concerns that apply, such as accessibility, internationalisation or offline support.", "items": { "type": "string" }, "type": "array" }, "systemPattern": { "description": "Architecture pattern - monolith, modular monolith, or microservices.", "type": "string" }, "teamSize": { "description": "How many people are building this.", "type": "string" }, "technicalConstraints": { "description": "Hard constraints - budget, existing infrastructure, legacy systems, a fixed deadline.", "items": { "type": "string" }, "type": "array" }, "testingStrategy": { "description": "Testing approaches this project will use.", "items": { "type": "string" }, "type": "array" }, "userTypes": { "description": "Who is going to use this system, e.g. end users, admins, internal staff.", "items": { "type": "string" }, "type": "array" } }, "type": "object" } }, "type": "object" } }, { "name": "specpilot_generate_specs", "title": "SpecPilot: generate the .specs/ files", "description": "Generates the complete SpecPilot .specs/ file set plus the matching IDE rules and slash-command files from a full answer set - identical to what the SpecPilot web chat produces for the same answers. Requires projectName and projectDescription. Returns the files to write and the steps to follow after writing them.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "answers": { "properties": { "accessControl": { "description": "The access control model. Drives the security spec auth/authorization section and the permission model.", "type": "string" }, "accessibilityNotes": { "description": "Anything further on accessibility or constraints, in free text.", "type": "string" }, "activeUsers": { "description": "Roughly how many active users are expected, as a range.", "type": "string" }, "apiResponseTime": { "description": "Target API response time.", "type": "string" }, "apiStyle": { "description": "API style - REST, GraphQL, gRPC or tRPC. Shapes how the architecture spec documents client-server communication.", "type": "string" }, "authStrategy": { "description": "Auth approach - a protocol built in-house (JWT/OAuth/SAML) or a managed service (Clerk, Auth0, Firebase). Feeds the security spec.", "type": "string" }, "availability": { "description": "Availability SLA target as a fraction of uptime; higher percentages allow far less downtime per year.", "type": "string" }, "buildTimeline": { "description": "How long the build is expected to take.", "type": "string" }, "cicd": { "description": "CI/CD practices - automatically running tests and deploying on every change.", "items": { "type": "string" }, "type": "array" }, "compliance": { "description": "Compliance regimes that apply - GDPR, HIPAA, SOC 2. Pick by the actual situation (EU users, health data, payments), since getting it wrong has legal consequences.", "items": { "type": "string" }, "type": "array" }, "constraintDescription": { "description": "More detail on whatever was named in technicalConstraints.", "type": "string" }, "customUserType": { "description": "A user type in free text, when none of the userTypes options fit.", "type": "string" }, "dataSyncStrategy": { "description": "How conflicting local and server state gets reconciled once the device is back online.", "type": "string" }, "databases": { "description": "Database kinds in use - SQL, NoSQL, cache/key-value, vector. As many as apply.", "items": { "type": "string" }, "type": "array" }, "deploymentTargets": { "description": "Where this ships - cloud hosting, a package registry, a browser store. The option list depends on the project type.", "items": { "type": "string" }, "type": "array" }, "handle": { "description": "The developer GitHub handle. Optional; it namespaces generated task IDs (e.g. CD-jsmith-001). Infer from git config or the origin remote.", "type": "string" }, "ideAgent": { "description": "The editor or AI IDE in use - claudecode, cursor, copilot, codex, windsurf. You are the IDE, so set this yourself; it decides which rules and config files are generated.", "type": "string" }, "integrations": { "additionalProperties": { "items": { "type": "string" }, "type": "array" }, "description": "Third-party integrations keyed by category, e.g. { payments: [\"stripe\"] }. Only categories relevant to the project type apply.", "propertyNames": { "type": "string" }, "type": "object" }, "isNewBuild": { "description": "True for a greenfield project, false when adding onto an existing codebase. Decides which onboarding analysis is generated at the end.", "type": "boolean" }, "languageOverride": { "description": "Primary language, when it should override what SpecPilot infers from the repo.", "type": "string" }, "localDatabases": { "description": "On-device stores backing offline support. Leave empty when offline is not needed.", "items": { "type": "string" }, "type": "array" }, "nonGoals": { "description": "What this project explicitly will NOT do. Becomes the non-goals section of the specs.", "type": "string" }, "offlineSupport": { "description": "Whether this has to work offline. Set automatically when localDatabases is non-empty.", "type": "boolean" }, "otherApis": { "description": "External APIs or services not covered by integrations.", "type": "string" }, "platforms": { "description": "Platforms this should run on, e.g. web, ios, android, desktop. Infer from the dependency manifests and repo layout.", "items": { "type": "string" }, "type": "array" }, "projectCategory": { "anyOf": [ { "enum": [ "saas", "api", "mobile", "cli", "pipeline", "ml", "static", "docs", "extension", "library", "other" ], "type": "string" }, { "type": "null" } ], "description": "Project archetype. Normally inferred from projectDescription when it exactly matches a returned chip label - send it only if you already know it." }, "projectDescription": { "description": "One line saying what the project is. Required by specpilot_generate_specs. Sending one of the chip labels returned by specpilot_next_questions verbatim is what infers projectCategory and gates every later question; free prose infers nothing.", "type": "string" }, "projectName": { "description": "Short name for the project. Required by specpilot_generate_specs. Infer from the package manifest or the folder name.", "type": "string" }, "realtimeEnabled": { "description": "Whether anything updates live without a refresh. Set automatically when realtimeTypes is non-empty.", "type": "boolean" }, "realtimeTypes": { "description": "Realtime transports - WebSockets, SSE, polling. Leave empty when nothing needs to update live.", "items": { "type": "string" }, "type": "array" }, "scaleTier": { "description": "Expected scale of the system. Drives infrastructure and architecture choices.", "type": "string" }, "securityConcerns": { "description": "Security measures to plan for - encryption, rate limiting, audit logging.", "items": { "type": "string" }, "type": "array" }, "specialConsiderations": { "description": "Cross-cutting concerns that apply, such as accessibility, internationalisation or offline support.", "items": { "type": "string" }, "type": "array" }, "systemPattern": { "description": "Architecture pattern - monolith, modular monolith, or microservices.", "type": "string" }, "teamSize": { "description": "How many people are building this.", "type": "string" }, "technicalConstraints": { "description": "Hard constraints - budget, existing infrastructure, legacy systems, a fixed deadline.", "items": { "type": "string" }, "type": "array" }, "testingStrategy": { "description": "Testing approaches this project will use.", "items": { "type": "string" }, "type": "array" }, "userTypes": { "description": "Who is going to use this system, e.g. end users, admins, internal staff.", "items": { "type": "string" }, "type": "array" } }, "type": "object" } }, "required": [ "answers" ], "type": "object" } } ] }, "name": "SpecPilot", "note": "Indexed from the official MCP registry: facts and our own checks, not reviewed, so no score, grade or rank.", "packages": null, "pageJsonUrl": "https://www.anchorterminal.com/tools/specpilot.json", "popularity": { "githubStars": 40 }, "registryName": "dev.specpilot/specpilot", "remotes": [ { "type": "streamable-http", "url": "https://init.specpilot.dev/mcp" } ], "repository": "https://github.com/girishr/SpecPilot", "reviewed": false, "slug": "specpilot", "source": "the official MCP registry", "sourceUrl": "https://registry.modelcontextprotocol.io/v0.1/servers?search=dev.specpilot/specpilot", "summary": "Generate and validate a .specs/ bundle for your repo, then hand it to your AI coding agent", "updatedAt": "2026-09-13T07:14:21Z", "url": "https://www.anchorterminal.com/tools/specpilot", "vendor": "specpilot.dev", "vendorUrl": "https://specpilot.dev/mcp-setup", "version": "1.0.0", "websiteUrl": "https://specpilot.dev/mcp-setup", "where": "hosted", "why": [ "vendor" ] } }