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Generate and validate a .specs/ bundle for your repo, then hand it to your AI coding agent

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Status
Healthy
Uptime
100.0% over 38 days
Last Tested
Transport
Streamable HTTP · MCP 2025-11-25
URL
Repository
girishr/SpecPilot
GitHub Stars
38
Server Listing
SpecPilot

TDQS

A3.8/5.0

Scored across 2 tools

Disambiguation5/5

The two tools have clearly distinct roles: specpilot_next_questions retrieves gated onboarding questions, while specpilot_generate_specs produces the final file set. There is no meaningful overlap, and the descriptions make the sequential relationship explicit.

Naming Consistency4/5

Both names share the specpilot_ prefix and snake_case formatting, which is predictable. However, 'next_questions' is a noun phrase rather than the verb_noun pattern established by 'generate_specs', a minor deviation.

Tool Count3/5

Only two tools for a spec-generation workflow, with an enormous amount of procedure compressed into the descriptions. The surface is thin but arguably matches the narrow two-phase domain (gather answers, emit files), making it borderline rather than clearly wrong.

Completeness3/5

The lifecycle is covered end-to-end via next_questions then generate_specs, and the agent writes files from returned payloads. But there is no way to regenerate or update a single step, validate existing specs, or reset/cancel the onboarding flow, leaving notable gaps.

Available Tools

2 tools
specpilot_generate_specsSpecPilot: generate the .specs/ files
Read-onlyIdempotent
Inspect

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.

ParametersJSON Schema
NameRequiredDescriptionDefault
answersYesThe complete SpecPilot answer set to generate from - everything collected through specpilot_next_questions, whose schema describes each field. projectName and projectDescription are required; every other field falls back to a sensible default.

Output Schema

ParametersJSON Schema
NameRequiredDescription
filesYesEvery file to write - spec files, the .specs/ README, and IDE or repository config.
fileCountYesHow many files were generated.
nextStepsYesWhat to do after writing the files, including where each path belongs.
specpilot_next_questionsSpecPilot: next onboarding questions
Read-onlyIdempotent
Inspect

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.

Procedure: (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.

ParametersJSON Schema
NameRequiredDescriptionDefault
answersNoEvery SpecPilot onboarding answer collected so far. The server is stateless, so resend the whole object on every call; omit it entirely on the first call to get step 1.

Output Schema

ParametersJSON Schema
NameRequiredDescription
doneYesTrue when every applicable question is answered and specpilot_generate_specs can be called.
stepNoNumber of the step these questions belong to.
answersYesEvery answer as the server now understands it, including defaults and seeded values. Send this back on the next call.
questionsYesThe still-unanswered questions of the next incomplete step. Empty when done.
stepLabelNoHuman-readable name of that step, e.g. "Scale & deploy".

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

  1. 2 tool updates
    • Changedspecpilot_generate_specs39 fields changed
      • changedInput schema / properties / answers / description
        Previous value: -"The complete SpecPilot answer set to generate from - everything collected through specpilot_next_questions. projectName and projectDescription are required; every other field falls back to a sensible default."New value: +"The complete SpecPilot answer set to generate from - everything collected through specpilot_next_questions, whose schema describes each field. projectName and projectDescription are required; every other field falls back to a sensible default."
      • removedInput schema / properties / answers / properties / accessControl / description
        Removed value: -"The access control model. Drives the security spec auth/authorization section and the permission model."
      • removedInput schema / properties / answers / properties / accessibilityNotes / description
        Removed value: -"Anything further on accessibility or constraints, in free text."
      • removedInput schema / properties / answers / properties / activeUsers / description
        Removed value: -"Roughly how many active users are expected, as a range."
      • removedInput schema / properties / answers / properties / apiResponseTime / description
        Removed value: -"Target API response time."
      • removedInput schema / properties / answers / properties / apiStyle / description
        Removed value: -"API style - REST, GraphQL, gRPC or tRPC. Shapes how the architecture spec documents client-server communication."
      • removedInput schema / properties / answers / properties / authStrategy / description
        Removed value: -"Auth approach - a protocol built in-house (JWT/OAuth/SAML) or a managed service (Clerk, Auth0, Firebase). Feeds the security spec."
      • removedInput schema / properties / answers / properties / availability / description
        Removed value: -"Availability SLA target as a fraction of uptime; higher percentages allow far less downtime per year."
      • removedInput schema / properties / answers / properties / buildTimeline / description
        Removed value: -"How long the build is expected to take."
      • removedInput schema / properties / answers / properties / cicd / description
        Removed value: -"CI/CD practices - automatically running tests and deploying on every change."
      • removedInput schema / properties / answers / properties / compliance / description
        Removed value: -"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."
      • removedInput schema / properties / answers / properties / constraintDescription / description
        Removed value: -"More detail on whatever was named in technicalConstraints."
      • removedInput schema / properties / answers / properties / customUserType / description
        Removed value: -"A user type in free text, when none of the userTypes options fit."
      • removedInput schema / properties / answers / properties / dataSyncStrategy / description
        Removed value: -"How conflicting local and server state gets reconciled once the device is back online."
      • removedInput schema / properties / answers / properties / databases / description
        Removed value: -"Database kinds in use - SQL, NoSQL, cache/key-value, vector. As many as apply."
      • removedInput schema / properties / answers / properties / deploymentTargets / description
        Removed value: -"Where this ships - cloud hosting, a package registry, a browser store. The option list depends on the project type."
      • removedInput schema / properties / answers / properties / handle / description
        Removed value: -"The developer GitHub handle. Optional; it namespaces generated task IDs (e.g. CD-jsmith-001). Infer from git config or the origin remote."
      • removedInput schema / properties / answers / properties / ideAgent / description
        Removed value: -"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."
      • removedInput schema / properties / answers / properties / integrations / description
        Removed value: -"Third-party integrations keyed by category, e.g. { payments: [\"stripe\"] }. Only categories relevant to the project type apply."
      • removedInput schema / properties / answers / properties / isNewBuild / description
        Removed value: -"True for a greenfield project, false when adding onto an existing codebase. Decides which onboarding analysis is generated at the end."
      • removedInput schema / properties / answers / properties / languageOverride / description
        Removed value: -"Primary language, when it should override what SpecPilot infers from the repo."
      • removedInput schema / properties / answers / properties / localDatabases / description
        Removed value: -"On-device stores backing offline support. Leave empty when offline is not needed."
      • removedInput schema / properties / answers / properties / nonGoals / description
        Removed value: -"What this project explicitly will NOT do. Becomes the non-goals section of the specs."
      • removedInput schema / properties / answers / properties / offlineSupport / description
        Removed value: -"Whether this has to work offline. Set automatically when localDatabases is non-empty."
      • removedInput schema / properties / answers / properties / otherApis / description
        Removed value: -"External APIs or services not covered by integrations."
      • removedInput schema / properties / answers / properties / platforms / description
        Removed value: -"Platforms this should run on, e.g. web, ios, android, desktop. Infer from the dependency manifests and repo layout."
      • removedInput schema / properties / answers / properties / projectCategory / description
        Removed value: -"Project archetype. Normally inferred from projectDescription when it exactly matches a returned chip label - send it only if you already know it."
      • removedInput schema / properties / answers / properties / projectDescription / description
        Removed value: -"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."
      • removedInput schema / properties / answers / properties / projectName / description
        Removed value: -"Short name for the project. Required by specpilot_generate_specs. Infer from the package manifest or the folder name."
      • removedInput schema / properties / answers / properties / realtimeEnabled / description
        Removed value: -"Whether anything updates live without a refresh. Set automatically when realtimeTypes is non-empty."
      • removedInput schema / properties / answers / properties / realtimeTypes / description
        Removed value: -"Realtime transports - WebSockets, SSE, polling. Leave empty when nothing needs to update live."
      • removedInput schema / properties / answers / properties / scaleTier / description
        Removed value: -"Expected scale of the system. Drives infrastructure and architecture choices."
      • removedInput schema / properties / answers / properties / securityConcerns / description
        Removed value: -"Security measures to plan for - encryption, rate limiting, audit logging."
      • removedInput schema / properties / answers / properties / specialConsiderations / description
        Removed value: -"Cross-cutting concerns that apply, such as accessibility, internationalisation or offline support."
      • removedInput schema / properties / answers / properties / systemPattern / description
        Removed value: -"Architecture pattern - monolith, modular monolith, or microservices."
      • removedInput schema / properties / answers / properties / teamSize / description
        Removed value: -"How many people are building this."
      • removedInput schema / properties / answers / properties / technicalConstraints / description
        Removed value: -"Hard constraints - budget, existing infrastructure, legacy systems, a fixed deadline."
      • removedInput schema / properties / answers / properties / testingStrategy / description
        Removed value: -"Testing approaches this project will use."
      • removedInput schema / properties / answers / properties / userTypes / description
        Removed value: -"Who is going to use this system, e.g. end users, admins, internal staff."
    • Changedspecpilot_next_questions20 fields changed
      • changedInput schema / properties / answers / properties / accessControl / description
        Previous value: -"The access control model. Drives the security spec auth/authorization section and the permission model."New value: +"The access control model."
      • changedInput schema / properties / answers / properties / apiStyle / description
        Previous value: -"API style - REST, GraphQL, gRPC or tRPC. Shapes how the architecture spec documents client-server communication."New value: +"API style - REST, GraphQL, gRPC or tRPC."
      • changedInput schema / properties / answers / properties / authStrategy / description
        Previous value: -"Auth approach - a protocol built in-house (JWT/OAuth/SAML) or a managed service (Clerk, Auth0, Firebase). Feeds the security spec."New value: +"Auth approach - a protocol built in-house (JWT/OAuth/SAML) or a managed service (Clerk, Auth0, Firebase)."
      • changedInput schema / properties / answers / properties / availability / description
        Previous value: -"Availability SLA target as a fraction of uptime; higher percentages allow far less downtime per year."New value: +"Availability SLA target as a fraction of uptime."
      • changedInput schema / properties / answers / properties / compliance / description
        Previous value: -"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."New value: +"Compliance regimes that apply - GDPR, HIPAA, SOC 2. Pick by the actual situation (EU users, health data, payments)."
      • changedInput schema / properties / answers / properties / handle / description
        Previous value: -"The developer GitHub handle. Optional; it namespaces generated task IDs (e.g. CD-jsmith-001). Infer from git config or the origin remote."New value: +"The developer GitHub handle. Optional. Infer from git config or the origin remote."
      • changedInput schema / properties / answers / properties / ideAgent / description
        Previous value: -"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."New value: +"The editor or AI IDE in use - claudecode, cursor, copilot, codex, windsurf. You are the IDE, so set this yourself."
      • changedInput schema / properties / answers / properties / isNewBuild / description
        Previous value: -"True for a greenfield project, false when adding onto an existing codebase. Decides which onboarding analysis is generated at the end."New value: +"True for a greenfield project, false when adding onto an existing codebase."
      • changedInput schema / properties / answers / properties / nonGoals / description
        Previous value: -"What this project explicitly will NOT do. Becomes the non-goals section of the specs."New value: +"What this project explicitly will NOT do."
      • changedInput schema / properties / answers / properties / scaleTier / description
        Previous value: -"Expected scale of the system. Drives infrastructure and architecture choices."New value: +"Expected scale of the system."
      • changedOutput schema / properties / answers / properties / accessControl / description
        Previous value: -"The access control model. Drives the security spec auth/authorization section and the permission model."New value: +"The access control model."
      • changedOutput schema / properties / answers / properties / apiStyle / description
        Previous value: -"API style - REST, GraphQL, gRPC or tRPC. Shapes how the architecture spec documents client-server communication."New value: +"API style - REST, GraphQL, gRPC or tRPC."
      • changedOutput schema / properties / answers / properties / authStrategy / description
        Previous value: -"Auth approach - a protocol built in-house (JWT/OAuth/SAML) or a managed service (Clerk, Auth0, Firebase). Feeds the security spec."New value: +"Auth approach - a protocol built in-house (JWT/OAuth/SAML) or a managed service (Clerk, Auth0, Firebase)."
      • changedOutput schema / properties / answers / properties / availability / description
        Previous value: -"Availability SLA target as a fraction of uptime; higher percentages allow far less downtime per year."New value: +"Availability SLA target as a fraction of uptime."
      • changedOutput schema / properties / answers / properties / compliance / description
        Previous value: -"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."New value: +"Compliance regimes that apply - GDPR, HIPAA, SOC 2. Pick by the actual situation (EU users, health data, payments)."
      • changedOutput schema / properties / answers / properties / handle / description
        Previous value: -"The developer GitHub handle. Optional; it namespaces generated task IDs (e.g. CD-jsmith-001). Infer from git config or the origin remote."New value: +"The developer GitHub handle. Optional. Infer from git config or the origin remote."
      • changedOutput schema / properties / answers / properties / ideAgent / description
        Previous value: -"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."New value: +"The editor or AI IDE in use - claudecode, cursor, copilot, codex, windsurf. You are the IDE, so set this yourself."
      • changedOutput schema / properties / answers / properties / isNewBuild / description
        Previous value: -"True for a greenfield project, false when adding onto an existing codebase. Decides which onboarding analysis is generated at the end."New value: +"True for a greenfield project, false when adding onto an existing codebase."
      • changedOutput schema / properties / answers / properties / nonGoals / description
        Previous value: -"What this project explicitly will NOT do. Becomes the non-goals section of the specs."New value: +"What this project explicitly will NOT do."
      • changedOutput schema / properties / answers / properties / scaleTier / description
        Previous value: -"Expected scale of the system. Drives infrastructure and architecture choices."New value: +"Expected scale of the system."
  2. 2 tool updates
    • Changedspecpilot_generate_specs2 fields changed
      • addedInput schema / properties / answers / description
        Added value: +"The complete SpecPilot answer set to generate from - everything collected through specpilot_next_questions. projectName and projectDescription are required; every other field falls back to a sensible default."
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "$schema": "http://json-schema.org/draft-07/schema#",
        +  "additionalProperties": false,
        +  "properties": {
        +    "fileCount": {
        +      "description": "How many files were generated.",
        +      "type": "number"
        +    },
        +    "files": {
        +      "description": "Every file to write - spec files, the .specs/ README, and IDE or repository config.",
        +      "items": {
        +        "additionalProperties": false,
        +        "properties": {
        +          "content": {
        +            "description": "Full file contents to write verbatim.",
        +            "type": "string"
        +          },
        +          "path": {
        +            "description": "Path to write, relative to the repository root. Do not rename it.",
        +            "type": "string"
        +          }
        +        },
        +        "required": [
        +          "path",
        +          "content"
        +        ],
        +        "type": "object"
        +      },
        +      "type": "array"
        +    },
        +    "nextSteps": {
        +      "description": "What to do after writing the files, including where each path belongs.",
        +      "items": {
        +        "type": "string"
        +      },
        +      "type": "array"
        +    }
        +  },
        +  "required": [
        +    "files",
        +    "fileCount",
        +    "nextSteps"
        +  ],
        +  "type": "object"
        +}
    • Changedspecpilot_next_questions2 fields changed
      • addedInput schema / properties / answers / description
        Added value: +"Every SpecPilot onboarding answer collected so far. The server is stateless, so resend the whole object on every call; omit it entirely on the first call to get step 1."
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "$schema": "http://json-schema.org/draft-07/schema#",
        +  "additionalProperties": false,
        +  "properties": {
        +    "answers": {
        +      "additionalProperties": false,
        +      "description": "Every answer as the server now understands it, including defaults and seeded values. Send this back on the next call.",
        +      "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"
        +    },
        +    "done": {
        +      "description": "True when every applicable question is answered and specpilot_generate_specs can be called.",
        +      "type": "boolean"
        +    },
        +    "questions": {
        +      "description": "The still-unanswered questions of the next incomplete step. Empty when done.",
        +      "items": {
        +        "additionalProperties": false,
        +        "properties": {
        +          "allowCustom": {
        +            "description": "True when a value outside the listed options is accepted.",
        +            "type": "boolean"
        +          },
        +          "field": {
        +            "description": "The answers field this question fills - send the reply under this key.",
        +            "type": "string"
        +          },
        +          "groups": {
        +            "description": "Choices arranged into groups, for grouped questions.",
        +            "items": {
        +              "additionalProperties": false,
        +              "properties": {
        +                "group": {
        +                  "description": "Group heading.",
        +                  "type": "string"
        +                },
        +                "items": {
        +                  "description": "Options within this group.",
        +                  "items": {
        +                    "additionalProperties": false,
        +                    "properties": {
        +                      "badge": {
        +                        "description": "recommended marks a suggested choice; flagged marks one that needs care.",
        +                        "enum": [
        +                          "recommended",
        +                          "flagged"
        +                        ],
        +                        "type": "string"
        +                      },
        +                      "description": {
        +                        "description": "Longer explanation of what choosing this means.",
        +                        "type": "string"
        +                      },
        +                      "group": {
        +                        "description": "Group this option belongs to.",
        +                        "type": "string"
        +                      },
        +                      "id": {
        +                        "description": "Value to send back for this option.",
        +                        "type": "string"
        +                      },
        +                      "label": {
        +                        "description": "Human-readable label shown to the developer.",
        +                        "type": "string"
        +                      },
        +                      "warning": {
        +                        "description": "Caveat to surface to the developer before they pick this.",
        +                        "type": "string"
        +                      }
        +                    },
        +                    "required": [
        +                      "id",
        +                      "label"
        +                    ],
        +                    "type": "object"
        +                  },
        +                  "type": "array"
        +                }
        +              },
        +              "required": [
        +                "group",
        +                "items"
        +              ],
        +              "type": "object"
        +            },
        +            "type": "array"
        +          },
        +          "id": {
        +            "description": "Stable question id.",
        +            "type": "string"
        +          },
        +          "optional": {
        +            "description": "True when the question may be answered with an empty value to decline it.",
        +            "type": "boolean"
        +          },
        +          "options": {
        +            "description": "Choices for a select-style question.",
        +            "items": {
        +              "additionalProperties": false,
        +              "properties": {
        +                "badge": {
        +                  "description": "recommended marks a suggested choice; flagged marks one that needs care.",
        +                  "enum": [
        +                    "recommended",
        +                    "flagged"
        +                  ],
        +                  "type": "string"
        +                },
        +                "description": {
        +                  "description": "Longer explanation of what choosing this means.",
        +                  "type": "string"
        +                },
        +                "group": {
        +                  "description": "Group this option belongs to.",
        +                  "type": "string"
        +                },
        +                "id": {
        +                  "description": "Value to send back for this option.",
        +                  "type": "string"
        +                },
        +                "label": {
        +                  "description": "Human-readable label shown to the developer.",
        +                  "type": "string"
        +                },
        +                "warning": {
        +                  "description": "Caveat to surface to the developer before they pick this.",
        +                  "type": "string"
        +                }
        +              },
        +              "required": [
        +                "id",
        +                "label"
        +              ],
        +              "type": "object"
        +            },
        +            "type": "array"
        +          },
        +          "prompt": {
        +            "description": "The question text, rendered against the answers so far.",
        +            "type": "string"
        +          },
        +          "required": {
        +            "description": "True when a non-empty answer is needed to move on.",
        +            "type": "boolean"
        +          },
        +          "todoSentinel": {
        +            "description": "Send this exact value when the developer does not know yet.",
        +            "type": "string"
        +          },
        +          "type": {
        +            "description": "Shape of the expected answer, e.g. text, single-select, multi-select.",
        +            "type": "string"
        +          }
        +        },
        +        "required": [
        +          "id",
        +          "field",
        +          "type",
        +          "prompt"
        +        ],
        +        "type": "object"
        +      },
        +      "type": "array"
        +    },
        +    "step": {
        +      "description": "Number of the step these questions belong to.",
        +      "type": "number"
        +    },
        +    "stepLabel": {
        +      "description": "Human-readable name of that step, e.g. \"Scale & deploy\".",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "done",
        +    "questions",
        +    "answers"
        +  ],
        +  "type": "object"
        +}
  3. 2 tool updates
    • Changedspecpilot_generate_specs38 fields changed
      • addedInput schema / properties / answers / properties / accessControl / description
        Added value: +"The access control model. Drives the security spec auth/authorization section and the permission model."
      • addedInput schema / properties / answers / properties / accessibilityNotes / description
        Added value: +"Anything further on accessibility or constraints, in free text."
      • addedInput schema / properties / answers / properties / activeUsers / description
        Added value: +"Roughly how many active users are expected, as a range."
      • addedInput schema / properties / answers / properties / apiResponseTime / description
        Added value: +"Target API response time."
      • addedInput schema / properties / answers / properties / apiStyle / description
        Added value: +"API style - REST, GraphQL, gRPC or tRPC. Shapes how the architecture spec documents client-server communication."
      • addedInput schema / properties / answers / properties / authStrategy / description
        Added value: +"Auth approach - a protocol built in-house (JWT/OAuth/SAML) or a managed service (Clerk, Auth0, Firebase). Feeds the security spec."
      • addedInput schema / properties / answers / properties / availability / description
        Added value: +"Availability SLA target as a fraction of uptime; higher percentages allow far less downtime per year."
      • addedInput schema / properties / answers / properties / buildTimeline / description
        Added value: +"How long the build is expected to take."
      • addedInput schema / properties / answers / properties / cicd / description
        Added value: +"CI/CD practices - automatically running tests and deploying on every change."
      • addedInput schema / properties / answers / properties / compliance / description
        Added value: +"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."
      • addedInput schema / properties / answers / properties / constraintDescription / description
        Added value: +"More detail on whatever was named in technicalConstraints."
      • addedInput schema / properties / answers / properties / customUserType / description
        Added value: +"A user type in free text, when none of the userTypes options fit."
      • addedInput schema / properties / answers / properties / dataSyncStrategy / description
        Added value: +"How conflicting local and server state gets reconciled once the device is back online."
      • addedInput schema / properties / answers / properties / databases / description
        Added value: +"Database kinds in use - SQL, NoSQL, cache/key-value, vector. As many as apply."
      • addedInput schema / properties / answers / properties / deploymentTargets / description
        Added value: +"Where this ships - cloud hosting, a package registry, a browser store. The option list depends on the project type."
      • addedInput schema / properties / answers / properties / handle / description
        Added value: +"The developer GitHub handle. Optional; it namespaces generated task IDs (e.g. CD-jsmith-001). Infer from git config or the origin remote."
      • addedInput schema / properties / answers / properties / ideAgent / description
        Added value: +"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."
      • addedInput schema / properties / answers / properties / integrations / description
        Added value: +"Third-party integrations keyed by category, e.g. { payments: [\"stripe\"] }. Only categories relevant to the project type apply."
      • addedInput schema / properties / answers / properties / isNewBuild / description
        Added value: +"True for a greenfield project, false when adding onto an existing codebase. Decides which onboarding analysis is generated at the end."
      • addedInput schema / properties / answers / properties / languageOverride / description
        Added value: +"Primary language, when it should override what SpecPilot infers from the repo."
      • addedInput schema / properties / answers / properties / localDatabases / description
        Added value: +"On-device stores backing offline support. Leave empty when offline is not needed."
      • addedInput schema / properties / answers / properties / nonGoals / description
        Added value: +"What this project explicitly will NOT do. Becomes the non-goals section of the specs."
      • addedInput schema / properties / answers / properties / offlineSupport / description
        Added value: +"Whether this has to work offline. Set automatically when localDatabases is non-empty."
      • addedInput schema / properties / answers / properties / otherApis / description
        Added value: +"External APIs or services not covered by integrations."
      • addedInput schema / properties / answers / properties / platforms / description
        Added value: +"Platforms this should run on, e.g. web, ios, android, desktop. Infer from the dependency manifests and repo layout."
      • addedInput schema / properties / answers / properties / projectCategory / description
        Added value: +"Project archetype. Normally inferred from projectDescription when it exactly matches a returned chip label - send it only if you already know it."
      • addedInput schema / properties / answers / properties / projectDescription / description
        Added value: +"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."
      • addedInput schema / properties / answers / properties / projectName / description
        Added value: +"Short name for the project. Required by specpilot_generate_specs. Infer from the package manifest or the folder name."
      • addedInput schema / properties / answers / properties / realtimeEnabled / description
        Added value: +"Whether anything updates live without a refresh. Set automatically when realtimeTypes is non-empty."
      • addedInput schema / properties / answers / properties / realtimeTypes / description
        Added value: +"Realtime transports - WebSockets, SSE, polling. Leave empty when nothing needs to update live."
      • addedInput schema / properties / answers / properties / scaleTier / description
        Added value: +"Expected scale of the system. Drives infrastructure and architecture choices."
      • addedInput schema / properties / answers / properties / securityConcerns / description
        Added value: +"Security measures to plan for - encryption, rate limiting, audit logging."
      • addedInput schema / properties / answers / properties / specialConsiderations / description
        Added value: +"Cross-cutting concerns that apply, such as accessibility, internationalisation or offline support."
      • addedInput schema / properties / answers / properties / systemPattern / description
        Added value: +"Architecture pattern - monolith, modular monolith, or microservices."
      • addedInput schema / properties / answers / properties / teamSize / description
        Added value: +"How many people are building this."
      • addedInput schema / properties / answers / properties / technicalConstraints / description
        Added value: +"Hard constraints - budget, existing infrastructure, legacy systems, a fixed deadline."
      • addedInput schema / properties / answers / properties / testingStrategy / description
        Added value: +"Testing approaches this project will use."
      • addedInput schema / properties / answers / properties / userTypes / description
        Added value: +"Who is going to use this system, e.g. end users, admins, internal staff."
    • Changedspecpilot_next_questions38 fields changed
      • addedInput schema / properties / answers / properties / accessControl / description
        Added value: +"The access control model. Drives the security spec auth/authorization section and the permission model."
      • addedInput schema / properties / answers / properties / accessibilityNotes / description
        Added value: +"Anything further on accessibility or constraints, in free text."
      • addedInput schema / properties / answers / properties / activeUsers / description
        Added value: +"Roughly how many active users are expected, as a range."
      • addedInput schema / properties / answers / properties / apiResponseTime / description
        Added value: +"Target API response time."
      • addedInput schema / properties / answers / properties / apiStyle / description
        Added value: +"API style - REST, GraphQL, gRPC or tRPC. Shapes how the architecture spec documents client-server communication."
      • addedInput schema / properties / answers / properties / authStrategy / description
        Added value: +"Auth approach - a protocol built in-house (JWT/OAuth/SAML) or a managed service (Clerk, Auth0, Firebase). Feeds the security spec."
      • addedInput schema / properties / answers / properties / availability / description
        Added value: +"Availability SLA target as a fraction of uptime; higher percentages allow far less downtime per year."
      • addedInput schema / properties / answers / properties / buildTimeline / description
        Added value: +"How long the build is expected to take."
      • addedInput schema / properties / answers / properties / cicd / description
        Added value: +"CI/CD practices - automatically running tests and deploying on every change."
      • addedInput schema / properties / answers / properties / compliance / description
        Added value: +"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."
      • addedInput schema / properties / answers / properties / constraintDescription / description
        Added value: +"More detail on whatever was named in technicalConstraints."
      • addedInput schema / properties / answers / properties / customUserType / description
        Added value: +"A user type in free text, when none of the userTypes options fit."
      • addedInput schema / properties / answers / properties / dataSyncStrategy / description
        Added value: +"How conflicting local and server state gets reconciled once the device is back online."
      • addedInput schema / properties / answers / properties / databases / description
        Added value: +"Database kinds in use - SQL, NoSQL, cache/key-value, vector. As many as apply."
      • addedInput schema / properties / answers / properties / deploymentTargets / description
        Added value: +"Where this ships - cloud hosting, a package registry, a browser store. The option list depends on the project type."
      • addedInput schema / properties / answers / properties / handle / description
        Added value: +"The developer GitHub handle. Optional; it namespaces generated task IDs (e.g. CD-jsmith-001). Infer from git config or the origin remote."
      • addedInput schema / properties / answers / properties / ideAgent / description
        Added value: +"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."
      • addedInput schema / properties / answers / properties / integrations / description
        Added value: +"Third-party integrations keyed by category, e.g. { payments: [\"stripe\"] }. Only categories relevant to the project type apply."
      • addedInput schema / properties / answers / properties / isNewBuild / description
        Added value: +"True for a greenfield project, false when adding onto an existing codebase. Decides which onboarding analysis is generated at the end."
      • addedInput schema / properties / answers / properties / languageOverride / description
        Added value: +"Primary language, when it should override what SpecPilot infers from the repo."
      • addedInput schema / properties / answers / properties / localDatabases / description
        Added value: +"On-device stores backing offline support. Leave empty when offline is not needed."
      • addedInput schema / properties / answers / properties / nonGoals / description
        Added value: +"What this project explicitly will NOT do. Becomes the non-goals section of the specs."
      • addedInput schema / properties / answers / properties / offlineSupport / description
        Added value: +"Whether this has to work offline. Set automatically when localDatabases is non-empty."
      • addedInput schema / properties / answers / properties / otherApis / description
        Added value: +"External APIs or services not covered by integrations."
      • addedInput schema / properties / answers / properties / platforms / description
        Added value: +"Platforms this should run on, e.g. web, ios, android, desktop. Infer from the dependency manifests and repo layout."
      • addedInput schema / properties / answers / properties / projectCategory / description
        Added value: +"Project archetype. Normally inferred from projectDescription when it exactly matches a returned chip label - send it only if you already know it."
      • addedInput schema / properties / answers / properties / projectDescription / description
        Added value: +"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."
      • addedInput schema / properties / answers / properties / projectName / description
        Added value: +"Short name for the project. Required by specpilot_generate_specs. Infer from the package manifest or the folder name."
      • addedInput schema / properties / answers / properties / realtimeEnabled / description
        Added value: +"Whether anything updates live without a refresh. Set automatically when realtimeTypes is non-empty."
      • addedInput schema / properties / answers / properties / realtimeTypes / description
        Added value: +"Realtime transports - WebSockets, SSE, polling. Leave empty when nothing needs to update live."
      • addedInput schema / properties / answers / properties / scaleTier / description
        Added value: +"Expected scale of the system. Drives infrastructure and architecture choices."
      • addedInput schema / properties / answers / properties / securityConcerns / description
        Added value: +"Security measures to plan for - encryption, rate limiting, audit logging."
      • addedInput schema / properties / answers / properties / specialConsiderations / description
        Added value: +"Cross-cutting concerns that apply, such as accessibility, internationalisation or offline support."
      • addedInput schema / properties / answers / properties / systemPattern / description
        Added value: +"Architecture pattern - monolith, modular monolith, or microservices."
      • addedInput schema / properties / answers / properties / teamSize / description
        Added value: +"How many people are building this."
      • addedInput schema / properties / answers / properties / technicalConstraints / description
        Added value: +"Hard constraints - budget, existing infrastructure, legacy systems, a fixed deadline."
      • addedInput schema / properties / answers / properties / testingStrategy / description
        Added value: +"Testing approaches this project will use."
      • addedInput schema / properties / answers / properties / userTypes / description
        Added value: +"Who is going to use this system, e.g. end users, admins, internal staff."
  4. 2 tool updates
    • First observedspecpilot_generate_specs
    • First observedspecpilot_next_questions

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