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LEANN/packages/leann-mcp/README.md
2025-08-08 16:05:35 -07:00

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# 🔥 LEANN Claude Code Integration
Transform your development workflow with intelligent code assistance using LEANN's semantic search directly in Claude Code.
## Prerequisites
**Step 1:** First, complete the basic LEANN installation following the [📦 Installation guide](../../README.md#installation) in the root README:
```bash
uv venv
source .venv/bin/activate
uv pip install leann
```
**Step 2:** Install LEANN globally for MCP integration:
```bash
uv tool install leann-core
```
This makes the `leann` command available system-wide, which `leann_mcp` requires.
## 🚀 Quick Setup
Add the LEANN MCP server to Claude Code:
```bash
claude mcp add leann-server -- leann_mcp
```
## 🛠️ Available Tools
Once connected, you'll have access to these powerful semantic search tools in Claude Code:
- **`leann_list`** - List all available indexes across your projects
- **`leann_search`** - Perform semantic searches across code and documents
- **`leann_ask`** - Ask natural language questions and get AI-powered answers from your codebase
## 🎯 Quick Start Example
```bash
# Build an index for your project (change to your actual path)
leann build my-project --docs ./
# Start Claude Code
claude
```
**Try this in Claude Code:**
```
Help me understand this codebase. List available indexes and search for authentication patterns.
```
<p align="center">
<img src="../../assets/claude_code_leann.png" alt="LEANN in Claude Code" width="80%">
</p>
## 🧠 How It Works
The integration consists of three key components working seamlessly together:
- **`leann`** - Core CLI tool for indexing and searching (installed globally via `uv tool install`)
- **`leann_mcp`** - MCP server that wraps `leann` commands for Claude Code integration
- **Claude Code** - Calls `leann_mcp`, which executes `leann` commands and returns intelligent results
## 📁 File Support
LEANN understands **30+ file types** including:
- **Programming**: Python, JavaScript, TypeScript, Java, Go, Rust, C++, C#
- **Data**: SQL, YAML, JSON, CSV, XML
- **Documentation**: Markdown, TXT, PDF
- **And many more!**
## 💾 Storage & Organization
- **Project indexes**: Stored in `.leann/` directory (just like `.git`)
- **Global registry**: Project tracking at `~/.leann/projects.json`
- **Multi-project support**: Switch between different codebases seamlessly
- **Portable**: Transfer indexes between machines with minimal overhead
## 🗑️ Uninstalling
To remove the LEANN MCP server from Claude Code:
```bash
claude mcp remove leann-server
```
To remove LEANN
```
uv pip uninstall leann leann-backend-hnsw leann-core
```