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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. · GitHub

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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Links:

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	https://github.com/sarcascoder/LEANN/blob/main/assets/logo-text.png
	https://camo.githubusercontent.com/067023a060664f5fa3e330d78f86904b08a283894557031b7ca0a0b6b9748cee/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f507974686f6e2d332e39253230253743253230332e3130253230253743253230332e3131253230253743253230332e3132253230253743253230332e31332d626c75652e737667
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	https://join.slack.com/t/leann-e2u9779/shared_invite/zt-3ckd2f6w1-OX08~NN4gkWhh10PRVBj1Q
	https://github.com/sarcascoder/LEANN/blob/main/assets/wechat_user_group.JPG
	https://forms.gle/rDbZf864gMNxhpTq8
Click here to cast your vote (2 mins)	https://forms.gle/rDbZf864gMNxhpTq8
	https://github.com/sarcascoder/LEANN#----the-smallest-vector-index-in-the-world-rag-everything-with-leann
Illustration Fig →	https://github.com/sarcascoder/LEANN#%EF%B8%8F-architecture--how-it-works
Paper →	https://arxiv.org/abs/2506.08276
file system	https://github.com/sarcascoder/LEANN#-personal-data-manager-process-any-documents-pdf-txt-md
emails	https://github.com/sarcascoder/LEANN#-your-personal-email-secretary-rag-on-apple-mail
browser history	https://github.com/sarcascoder/LEANN#-time-machine-for-the-web-rag-your-entire-browser-history
chat history	https://github.com/sarcascoder/LEANN#-wechat-detective-unlock-your-golden-memories
WeChat	https://github.com/sarcascoder/LEANN#-wechat-detective-unlock-your-golden-memories
iMessage	https://github.com/sarcascoder/LEANN#-imessage-history-your-personal-conversation-archive
agent memory	https://github.com/sarcascoder/LEANN#-chatgpt-chat-history-your-personal-ai-conversation-archive
ChatGPT	https://github.com/sarcascoder/LEANN#-chatgpt-chat-history-your-personal-ai-conversation-archive
Claude	https://github.com/sarcascoder/LEANN#-claude-chat-history-your-personal-ai-conversation-archive
live data	https://github.com/sarcascoder/LEANN#mcp-integration-rag-on-live-data-from-any-platform
Slack	https://github.com/sarcascoder/LEANN#slack-messages-search-your-team-conversations
Twitter	https://github.com/sarcascoder/LEANN#-twitter-bookmarks-your-personal-tweet-library
codebase	https://github.com/sarcascoder/LEANN#-claude-code-integration-transform-your-development-workflow
the easy setup →	https://github.com/sarcascoder/LEANN/blob/main/packages/leann-mcp/README.md
	https://github.com/sarcascoder/LEANN#why-leann
	https://github.com/sarcascoder/LEANN/blob/main/assets/effects.png
See detailed benchmarks for different applications below ↓	https://github.com/sarcascoder/LEANN#-storage-comparison
	https://github.com/sarcascoder/LEANN#installation
	https://github.com/sarcascoder/LEANN#-prerequisites-install-uv
Install uv	https://docs.astral.sh/uv/getting-started/installation/#installation-methods
	https://github.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://github.com/sarcascoder/LEANN#quick-start
demo.ipynb	https://github.com/sarcascoder/LEANN/blob/main/demo.ipynb
	https://colab.research.google.com/github/yichuan-w/LEANN/blob/main/demo.ipynb
	https://github.com/sarcascoder/LEANN#performance-optimization-task-specific-prompt-templates
	https://github.com/sarcascoder/LEANN#real-world-performance
	https://github.com/sarcascoder/LEANN#quick-example
Configuration Guide	https://github.com/sarcascoder/LEANN/blob/main/docs/configuration-guide.md#task-specific-prompt-templates
	https://github.com/sarcascoder/LEANN#rag-on-everything
	https://github.com/sarcascoder/LEANN#generation-model-setup
	https://github.com/sarcascoder/LEANN#llm-backend
	https://github.com/sarcascoder/LEANN#️-local-inference-engines-recommended-for-full-privacy
	https://github.com/sarcascoder/LEANN#️-cloud-providers
download Ollama for macOS	https://ollama.com/download/mac
	https://github.com/sarcascoder/LEANN#-flexible-configuration
Configuration Guide	https://github.com/sarcascoder/LEANN/blob/main/docs/configuration-guide.md
	https://github.com/sarcascoder/LEANN#-personal-data-manager-process-any-documents-pdf-txt-md
	https://github.com/sarcascoder/LEANN/blob/main/videos/paper_clear.gif
	https://github.com/sarcascoder/LEANN#parameters
	https://github.com/sarcascoder/LEANN#example-commands
	https://github.com/sarcascoder/LEANN#-colqwen-multimodal-pdf-retrieval-with-vision-language-models
	https://github.com/sarcascoder/LEANN#prerequisites
	https://github.com/sarcascoder/LEANN#build-index
	https://github.com/sarcascoder/LEANN#search
	https://github.com/sarcascoder/LEANN#models
ColQwen Guide	https://github.com/sarcascoder/LEANN/blob/main/docs/COLQWEN_GUIDE.md
	https://github.com/sarcascoder/LEANN#-your-personal-email-secretary-rag-on-apple-mail
	https://github.com/sarcascoder/LEANN/blob/main/videos/mail_clear.gif
	https://github.com/sarcascoder/LEANN#parameters-1
	https://github.com/sarcascoder/LEANN#example-commands-1
	https://github.com/sarcascoder/LEANN#-time-machine-for-the-web-rag-your-entire-chrome-browser-history
	https://github.com/sarcascoder/LEANN/blob/main/videos/google_clear.gif
	https://github.com/sarcascoder/LEANN#parameters-2
	https://github.com/sarcascoder/LEANN#example-commands-2
	https://github.com/sarcascoder/LEANN#-wechat-detective-unlock-your-golden-memories
	https://github.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://github.com/sarcascoder/LEANN#parameters-3
	https://github.com/sarcascoder/LEANN#example-commands-3
	https://github.com/sarcascoder/LEANN#-chatgpt-chat-history-your-personal-ai-conversation-archive
	https://github.com/sarcascoder/LEANN#parameters-4
	https://github.com/sarcascoder/LEANN#example-commands-4
	https://github.com/sarcascoder/LEANN#-claude-chat-history-your-personal-ai-conversation-archive
	https://github.com/sarcascoder/LEANN#parameters-5
	https://github.com/sarcascoder/LEANN#example-commands-5
	https://github.com/sarcascoder/LEANN#-imessage-history-your-personal-conversation-archive
	https://github.com/sarcascoder/LEANN#parameters-6
	https://github.com/sarcascoder/LEANN#example-commands-6
	https://github.com/sarcascoder/LEANN#mcp-integration-rag-on-live-data-from-any-platform
	https://github.com/sarcascoder/LEANN#-slack-messages-search-your-team-conversations
Slack Setup Guide	https://github.com/sarcascoder/LEANN/blob/main/docs/slack-setup-guide.md
	https://github.com/sarcascoder/LEANN#-twitter-bookmarks-your-personal-tweet-library
developer.twitter.com	https://developer.twitter.com
	https://github.com/sarcascoder/LEANN#-claude-code-integration-transform-your-development-workflow
AST Chunking Guide →	https://github.com/sarcascoder/LEANN/blob/main/docs/ast_chunking_guide.md
	https://github.com/sarcascoder/LEANN/blob/main/assets/mcp_leann.png
Complete Setup Guide →	https://github.com/sarcascoder/LEANN/blob/main/packages/leann-mcp/README.md
	https://github.com/sarcascoder/LEANN#command-line-interface
	https://github.com/sarcascoder/LEANN#installation-1
	https://github.com/sarcascoder/LEANN#usage-examples
	https://github.com/sarcascoder/LEANN#-advanced-features
	https://github.com/sarcascoder/LEANN#-metadata-filtering
Complete Metadata filtering guide →	https://github.com/sarcascoder/LEANN/blob/main/docs/metadata_filtering.md
	https://github.com/sarcascoder/LEANN#-grep-search
Complete grep search guide →	https://github.com/sarcascoder/LEANN/blob/main/docs/grep_search.md
	https://github.com/sarcascoder/LEANN#️-architecture--how-it-works
	https://github.com/sarcascoder/LEANN/blob/main/assets/arch.png
	https://github.com/sarcascoder/LEANN#benchmarks
DiskANN vs HNSW Performance Comparison →	https://github.com/sarcascoder/LEANN/blob/main/benchmarks/diskann_vs_hnsw_speed_comparison.py
Simple Example: Compare LEANN vs FAISS →	https://github.com/sarcascoder/LEANN/blob/main/benchmarks/compare_faiss_vs_leann.py
	https://github.com/sarcascoder/LEANN#-storage-comparison
	https://github.com/sarcascoder/LEANN#reproduce-our-results
	https://github.com/sarcascoder/LEANN#-paper
LEANN: A Low-Storage Vector Index	https://arxiv.org/abs/2506.08276
Detailed Features →	https://github.com/sarcascoder/LEANN/blob/main/docs/features.md
	https://github.com/sarcascoder/LEANN#-detailed-features-
CONTRIBUTING →	https://github.com/sarcascoder/LEANN/blob/main/docs/CONTRIBUTING.md
	https://github.com/sarcascoder/LEANN#-contributing-
FAQ →	https://github.com/sarcascoder/LEANN/blob/main/docs/faq.md
	https://github.com/sarcascoder/LEANN#-faq-
Roadmap →	https://github.com/sarcascoder/LEANN/blob/main/docs/roadmap.md
	https://github.com/sarcascoder/LEANN#-roadmap-
	https://github.com/sarcascoder/LEANN#-license
LICENSE	https://github.com/sarcascoder/LEANN/blob/main/LICENSE
	https://github.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://github.com/sarcascoder/LEANN#star-history
	https://www.star-history.com/#yichuan-w/LEANN&Date
	https://github.com/sarcascoder/LEANN#-explore-leann-with-ai
DeepWiki	https://deepwiki.com/yichuan-w/LEANN
Readme	https://github.com/sarcascoder/LEANN#readme-ov-file
MIT license	https://github.com/sarcascoder/LEANN#MIT-1-ov-file
Contributing	https://github.com/sarcascoder/LEANN#contributing-ov-file
Please reload this page	https://github.com/sarcascoder/LEANN
Activity	https://github.com/sarcascoder/LEANN/activity
0 forks	https://github.com/sarcascoder/LEANN/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fsarcascoder%2FLEANN&report=sarcascoder+%28user%29
Releases	https://github.com/sarcascoder/LEANN/releases
Packages 0	https://github.com/users/sarcascoder/packages?repo_name=LEANN
Please reload this page	https://github.com/sarcascoder/LEANN
Contributors	https://github.com/sarcascoder/LEANN/graphs/contributors
Please reload this page	https://github.com/sarcascoder/LEANN
	https://github.com
Terms	https://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacy	https://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Security	https://github.com/security
Status	https://www.githubstatus.com/
Community	https://github.community/
Docs	https://docs.github.com/
Contact	https://support.github.com?tags=dotcom-footer

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