LEANN
llms.txt14k starsChanged 14 months agoMITView on GitHub
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
1 other project uses a version of this.
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- yichuan-w/LEANNword for word, first seen Oct 8, 2026
Who's talking about StarTrail-org/LEANN
- Tech Lead Corner“LEANN: Local Search With 97% Less Storage”YouTube · Oct 6, 2026 · 935 views
- whatvanefinds“This database stores 60M docs in 6 GB #aiagents #ai #opensource #vectordatabase #leann #claude”YouTube · Oct 29, 2026 · 464 views
- Prompt Engineer 48“LEANN: 201 GB vs 6 GB?! I Installed This INSANE Vector DB”YouTube · Oct 28, 2026 · 327 views
- RepoBytes | Find It. Understand It. Build With It.“Introducing LEANN - The World's Smallest Vector Index | 97% Storage Savings”YouTube · Oct 14, 2026 · 204 views
- Github God“13K ⭐ Semua Dokumen di Laptop Jadi Memory AI”YouTube · Nov 4, 2026 · 88 views
The biggest 5 of 13 mentions linking to the repository that our crawl found. Each line is their own headline.
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Talked about on YouTube, GitHub and Hacker News (13 times).
On YouTube · 9
- Oct 6, 2026LEANN: Local Search With 97% Less Storage — Tech Lead Cornersays it tested it935 views
- Oct 29, 2026This database stores 60M docs in 6 GB #aiagents #ai #opensource #vectordatabase #leann #claude — whatvanefinds464 views
- Oct 28, 2026LEANN: 201 GB vs 6 GB?! I Installed This INSANE Vector DB — Prompt Engineer 48327 views
- Oct 14, 2026Introducing LEANN - The World's Smallest Vector Index | 97% Storage Savings — RepoBytes | Find It. Understand It. Build With It.says it tested it204 views
- Nov 4, 202613K ⭐ Semua Dokumen di Laptop Jadi Memory AI — Github God88 views
4 more on YouTube
- Oct 28, 2026LEANN省下磁盘,查询要等多久? — 智用AI8 views
- Oct 27, 2026We tested LEANN, the viral "vector databases are cooked" claim | We tested it on AgentX — AgentX AIsays it tested it6 views · 1 comment
- Oct 28, 2026LEANN省下磁盘,查询要等多久? #Shorts — 智用AI5 views
- Nov 4, 202613K ⭐ Turn Every Document on Your Laptop Into AI Memory — Github God Eng2 views
On GitHub · 3
- Nov 3, 2026Add pluggable LEANN scoring: Matryoshka, smaller embedders, and rerankers — antflydb/antfly0 reactions
- Nov 3, 2026Support LEANN retrieval over serverless immutable artifacts — antflydb/antfly0 reactions
- Sep 6, 2026[Feature]: recompute-at-query-time vector index (LEANN): record the technique and the threshold for revisiting it — pvliesdonk/markdown-vault-mcp0 reactions · 3 comments
On Hacker News · 1
- Oct 26, 2026Leann1 point
Other versions1 project uses a version of this.
Word for word · 1
- yichuan-w/LEANN★ 14k100% same
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How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repositoryOne other file it gives its agents.
- CLAUDE.mdCLAUDE.md
The file
Files
# 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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