LEANN
llms.txt13k starsChanged 14 months agoMITView on GitHub
mcp.tool.leannlist.description: List available LEANN indexes mcp.tool.leannlist.input: {} mcp.tool.leannsearch.description: Semantic search across a named LEANN index mcp.tool.leannsearch.input.indexname: string, required mcp.tool.leannsearch.input.query: string, required mcp.tool.leannsearch.input.topk: integer, optional, default=5, min=1, max=20 mcp.tool.leann_search.input.complexity: integer, optional, default=32, min=16, max=128
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# llms.txt — LEANN MCP and Agent Integration
product: LEANN
homepage: https://github.com/StarTrail-org/LEANN
contact: https://github.com/StarTrail-org/LEANN/issues
# Installation
install: uv tool install leann-core --with leann
# MCP Server Entry Point
mcp.server: leann_mcp
mcp.protocol_version: 2024-11-05
# Tools
mcp.tools: leann_list, leann_search
mcp.tool.leann_list.description: List available LEANN indexes
mcp.tool.leann_list.input: {}
mcp.tool.leann_search.description: Semantic search across a named LEANN index
mcp.tool.leann_search.input.index_name: string, required
mcp.tool.leann_search.input.query: string, required
mcp.tool.leann_search.input.top_k: integer, optional, default=5, min=1, max=20
mcp.tool.leann_search.input.complexity: integer, optional, default=32, min=16, max=128
# Notes
note: Build indexes with `leann build <name> --docs <files...>` before searching.
example.add: claude mcp add --scope user leann-server -- leann_mcp
example.verify: claude mcp list | cat
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- Korben“RAG Local - Chercher dans vos docs avec l'IA (Tuto QMD / LEANN) 🔍”YouTube · Apr 24, 2026 · 23k views
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- GitCovery“比雲端方案省 97% 空間還沒爆紅?這個本地 AI 專案 LEANN 被嚴重低估了”YouTube · Jan 2, 2026 · 43 views
The biggest 5 of 51 mentions linking to the repository that our crawl found. Each line is their own headline.
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Talked about on GitHub, YouTube, Bluesky and Hacker News (51 times).
On GitHub · 35
- Sep 11, 2025Feature: LeaNN indexing — unum-cloud/USearch9 reactions · 4 comments
- Sep 15, 2025AST chunking fails when installing with `uv` — StarTrail-org/LEANN2 reactions · 7 comments
- Feb 5, 2026[FEATURE]: external vector DB — tobi/qmd1 reaction · 2 comments
- Jan 17, 2026feat: add file syncing logic using a merkle tree — StarTrail-org/LEANN1 reaction · 5 comments
- Dec 18, 2025Indexing source code — tomohiro-owada/devrag1 reaction · 4 comments
30 more on GitHub
- Aug 11, 2025[Question] tool naming discrepancies — StarTrail-org/LEANN1 reaction · 2 comments
- May 23, 2026📈 AI 开源趋势日报 2026-05-23 — ivanweng2077/big_model_radar0 reactions
- Mar 29, 2026[BACKEND][AI] Wire LEANN retrieval results into /chat — LIFTS-UPRM/STRATOS_archive0 reactions · 1 comment
- Mar 29, 2026[AI][RAG] Implement query-time retrieval using LEANN — LIFTS-UPRM/STRATOS_archive0 reactions · 1 comment
- Mar 29, 2026[AI][RAG] Build a LEANN index from the normalized mission corpus — LIFTS-UPRM/STRATOS_archive0 reactions · 1 comment
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- Mar 22, 2026📈 Bản tin xu hướng AI mã nguồn mở 2026-03-22 — compasify/agents-radar0 reactions
- Mar 15, 2026📈 Bản tin xu hướng AI mã nguồn mở 2026-03-15 — compasify/agents-radar0 reactions
- Feb 18, 2026Fix ARM64 wheels for Ubuntu 22.04 — StarTrail-org/LEANN0 reactions
- Feb 1, 2026Hybrid search support[important!] — StarTrail-org/LEANN0 reactions
- Jan 29, 2026IVF support — StarTrail-org/LEANN0 reactions
- Jan 18, 2026LeaNN Hub Node Pruning for Vector Similarity Index - Intern Tasks 2025/2026 — ClickHouse/ClickHouse0 reactions · 1 comment
- Jan 17, 2026Support LEANN for RAG pipelines — pathwaycom/pathway0 reactions · 5 comments
- Jan 9, 2026Use LEANN for local RAG — obra/episodic-memory0 reactions · 2 comments
- Dec 27, 2025Question: How is ReBitQ different from LEANN? — VectorDB-NTU/RaBitQ-Library0 reactions
- Dec 27, 2025Question: How ReBitQ is different from LEANN? — gaoj0017/RaBitQ0 reactions
- Dec 24, 2025Drop Python 3.9 support and modernize macOS runners — StarTrail-org/LEANN0 reactions
- Dec 17, 2025feat: Add LEANN vector index target for RAG support in CocoIndex — cocoindex-io/cocoindex0 reactions
- Dec 5, 2025LEANN search latency problem — StarTrail-org/LEANN0 reactions · 1 comment
- Nov 12, 2025Check trending repo: yichuan-w/LEANN — uibm/trending-watcher0 reactions · 1 comment
- Oct 8, 2025fix: Fix Twitter bookmarks anchor link — StarTrail-org/LEANN0 reactions · 5 comments
- Sep 24, 2025docs: update README for openai compatible llm and embedding endpoints — StarTrail-org/LEANN0 reactions · 1 comment
- Sep 22, 2025[BUG] Passage not found — StarTrail-org/LEANN0 reactions
- Sep 22, 2025[BUG] Passage not found — StarTrail-org/LEANN0 reactions
- Sep 9, 2025[Feature]CLIP support — StarTrail-org/LEANN0 reactions · 3 comments
- Aug 31, 2025[Feature Request]: Support LM Studio — StarTrail-org/LEANN0 reactions · 13 comments
- Aug 17, 2025Can we do RAG on this? — alphacep/vosk-api0 reactions · 2 comments
- Aug 14, 2025[Question] leann build how to control chunk-size — StarTrail-org/LEANN0 reactions · 9 comments
- Aug 12, 2025[APP support] RAG w LEANN on chatGPT data — StarTrail-org/LEANN0 reactions · 7 comments
- Aug 11, 2025[bug] ubuntu built equivalent to 0.2.7 version: sentence-transformers work but not ollama — StarTrail-org/LEANN0 reactions · 3 comments
On YouTube · 9
- Apr 24, 2026RAG Local - Chercher dans vos docs avec l'IA (Tuto QMD / LEANN) 🔍 — Korben23k views · 22 comments
- Sep 22, 2025LEANN with Ollama: RAG Everything on Your Laptop: Easy Tutorial — Fahd Mirza6.2k views · 13 comments
- Nov 7, 2025Adeus Vector DB? Leann - VectorDB e Embeddings em tempo real — Eduardo | Ciência dos Dados3.6k views
- Dec 23, 2025LEANN Your Personal AI Memory — Eddy Says Hi #EddySaysHi302 views · 1 comment
- Jan 2, 2026比雲端方案省 97% 空間還沒爆紅?這個本地 AI 專案 LEANN 被嚴重低估了 — GitCoverysays it tested it43 views
4 more on YouTube
- Jan 25, 2026🕵️♂️ RAG sobre TODO: Indexa tus correos, chats y código de forma 100% PRIVADA con LEANN #gemini — TendenciasProyectossays it tested it30 views
- Aug 10, 2025小米开源 MiMo-VL 2508 多模态模型;Claude 应用 Opus 模型或将为免费用户开放【2025-08-10】 — 橘鸦Juya28 views
- May 18, 2026LEANN: RAG con 97% MENOS almacenamiento en tu laptop (11,429★) 🧠💾 — lytohlg AIsays it tested it27 views
- Nov 14, 2025yichuan-w/LEANN - Gource visualisation — Gourcer27 views
On Bluesky · 4
- May 18, 2026RT @YichuanM: LEANN just won the Best Paper Award at #MLSys26 🥹 still processing this. paper: https://arxiv.org/abs/2506.08276 repo:… — @sewon-min-mir-rt.selfhosted.social3 likes and reposts
- Jan 18, 2026🔥 Hot Repo! 🔥 (100+ new stars) 📦 yichuan-w / LEANN ⭐ 8,794 (+144) 🗒 Python RAG on Everything with LEANN. Enjoy 97% storage savings… — @github-trending.bsky.social1 likes and repost
- Sep 8, 2025LEANN RAG on Everything with LEANN. Enjoy 97% storage savings while running a fast, accurate, and 100% private RAG application on your… — @pythonhub.devsays it tested it1 likes and repost
- Jan 1, 2026🎉 Celebrating! 🎉 (500+ new stars) 📦 yichuan-w / LEANN ⭐ 7,578 (+638) 🗒 Python RAG on Everything with LEANN. Enjoy 97% storage savings… — @github-trending.bsky.social0 likes and reposts · 1 reply
On Hacker News · 3
- Aug 13, 2025LEANN is an innovative vector database that democratizes personal AI6 points
- Aug 8, 2025Leann – Claude Code–compatible semantic search with 97% smaller vector indexsays it tested it5 points
- Aug 15, 2025First lightweight local semantic search MCP for Claude Code4 points · 1 comment
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