SpecPilot

MCP serverEverything else

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

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use SpecPilot

From the project's README

As published by girishr/SpecPilot in README.md.

SpecPilot is a spec-driven development (SDD) CLI for AI coding agents like Claude Code, Cursor, and ChatGPT. It initializes, validates, and syncs a .specs/ directory so AI-assisted coding stays grounded in living requirements, architecture, and task specs instead of drifting from the codebase.

MCP server

Prefer to stay inside your editor? SpecPilot also runs as a remote MCP server, so Claude Code, Cursor or Copilot can run the whole onboarding itself - answering what it can infer from your repo and asking you only the rest.

claude mcp add --transport http specpilot https://init.specpilot.dev/mcp

Then ask your agent: "Onboard this project with SpecPilot".

For Cursor, VS Code and other clients, add it as an HTTP (streamable) server:

{
  "mcpServers": {
    "specpilot": {
      "type": "http",
      "url": "https://init.specpilot.dev/mcp"
    }
  }
}

No install, no API key. Full setup notes: https://specpilot.dev/mcp-setup

Quick Start

# Install globally
npm install -g specpilot

# Create a new project
specpilot init my-project --lang typescript --framework react

# Add specs to existing project
cd existing-project
specpilot add-specs

# Validate specifications
specpilot validate

πŸš€ Next Steps to Populate Your Specs with AI

After creating a project, follow these steps to populate your specifications using AI:

  1. Open the generated guide: Check .specs/README.md for full guidance
  2. Copy the onboarding prompt: Use the prompt from .specs/development/onboarding.md
  3. Paste into your AI agent: ChatGPT, Claude, or other AI assistants
  4. Review generated spec files: Examine the AI-generated requirements and architecture

This AI-assisted approach ensures comprehensive, high-quality specifications tailored to your project needs.

Commands

CommandDescription
init <name>Initialize new SDD project
init <name> --dry-runPreview files that would be created without writing
add-specsAdd specs to existing project
validateValidate specification files
archiveArchive oversized prompts.md / tasks.md entries
backfillBackfill missing mandates & slash commands into existing project files
listShow available templates
migrateConvert legacy .project-spec folder (rarely needed)
refine [desc]Refine project specifications

Tip β€” command aliases: All commands have a short alias you can use instead of the full name. init β†’ i Β Β·Β  validate β†’ v Β Β·Β  migrate β†’ m Β Β·Β  list β†’ ls Β Β·Β  refine β†’ ref Β Β·Β  archive β†’ ar Β Β·Β  add-specs β†’ add Β Β·Β  backfill β†’ bf Example: specpilot i my-app is identical to specpilot init my-app.

Per-Command Options

CommandOptions
init--lang Β· --framework Β· --dir Β· --specs-name Β· --no-prompts Β· --dry-run
validate--fix Β· --verbose
migrate--from Β· --to Β· --backup
list--lang Β· --verbose
refine--update Β· --no-prompts
archive--dry-run Β· --force
add-specs--no-analysis Β· --deep-analysis Β· --no-prompts
backfill--dir Β· --specs-name Β· --dry-run Β· --no-prompts

Run specpilot <command> --help for full flag descriptions and default values.

Examples

# Initialize with specific language/framework
specpilot init api --lang python --framework fastapi

# Preview files that would be created without writing anything
specpilot init api --dry-run

# Refine specifications
specpilot refine "REST API for user management" --update

# Validate with auto-fix
specpilot validate --fix

Supported Languages & Frameworks

TypeScript

  • React: SPA applications
  • Express: REST APIs
  • Next.js: Full-stack apps
  • Nest.js: Scalable server-side apps
  • Vue: Progressive UI framework
  • Angular: Enterprise SPA framework

JavaScript

  • React: SPA applications
  • Express: REST APIs

Note: no framework prompt is shown for JavaScript β€” pass --framework explicitly if needed.

Python

  • FastAPI: Modern REST APIs
  • Django: Full-stack applications
  • Flask: Lightweight REST APIs
  • Streamlit: Data Science / ML apps

Kotlin

  • Android: Native Android apps
  • Spring: Server-side REST APIs
  • Ktor: Async Kotlin web framework
  • Compose: Jetpack Compose UI

Swift

  • iOS: Native iOS apps
  • SwiftUI: Declarative Apple UI
  • Vapor: Swift server-side framework

Project Structure

SpecPilot generates a .specs/ folder with organized subdirectories:

.specs/
β”œβ”€β”€ architecture/
β”‚   β”œβ”€β”€ api.yaml              # CLI / REST API / GraphQL interface spec
β”‚   └── architecture.md       # System design decisions and patterns
β”œβ”€β”€ development/
β”‚   β”œβ”€β”€ context.md            # Development memory, decisions, learnings
β”‚   β”œβ”€β”€ onboarding.md         # One-time AI bootstrap prompt β€” delete after first use
β”‚   └── prompts.md            # AI interaction log β€” MANDATED, update every session
β”œβ”€β”€ planning/
β”‚   β”œβ”€β”€ roadmap.md            # Release milestones and objectives
β”‚   └── tasks.md              # Sprint tracker (backlog / current / completed)
β”œβ”€β”€ project/
β”‚   β”œβ”€β”€ project.yaml          # Project config, rules, and AI context (MANDATED)
β”‚   └── requirements.md       # Functional & non-functional requirements
β”œβ”€β”€ quality/
β”‚   └── tests.md              # Test strategy, coverage targets, acceptance criteria
└── security/
    β”œβ”€β”€ security-decisions.md # ADR-style security design decisions
    └── threat-model.md       # Threat inventory with impact/likelihood/mitigation

Also generated at project root: an AI context file (.github/copilot-instructions.md, CLAUDE.md, .cursor/rules/specpilot.mdc , .windsurfrules, .antigravity/rules.md etc.) based on your selected IDE/Agent

Configuration

SpecPilot requires no global configuration. Each project is self-contained with settings in project.yaml.

IDE & Agent Support

SpecPilot generates AI agent configuration files during project initialization. When you run specpilot init, you'll be prompted to select your AI IDE/Agent:

Desktop IDEs (Workspace Settings):

  • GitHub Copilot - Industry standard with Copilot integration
  • Cursor - AI-first code editor with enhanced AI context
  • Windsurf - Advanced AI coding assistant
  • Antigravity - AI-powered IDE with context awareness

Cloud-Based AI Agents (Instruction Files):

  • Claude Code - Anthropic Claude Code CLI agent (CLAUDE.md)
  • Codex - OpenAI Codex agent with instruction context

Generated Configuration Files:

Each IDE/Agent selection generates one AI context file at the project root:

IDE/AgentGenerated file
GitHub Copilot.github/copilot-instructions.md
Codex.github/copilot-instructions.md
Cursor.cursor/rules/specpilot.mdc
Windsurf.windsurfrules
Antigravity.antigravity/rules.md
Claude CodeCLAUDE.md

All context files contain: project name/stack, critical mandates, Code Philosophy, Code Rules, and a Re-Anchor Prompt.

For desktop IDEs: .vscode/settings.json (or .cursor/, .windsurf/, etc.)

  • IDE-specific workspace folder setup for code + .specs
  • Extensions recommendations for development
  • AI context configuration for better spec integration

Generated Slash Commands

Each IDE/Agent selection also generates 8 specpilot-* slash/workflow commands (status, reanchor, report, sync, refine, validate, archive, backfill) that mirror key CLI operations as in-editor commands β€” e.g. .claude/commands/specpilot-status.md for Claude Code, .cursor/commands/ for Cursor, .github/prompts/ for GitHub Copilot. Running backfill on an existing project fills in any commands missing for your already-configured IDE(s). See the Full Guide for the complete list and per-IDE paths.

The generated settings/instructions automatically configure your AI agent to:

  • Include .specs/ folder in AI context
  • Understand project structure and requirements
  • Follow specification-driven development principles
  • Access development guidelines and onboarding prompts

Example:

# During init, you'll be prompted to select your IDE/Agent
specpilot init my-project --lang typescript --framework react
# Respond with your preferred IDE/Agent:
# - vscode, cursor, windsurf, antigravity (desktop)
# - claude-code, codex (cloud agents)

Troubleshooting

Common Issues

Permission Errors
sudo chown -R $USER ~/.npm-global
npm config set prefix '~/.npm-global'
Template Not Found
specpilot list --verbose
Validation Failures
specpilot validate --verbose --fix
Migration Issues

Error: "Source structure 'complex' not found"

# For NEW projects, use:
specpilot init my-project

# For EXISTING projects without specs:
specpilot add-specs

# Only use migrate if you have an old .project-spec folder
specpilot migrate --from complex --to simple --backup

Debug Mode

DEBUG=specpilot specpilot <command>

Why SpecPilot?

SpecPilot implements Specification-Driven Development (SDD) where specifications come first:

Specifications β†’ Architecture β†’ Code β†’ Tests β†’ Deployment

Benefits:

  • Clarity: Everyone understands what needs to be built
  • Consistency: Standardized structure across projects
  • Quality: Built-in validation and testing
  • AI-Ready: Clear context for AI assistants
  • Maintainable: Comprehensive documentation

Contributing

This project follows SDD principles. See .specs/ for contribution guidelines.

Development Setup

git clone https://github.com/girishr/SpecPilot.git
cd SpecPilot
npm install
npm run build
npm link  # For local testing

Quick Contribution Guide

  1. Review .specs/project/requirements.md
  2. Check .specs/planning/tasks.md
  3. Update specs when making changes
  4. Run specpilot validate before committing

Documentation

License

MIT License - see LICENSE file for details.


Built with specification-driven development principles for serious production projects.

Advanced
Delivery
specpilot MCP server β†’ your ahel gateway (mcp.ahel.ai) β†’ every connected AI client.
Catalog kind
mcp-server
Gateway key
dev-specpilot-specpilot
Source
github.com/girishr/SpecPilot
Hosted endpoint
https://init.specpilot.dev/mcp