Featured

Deploy OpenClaw in 60 seconds — 20% off logoDeploy OpenClaw in 60 seconds — 20% off

Launch OpenClaw on Hostinger in about 60 seconds and keep your agent live 24/7. Our referral link gives you 20% off, no coupon code needed.

Launch on Hostinger
Run your Hermes agent on Hostinger, fully managed logoRun your Hermes agent on Hostinger, fully managed

Launch Hermes on Hostinger in one click, fully managed, no VPS knowledge needed. Use code ZACAARON10 for 10% off.

Launch on Hostinger
Crawl and scrape any site into clean data, 10% off logoCrawl and scrape any site into clean data, 10% off

Firecrawl crawls and scrapes any site into clean markdown for your agent. Get 1,000 free credits, and new users get 10% off their first purchase.

Try Firecrawl free
6,000+ web scrapers for your AI agent, start free logo6,000+ web scrapers for your AI agent, start free

Apify gives your agent live web data: 6,000+ prebuilt scrapers and actors, MCP-ready. Sign up free with $5 in usage credits.

Try Apify free
One API to scrape, enrich, and extract the internet. logoOne API to scrape, enrich, and extract the internet.

Context.dev gives your agents a single API to scrape, enrich, and extract live web data — no proxies, no parsers, no maintenance.

Start building free
SetupClaw: done-for-you OpenClaw for founders & exec teams logoSetupClaw: done-for-you OpenClaw for founders & exec teams

White-glove OpenClaw for founders and exec teams (4–50+ employees): we install, harden, integrate your tools, and maintain it — secured from day one.

Get it set up for you
SEO data APIs for your agent, $1 free credit logoSEO data APIs for your agent, $1 free credit

DataForSEO gives your agent live access to SERP results, keyword data, backlinks, and on-page SEO data through one API. New accounts get a $1 credit, good for up to 20,000 keyword or backlink lookups.

Try DataForSEO free
Reach 48,000+ AI builders

A flat monthly placement in front of developers actively installing AI tools. No lock-in, cancel anytime.

Advertise here

Works with

Claude CodeClaude DesktopCursorVS CodeClineCodex CLIOpenClaw+ any MCP client

Install to Claude Code

This server doesn't publish a one-line install command. Follow the setup in the source repository.

Summary

A Model Context Protocol server for local repository indexing and code understanding, enabling semantic search, AST analysis, dependency tracking, and symbol resolution.

README.md

Codex MCP Server

A Model Context Protocol (MCP) server for local repository indexing and code understanding.

Features

  • 🔍 Semantic Code Search: Vector-based search across your entire codebase
  • 🏗️ AST Analysis: Deep code structure understanding using Tree-sitter
  • 📊 Real-time Indexing: File system monitoring for incremental updates
  • 🔗 Dependency Tracking: Import/export relationship mapping
  • 🎯 Symbol Resolution: Find definitions, references, and usages
  • 🚀 VS Code Integration: Seamless integration with coding agents

Architecture

┌─── MCP Server ───────────────────────────────────────┐
│  ├── Tools (search_code, find_symbol, etc.)         │
│  ├── Database Layer (SQLite + Vector Storage)       │
│  ├── Indexing Engine (AST + Embeddings)             │
│  ├── File System Monitor (Real-time updates)        │
│  └── Language Parsers (TypeScript, Python, etc.)   │
└─────────────────────────────────────────────────────┘

📋 Design Documents: Before making architectural changes, please review the design documentation in the design/ folder:

Installation

npm install
npm run build

Development

npm run dev

Usage

Configure in your MCP client (e.g., VS Code):

{
  "mcpServers": {
    "codex": {
      "command": "node",
      "args": ["path/to/codex-mcp-server/dist/index.js"],
      "env": {
        "REPO_PATH": "/path/to/your/repository"
      }
    }
  }
}

Available Tools

  • search_code - Semantic search across the codebase
  • find_symbol - Find function/class definitions
  • get_references - Find all symbol usages
  • analyze_dependencies - Show import/dependency graphs
  • get_context - Get relevant context for code understanding
  • index_repository - Manually trigger repository indexing

Configuration

Set environment variables:

  • REPO_PATH - Path to the repository to index
  • OPENAI_API_KEY - For embedding generation (optional, can use local embeddings)
  • DB_PATH - Database storage path (default: ./data)

🤖 GitHub Copilot Integration

This project is designed to work seamlessly with GitHub Copilot coding agents. For detailed implementation instructions using GitHub Copilot, see GITHUB_COPILOT_GUIDE.md.

Quick Start with GitHub Copilot

  1. Use the hashtag trigger: Add #github-pull-request_copilot-coding-agent to your requests
  2. Provide clear context: "Implement the DatabaseManager class with SQLite integration for code indexing"
  3. Reference the architecture: Point to the existing interfaces and types for consistent implementation
  4. Test incrementally: Build and test each component as you implement it

Example Copilot Prompts

Implement the LanguageParser class that can parse JavaScript and TypeScript files 
to extract function definitions, class declarations, and import statements.
#github-pull-request_copilot-coding-agent
Create comprehensive unit tests for the SearchEngine class, focusing on semantic 
search functionality and vector similarity calculations.
#github-pull-request_copilot-coding-agent

For complete implementation guidance, phase-by-phase instructions, and best practices for using GitHub Copilot with this codebase, see the GitHub Copilot Guide.

License

MIT

See related servers & alternatives →

Related MCP servers

Browse all →

Related guides

Hand-picked reading to help you choose and use Search servers.