The privacy-first MCP server that transforms any repository into an AI-ready codebase with semantic search and RAG.
RagCode is a Model Context Protocol (MCP) server that instantly makes your project . It enables AI assistants like , , , and to understand your entire codebase through , bridging the gap between your code and Large Language Models (LLMs).
Privacy-first semantic code navigation MCP server using RAG. Features deep AST multi-language support (Go, PHP/Laravel/WP, JS/TS/React, Python), 100% local LLMs (Ollama), and vector search (Qdrant) for AI IDEs like Antigravity, Cursor, Windsurf, Copilot, and Claude.
ดาว
55
เครื่องมือ
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อัปไทม์
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AI-ready
GitHub Copilot
Cursor
Windsurf
Claude
semantic vector search
Built with the official Model Context Protocol Go SDK, RagCode provides 9 powerful tools to index, search, and analyze code, making it the ultimate solution for AI-ready software development.
⚡ One-Command Installation
No Go, no build tools, no configuration needed. Just Docker.
Linux (amd64)
curl -fsSL https://github.com/doITmagic/rag-code-mcp/releases/latest/download/rag-code-mcp_linux_amd64.tar.gz | tar xz && ./ragcode-installer -ollama=docker -qdrant=docker
macOS (Apple Silicon / Intel)
# Apple Silicon (M1/M2/M3)
curl -fsSL https://github.com/doITmagic/rag-code-mcp/releases/latest/download/rag-code-mcp_darwin_arm64.tar.gz | tar xz && ./ragcode-installer -ollama=docker -qdrant=docker
# Intel Macs
curl -fsSL https://github.com/doITmagic/rag-code-mcp/releases/latest/download/rag-code-mcp_darwin_amd64.tar.gz | tar xz && ./ragcode-installer -ollama=docker -qdrant=docker
✅ Downloads required AI models (phi3:medium, mxbai-embed-large)
✅ Configures your IDE (VS Code, Cursor, Windsurf, Claude Desktop)
✅ Adds binaries to your PATH
🔄 Keep Updated
The auto-update feature is available starting with v1.1.18.
How to Upgrade:
If you are on an older version (< v1.1.18):
Your version does not know the update command.
You must re-run the installation command (the curl command above) one last time.
(Don't worry, your indexes and configuration will be preserved).
If you are on v1.1.18 or newer:
Simply run:
rag-code-mcp --update
For new installations:
The update system is built-in. Use the installer once, then simply run rag-code-mcp --update anytime to get the latest features.
Privacy-first semantic code navigation MCP server using RAG. Features deep AST multi-language support (Go, PHP/Laravel/WP, JS/TS/React, Python), 100% local LLMs (Ollama), and vector search (Qdrant) fo
Privacy-first semantic code navigation MCP server using RAG. Features deep AST multi-language support (Go, PHP/Laravel/WP, JS/TS/React, Python), 100% local LLMs (Ollama), and vector search (Qdrant) for AI IDEs like Antigravity, Cursor, Windsurf, Copilot, and Claude.
ตรวจสอบล่าสุดเมื่อ 2026-10-28 Privacy-first semantic code navigation MCP server using RAG. Features deep AST multi-language support (Go, PHP/Laravel/WP, JS/TS/React, Python), 100% local LLMs (Ollama), and vector search (Qdrant) for AI IDEs like Antigravity, Cursor, Windsurf, Copilot, and Claude.