ai-product-planner
Turns product ideas into implementation-ready planning packages including PRD, requirements, user flow, wireframes, data schema, API contracts, and SDK boundaries, with an MCP handoff for coding agents.
README
AI Product Planner
AI Product Planner turns a product idea into an implementation-ready planning package: PRD, requirements, user flow, wireframes, data schema, API contracts, SDK boundaries, and an MCP handoff for coding agents.
The generation pipeline uses a supervisor stage followed by dependency-aware parallel workers. It calls any OpenAI-compatible Chat Completions API and keeps generated sessions on the local filesystem.
Requirements
- Node.js 22 or newer
- An OpenAI-compatible LLM API key and model with structured JSON output support
Quick Start
npm install
cp .env.example .env
# Set PLANNER_LLM_API_KEY and, if needed, the base URL and model.
npm run build
npm start
Open http://127.0.0.1:8792.
For frontend and backend development in separate terminals:
npm run dev:server
npm run dev
LLM Providers
The default example targets NVIDIA's OpenAI-compatible endpoint with z-ai/glm-5.2. Other providers work when they implement POST /chat/completions with messages, response_format, and choices[0].message.content.
Set PLANNER_LLM_STRUCTURED_OUTPUT=false only when the selected provider does not support response_format: { "type": "json_object" }. The planner still validates the returned JSON and fails explicitly if the contract is invalid.
Authentication
The default server binds only to 127.0.0.1 and allows unauthenticated local use. It refuses to start with PLANNER_AUTH_MODE=none on a non-loopback host.
For deployment behind an access proxy, use header mode:
HOST=0.0.0.0
PLANNER_AUTH_MODE=header
PLANNER_AUTH_HEADER=x-authenticated-user
PLANNER_AUTH_HEADER_VALUE=expected-proxy-value
Your proxy must strip incoming copies of that header and inject the trusted value after authentication. MCP clients can instead use PLANNER_MCP_BEARER_TOKEN.
MCP
The JSON-RPC MCP endpoint is /mcp. It exposes planning sessions, generated contracts, active implementation goals, and run handoff resources.
curl http://127.0.0.1:8792/mcp \
-H 'content-type: application/json' \
-d '{"jsonrpc":"2.0","id":1,"method":"initialize","params":{}}'
Commands
npm test
npm run lint
npm run typecheck
npm run build
See SERVER_START_HERE.md, SERVER_OPERATIONS.md, and APP_DATA_SCHEMA.md for integration details.
License
MIT
Recommended Servers
playwright-mcp
A Model Context Protocol server that enables LLMs to interact with web pages through structured accessibility snapshots without requiring vision models or screenshots.
Magic Component Platform (MCP)
An AI-powered tool that generates modern UI components from natural language descriptions, integrating with popular IDEs to streamline UI development workflow.
Audiense Insights MCP Server
Enables interaction with Audiense Insights accounts via the Model Context Protocol, facilitating the extraction and analysis of marketing insights and audience data including demographics, behavior, and influencer engagement.
VeyraX MCP
Single MCP tool to connect all your favorite tools: Gmail, Calendar and 40 more.
graphlit-mcp-server
The Model Context Protocol (MCP) Server enables integration between MCP clients and the Graphlit service. Ingest anything from Slack to Gmail to podcast feeds, in addition to web crawling, into a Graphlit project - and then retrieve relevant contents from the MCP client.
Kagi MCP Server
An MCP server that integrates Kagi search capabilities with Claude AI, enabling Claude to perform real-time web searches when answering questions that require up-to-date information.
E2B
Using MCP to run code via e2b.
Neon Database
MCP server for interacting with Neon Management API and databases
Exa Search
A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This setup allows AI models to get real-time web information in a safe and controlled way.
Qdrant Server
This repository is an example of how to create a MCP server for Qdrant, a vector search engine.