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Title: GitHub - sarcascoder/LEANN: RAG on Everything with LEANN. Enjoy 97% storage savings while running a fast, accurate, and 100% private RAG application on your personal device.

Open Graph Title: GitHub - sarcascoder/LEANN: RAG on Everything with LEANN. Enjoy 97% storage savings while running a fast, accurate, and 100% private RAG application on your personal device.

X Title: GitHub - sarcascoder/LEANN: RAG on Everything with LEANN. Enjoy 97% storage savings while running a fast, accurate, and 100% private RAG application on your personal device.

Description: RAG on Everything with LEANN. Enjoy 97% storage savings while running a fast, accurate, and 100% private RAG application on your personal device. - sarcascoder/LEANN

Open Graph Description: RAG on Everything with LEANN. Enjoy 97% storage savings while running a fast, accurate, and 100% private RAG application on your personal device. - sarcascoder/LEANN

X Description: RAG on Everything with LEANN. Enjoy 97% storage savings while running a fast, accurate, and 100% private RAG application on your personal device. - sarcascoder/LEANN

Opengraph URL: https://github.com/sarcascoder/LEANN

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	https://forms.gle/rDbZf864gMNxhpTq8
Click here to cast your vote (2 mins)	https://forms.gle/rDbZf864gMNxhpTq8
	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#----the-smallest-vector-index-in-the-world-rag-everything-with-leann
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	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#why-leann
	https://patch-diff.githubusercontent.com/sarcascoder/LEANN/blob/main/assets/effects.png
See detailed benchmarks for different applications below ↓	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#-storage-comparison
	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#installation
	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#-prerequisites-install-uv
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	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#-quick-install
PyPI	https://pypi.org/project/leann/
Issue #30	https://github.com/yichuan-w/LEANN/issues/30
Intel oneAPI MKL	https://www.intel.com/content/www/us/en/developer/tools/oneapi/onemkl.html
Issue #50	https://github.com/yichuan-w/LEANN/issues/50
	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#quick-start
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	https://colab.research.google.com/github/yichuan-w/LEANN/blob/main/demo.ipynb
	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#performance-optimization-task-specific-prompt-templates
	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#real-world-performance
	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#quick-example
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	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#️-cloud-providers
download Ollama for macOS	https://ollama.com/download/mac
	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#-flexible-configuration
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	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#-personal-data-manager-process-any-documents-pdf-txt-md
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	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#example-commands-2
	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#-wechat-detective-unlock-your-golden-memories
	https://patch-diff.githubusercontent.com/sarcascoder/LEANN/blob/main/videos/wechat_clear.gif
WeChat exporter	https://github.com/sunnyyoung/WeChatTweak-CLI
WeChatTweak-CLI issues page	https://github.com/sunnyyoung/WeChatTweak-CLI/issues/41
	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#parameters-3
	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#example-commands-3
	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#-chatgpt-chat-history-your-personal-ai-conversation-archive
	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#parameters-4
	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#example-commands-4
	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#-claude-chat-history-your-personal-ai-conversation-archive
	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#parameters-5
	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#example-commands-5
	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#-imessage-history-your-personal-conversation-archive
	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#parameters-6
	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#example-commands-6
	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#mcp-integration-rag-on-live-data-from-any-platform
	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#-slack-messages-search-your-team-conversations
Slack Setup Guide	https://patch-diff.githubusercontent.com/sarcascoder/LEANN/blob/main/docs/slack-setup-guide.md
	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#-twitter-bookmarks-your-personal-tweet-library
developer.twitter.com	https://developer.twitter.com
	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#-claude-code-integration-transform-your-development-workflow
AST Chunking Guide →	https://patch-diff.githubusercontent.com/sarcascoder/LEANN/blob/main/docs/ast_chunking_guide.md
	https://patch-diff.githubusercontent.com/sarcascoder/LEANN/blob/main/assets/mcp_leann.png
Complete Setup Guide →	https://patch-diff.githubusercontent.com/sarcascoder/LEANN/blob/main/packages/leann-mcp/README.md
	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#command-line-interface
	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#installation-1
	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#usage-examples
	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#-advanced-features
	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#-metadata-filtering
Complete Metadata filtering guide →	https://patch-diff.githubusercontent.com/sarcascoder/LEANN/blob/main/docs/metadata_filtering.md
	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#-grep-search
Complete grep search guide →	https://patch-diff.githubusercontent.com/sarcascoder/LEANN/blob/main/docs/grep_search.md
	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#️-architecture--how-it-works
	https://patch-diff.githubusercontent.com/sarcascoder/LEANN/blob/main/assets/arch.png
	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#benchmarks
DiskANN vs HNSW Performance Comparison →	https://patch-diff.githubusercontent.com/sarcascoder/LEANN/blob/main/benchmarks/diskann_vs_hnsw_speed_comparison.py
Simple Example: Compare LEANN vs FAISS →	https://patch-diff.githubusercontent.com/sarcascoder/LEANN/blob/main/benchmarks/compare_faiss_vs_leann.py
	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#-storage-comparison
	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#reproduce-our-results
	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#-paper
LEANN: A Low-Storage Vector Index	https://arxiv.org/abs/2506.08276
Detailed Features →	https://patch-diff.githubusercontent.com/sarcascoder/LEANN/blob/main/docs/features.md
	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#-detailed-features-
CONTRIBUTING →	https://patch-diff.githubusercontent.com/sarcascoder/LEANN/blob/main/docs/CONTRIBUTING.md
	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#-contributing-
FAQ →	https://patch-diff.githubusercontent.com/sarcascoder/LEANN/blob/main/docs/faq.md
	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#-faq-
Roadmap →	https://patch-diff.githubusercontent.com/sarcascoder/LEANN/blob/main/docs/roadmap.md
	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#-roadmap-
	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#-license
LICENSE	https://patch-diff.githubusercontent.com/sarcascoder/LEANN/blob/main/LICENSE
	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#-acknowledgments
Yichuan Wang	https://yichuan-w.github.io/
Zhifei Li	https://github.com/andylizf
Gabriel Dehan	https://github.com/gabriel-dehan
Aakash Suresh	https://github.com/ASuresh0524
Berkeley Sky Computing Lab	https://sky.cs.berkeley.edu/
	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#star-history
	https://www.star-history.com/#yichuan-w/LEANN&Date
	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#-explore-leann-with-ai
DeepWiki	https://deepwiki.com/yichuan-w/LEANN
Readme	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#readme-ov-file
MIT license	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#MIT-1-ov-file
Contributing	https://patch-diff.githubusercontent.com/sarcascoder/LEANN#contributing-ov-file
Please reload this page	https://patch-diff.githubusercontent.com/sarcascoder/LEANN
Activity	https://patch-diff.githubusercontent.com/sarcascoder/LEANN/activity
1 star	https://patch-diff.githubusercontent.com/sarcascoder/LEANN/stargazers
0 watching	https://patch-diff.githubusercontent.com/sarcascoder/LEANN/watchers
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Packages 0	https://patch-diff.githubusercontent.com/users/sarcascoder/packages?repo_name=LEANN
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