docs: polish README and add optimized MCP integration image
- Improve grammar and sentence structure in MCP section - Add proper markdown image formatting with relative paths - Optimize mcp_leann.png size (1.3MB -> 224KB) - Update data description to be more specific about Chinese content
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yichuan520030910320
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README.md
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README.md
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<img src="https://img.shields.io/badge/Python-3.9%2B-blue.svg" alt="Python 3.9+">
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<img src="https://img.shields.io/badge/License-MIT-green.svg" alt="MIT License">
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<img src="https://img.shields.io/badge/Platform-Linux%20%7C%20macOS-lightgrey" alt="Platform">
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<img src="https://img.shields.io/badge/MCP-Native%20Integration-blue?style=flat-square" alt="MCP Integration">
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</p>
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<h2 align="center" tabindex="-1" class="heading-element" dir="auto">
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@@ -16,7 +17,10 @@ LEANN is an innovative vector database that democratizes personal AI. Transform
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LEANN achieves this through *graph-based selective recomputation* with *high-degree preserving pruning*, computing embeddings on-demand instead of storing them all. [Illustration Fig →](#️-architecture--how-it-works) | [Paper →](https://arxiv.org/abs/2506.08276)
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**Ready to RAG Everything?** Transform your laptop into a personal AI assistant that can search your **[codebase](#-claude-code-integration-transform-your-development-workflow)**, **[file system](#-personal-data-manager-process-any-documents-pdf-txt-md)**, **[emails](#-your-personal-email-secretary-rag-on-apple-mail)**, **[browser history](#-time-machine-for-the-web-rag-your-entire-browser-history)**, **[chat history](#-wechat-detective-unlock-your-golden-memories)**, or external knowledge bases (i.e., 60M documents) - all on your laptop, with zero cloud costs and complete privacy.
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**Ready to RAG Everything?** Transform your laptop into a personal AI assistant that can semantic search your **[file system](#-personal-data-manager-process-any-documents-pdf-txt-md)**, **[emails](#-your-personal-email-secretary-rag-on-apple-mail)**, **[browser history](#-time-machine-for-the-web-rag-your-entire-browser-history)**, **[chat history](#-wechat-detective-unlock-your-golden-memories)**, **[codebase](#-claude-code-integration-transform-your-development-workflow)**\* , or external knowledge bases (i.e., 60M documents) - all on your laptop, with zero cloud costs and complete privacy.
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\* Claude Code only supports basic `grep`-style keyword search. **LEANN** is a drop-in **semantic search MCP service fully compatible with Claude Code**, unlocking intelligent retrieval without changing your workflow.
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@@ -26,7 +30,7 @@ LEANN achieves this through *graph-based selective recomputation* with *high-deg
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<img src="assets/effects.png" alt="LEANN vs Traditional Vector DB Storage Comparison" width="70%">
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</p>
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> **The numbers speak for themselves:** Index 60 million Wikipedia chunks in just 6GB instead of 201GB. From emails to browser history, everything fits on your laptop. [See detailed benchmarks for different applications below ↓](#storage-comparison)
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> **The numbers speak for themselves:** Index 60 million text chunks in just 6GB instead of 201GB. From emails to browser history, everything fits on your laptop. [See detailed benchmarks for different applications below ↓](#storage-comparison)
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🔒 **Privacy:** Your data never leaves your laptop. No OpenAI, no cloud, no "terms of service".
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@@ -211,30 +215,6 @@ All RAG examples share these common parameters. **Interactive mode** is availabl
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</details>
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### 🚀 Claude Code Integration: Transform Your Development Workflow!
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**The future of code assistance is here.** Transform your development workflow with LEANN's native MCP integration for Claude Code. Index your entire codebase and get intelligent code assistance directly in your IDE.
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<p align="center">
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<img src="https://img.shields.io/badge/MCP-Native%20Integration-blue?style=flat-square" alt="MCP Integration">
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<a href="https://github.com/yichuan-w/LEANN/tree/feature/graph-partition-support?tab=readme-ov-file#rag-on-everything"><img src="https://img.shields.io/twitter/url?url=https%3A%2F%2Fgithub.com%2Fyichuan-w%2FLEANN&style=social" alt="Twitter"></a>
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</p>
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**Key features:**
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- 🔍 **Semantic code search** across your entire project
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- 📚 **Context-aware assistance** for debugging and development
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- 🚀 **Zero-config setup** with automatic language detection
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- 🔒 **Complete privacy** - your code never leaves your machine
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```bash
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# Install LEANN globally for MCP integration
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uv tool install leann-core
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# Setup is automatic - just start using Claude Code!
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```
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**Ready to supercharge your coding?** [Complete Setup Guide →](packages/leann-mcp/README.md)
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### 📄 Personal Data Manager: Process Any Documents (`.pdf`, `.txt`, `.md`)!
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Ask questions directly about your personal PDFs, documents, and any directory containing your files!
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@@ -243,7 +223,7 @@ Ask questions directly about your personal PDFs, documents, and any directory co
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<img src="videos/paper_clear.gif" alt="LEANN Document Search Demo" width="600">
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</p>
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The example below asks a question about summarizing our paper (uses default data in `data/`, which is a directory with diverse data sources: two papers, Pride and Prejudice, and a README in Chinese) and this is the **easiest example** to run here:
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The example below asks a question about summarizing our paper (uses default data in `data/`, which is a directory with diverse data sources: two papers, Pride and Prejudice, and a Technical report about LLM in Huawei in Chinese), and this is the **easiest example** to run here:
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```bash
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source .venv/bin/activate # Don't forget to activate the virtual environment
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@@ -438,6 +418,26 @@ Once the index is built, you can ask questions like:
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</details>
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### 🚀 Claude Code Integration: Transform Your Development Workflow!
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**The future of code assistance is here.** Transform your development workflow with LEANN's native MCP integration for Claude Code. Index your entire codebase and get intelligent code assistance directly in your IDE.
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**Key features:**
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- 🔍 **Semantic code search** across your entire project
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- 📚 **Context-aware assistance** for debugging and development
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- 🚀 **Zero-config setup** with automatic language detection
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```bash
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# Install LEANN globally for MCP integration
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uv tool install leann-core
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# Setup is automatic - just start using Claude Code!
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```
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Try our fully agentic pipeline with auto query rewriting, semantic search planning, and more:
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**Ready to supercharge your coding?** [Complete Setup Guide →](packages/leann-mcp/README.md)
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## 🖥️ Command Line Interface
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