AI Context MCP
README.md
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<img src="assets/logo.svg" alt="AI Context MCP" width="400"/>
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<p align="center">
<strong>Give your LLM real-time, version-pinned documentation instead of hallucinated APIs.</strong><br/>
An MCP server that injects live docs from <strong>57+ AI/ML libraries</strong> directly into Claude, Cursor, or any MCP-compatible client.
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๐ซ No outdated training data ยท โ
Zero telemetry ยท ๐ฆ Fully local ยท โก SQLite offline cache
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---
## Table of Contents
- [Why AI Context MCP?](#why-ai-context-mcp)
- [Quick Start](#quick-start)
- [Setup](#setup)
- [Environment Variables](#environment-variables)
- [Tools Reference](#tools-reference)
- [Supported Libraries](#supported-libraries)
- [Architecture](#architecture)
- [Contributing](#contributing)
- [Troubleshooting](#troubleshooting)
- [License](#license)
---
## Why AI Context MCP?
LLMs are trained on static snapshots of the web. By the time you use Claude or Cursor, its knowledge of `langchain`, `openai`, `pytorch` etc. is already months out of date โ causing:
- โ Hallucinated function signatures that don't exist
- โ Deprecated patterns the model confidently recommends
- โ Silent breaking changes that crash your app at runtime
**AI Context MCP solves this** by fetching current docs and changelogs from GitHub at query time, ranking them semantically, and injecting them into the model's context window.
---
## Quick Start
**Option 1 โ NPM Global Install (recommended)**
```bash
npm install -g ai-context-mcp
```
**Option 2 โ Clone & Build**
```bash
git clone https://github.com/Prathmeshkunturwar/Context_Mcp.git
cd Context_Mcp
npm install && npm run build
```
---
## Setup
### Claude Code
Add to your project's `.mcp.json`:
```json
{
"mcpServers": {
"ai-context": {
"command": "npx",
"args": ["-y", "ai-context-mcp"],
"env": { "GITHUB_TOKEN": "ghp_your_token_here" }
}
}
}
```
### Claude Desktop
Edit `claude_desktop_config.json`:
| OS | Path |
|---|---|
| **Windows** | `%APPDATA%\Claude\claude_desktop_config.json` |
| **macOS** | `~/Library/Application Support/Claude/claude_desktop_config.json` |
| **Linux** | `~/.config/Claude/claude_desktop_config.json` |
```json
{
"mcpServers": {
"ai-context": {
"command": "npx",
"args": ["-y", "ai-context-mcp"],
"env": { "GITHUB_TOKEN": "ghp_your_token_here" }
}
}
}
```
### Cursor / Other MCP Clients
```json
{
"mcpServers": {
"ai-context": {
"command": "npx",
"args": ["-y", "ai-context-mcp"],
"env": { "GITHUB_TOKEN": "ghp_your_token_here" }
}
}
}
```
---
## Environment Variables
| Variable | Required | Description |
|---|---|---|
| `GITHUB_TOKEN` | **Recommended** | GitHub PAT. Without it: 60 req/hr. With it: 5,000/hr. [Create one](https://github.com/settings/tokens) (no scopes needed). |
| `TRANSPORT` | Optional | Set to `http` for Express HTTP server instead of stdio. |
| `CACHE_TTL_HOURS` | Optional | Cache TTL in hours (default: 24). |
| `PORT` | Optional | HTTP port when `TRANSPORT=http` (default: 3000). |
---
## Tools Reference
### `resolve-library-id`
Maps natural language to a registry library ID.
```
"LangChain JavaScript" โ /langchain-ai/langchainjs
```
### `query-docs`
Fetches version-pinned documentation snippets, semantically ranked using MiniLM-L6.
```
query-docs(libraryId: "/openai/openai-python", query: "streaming", version: "1.0.0")
```
### `get-changelog-diff`
Extracts breaking changes and new features between two versions.
```
get-changelog-diff(libraryId: "/langchain-ai/langchainjs", fromVersion: "0.1.0", toVersion: "0.3.0")
โ 7 BREAKING CHANGES, 12 NEW FEATURES
```
### `get-source-signature`
Extracts raw type/function/class signatures directly from source code.
```
get-source-signature(libraryId: "/langchain-ai/langchainjs", filePath: "...", entityName: "RunnableSequence")
```
### `detect-project-versions`
Scans your local `package.json` or `requirements.txt` to detect installed library versions.
```
detect-project-versions(projectPath: "./")
โ { "langchain": "0.1.0", "@langchain/openai": "0.0.14" }
```
### `auto-migrate-codebase`
Analyzes your codebase against changelog breaking changes and generates migration alerts.
```
auto-migrate-codebase(libraryId: "...", projectPath: "./", fromVersion: "0.1.0", toVersion: "0.3.0")
```
### `suggest-skills`
Scans your project imports and recommends which libraries to look up.
```
suggest-skills(projectPath: "./") โ ["/langchain-ai/langchainjs", "/openai/openai-node"]
```
---
## Supported Libraries
### ๐ค LLM Provider SDKs
`OpenAI Python` ยท `OpenAI Node.js` ยท `Anthropic Python` ยท `Anthropic TypeScript` ยท `Google Generative AI` ยท `Mistral AI` ยท `Cohere`
### ๐ฆพ Agent Frameworks
`LangChain Python` ยท `LangChain.js` ยท `LangGraph` ยท `LlamaIndex` ยท `CrewAI` ยท `Pydantic AI` ยท `AutoGen` ยท `Letta (MemGPT)` ยท `Vercel AI SDK`
### ๐ง ML Frameworks
`PyTorch` ยท `HuggingFace Transformers` ยท `Diffusers` ยท `Accelerate` ยท `PEFT` ยท `Pydantic`
### โก Inference Engines
`vLLM` ยท `llama.cpp` ยท `Ollama`
### ๐๏ธ Vector Databases
`ChromaDB` ยท `Qdrant` ยท `Pinecone` ยท `Weaviate`
### ๐ Web Frameworks
`React` ยท `Next.js` ยท `Vue` ยท `Nuxt` ยท `Svelte` ยท `SvelteKit` ยท `Express` ยท `Fastify` ยท `Hono`
### ๐๏ธ Database & ORM
`Prisma` ยท `Drizzle` ยท `TypeORM` ยท `Mongoose`
### ๐ API & Validation
`tRPC` ยท `Zod` ยท `Apollo Server`
### ๐งช Testing & Infrastructure
`Vitest` ยท `Playwright` ยท `Supabase JS` ยท `Firebase JS`
> **57 libraries and growing!** Run `npm run add-library` or [open a PR](CONTRIBUTING.md) to add yours.
---
## Architecture
```
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
โ MCP Client (Claude / Cursor) โ
โ resolve โ query โ changelog โ signature โ
โโโโโโโโโโโโโโโโโโโโโโโโโฌโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
โ MCP Protocol (stdio / http)
โโโโโโโโโโโโโโโโโโโโโโโโโผโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
โ AI Context MCP Server โ
โ โ
โ โโโโโโโโโโโโโโ โโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโโโโ โ
โ โ Registry โ โ Fetcher โ โ Semantic Ranker โ โ
โ โ (57 libs) โ โ (GitHub + โ โ (MiniLM-L6-v2) โ โ
โ โโโโโโโโโโโโโโ โ Cache) โ โโโโโโโโโโโโโโโโโโโโ โ
โ โโโโโโโโโโโโโโ โ
โ โโโโโโโโโโโโโโ โโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโโโโ โ
โ โ Changelog โ โ Snippet โ โ Source โ โ
โ โ Parser โ โ Extractor โ โ Signature โ โ
โ โโโโโโโโโโโโโโ โโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโโโโ โ
โ โ
โ L1: In-Memory LRU โ L2: SQLite (offline) โ
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
```
---
## Contributing
See [CONTRIBUTING.md](CONTRIBUTING.md) for full guidelines.
```bash
npm run dev # ts-node with hot reload
npm test # 39 Jest tests
npm run build # Compile TypeScript
npm run add-library # Interactive library adder
```
**Project structure:**
```
src/
โโโ server.ts # Entry point
โโโ registry/libraries.json # Add libraries here
โโโ sources/ # GitHub, NPM, PyPI, HuggingFace
โโโ ranking/ # Semantic ranker + snippet extractor
โโโ cache/ # Two-tier LRU + SQLite cache
โโโ tools/ # changelog, versions, migrate, suggest
```
---
## Troubleshooting
**"Cannot find module" on start**
```bash
npm run build
```
**GitHub 403 / rate limit errors**
Add `GITHUB_TOKEN` to your env โ [create a token](https://github.com/settings/tokens) with no extra scopes.
**Stale/outdated docs returned**
```bash
rm -f .cache/ai-context-cache.db
```
**First `npx` run hangs**
The MiniLM model downloads (~25MB) on first run. This is one-time only.
> More help in [docs/TROUBLESHOOTING.md](docs/TROUBLESHOOTING.md) ยท [Open an issue](https://github.com/Prathmeshkunturwar/Context_Mcp/issues)
---
## License
[MIT](LICENSE) ยฉ [Prathmesh Kunturwar](https://github.com/Prathmeshkunturwar)
---
<p align="center">
<a href="https://github.com/Prathmeshkunturwar/Context_Mcp/issues">๐ Report Bug</a> ยท
<a href="https://github.com/Prathmeshkunturwar/Context_Mcp/issues">โจ Request Feature</a> ยท
<a href="CONTRIBUTING.md">๐ค Contribute</a>
</p>
<p align="center">If this saves you time, please โญ the repo!</p>
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