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MCP servers tagged lancedb

66 live MCP servers tagged "lancedb", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with lancedb.

66
live servers
38
avg trust
869
most stars
1

Haiku.rag

ggozad

Agentic RAG for local and self-hosted document search: hybrid retrieval, reranking and multimodal RAG on embedded LanceDB, with Docling parsing and an MCP server

★ 629updated 19 hours agoMIT
82
2

shinpr/mcp-local-rag

shinpr

Local-first RAG server for developers. Semantic + keyword search for code and technical docs. Works with MCP or CLI. Fully private, zero setup.

★ 414updated 2 days agoMIT
79
3

Glean

A local-first knowledge engine and RAG infrastructure powered by Rust, featuring MCP support, hybrid search (BM25 + Vector), and LanceDB integration

★ 869
59
4

Iai Personal Memory Engine

The best-benchmarked open-source memory system for AI coding assistants

52
5

Codeseek

Rust-powered code intelligence CLI for AI coding agents. Builds call graphs and hybrid semantic search indexes (Dense + Sparse + RRF + Reranker) across 7 languages. Ships as nativ…

52
6

Opencode Personal Knowledge

NocturnLabs

🧠 Personal knowledge MCP server with vector database for Opencode. Store and retrieve knowledge using semantic search, powered by local embeddings.

★ 8updated 10 months ago
51
7

Rememex

semantic search for your local files find by meaning, not keywords. 120+ file types, OCR, MCP server for AI agents. 100% private.

44
8

Pmb

Local-first persistent memory for AI coding agents (Claude Code, Cursor, Codex) via MCP. 94.5% LoCoMo recall@10, 70ms p50, multilingual, zero API keys.

44
9

Snaptium

A modern markdown AI note-taking application

44
10

Obsidian Vault MCP

MCP server for semantic search over an Obsidian vault using LanceDB and OpenAI/Ollama embeddings

★ 42
39
11

Argyph

Index codebases for AI agents with a single local binary providing semantic search, symbol graphs, and grep capabilities without API keys.

★ 1
39
12

Starepo

Search your GitHub stars with semantic search

39
13

Personal Knowledge MCP

🔍 Index and manage local documents with the MCP server, offering AI access through a unified platform for easy search and retrieval.

39
14

Brain.md

Local-first markdown notes with a first-class MCP server. 16 tools + 2 resources for Claude Code, Claude Desktop, Cursor and any MCP agent. Per-folder permissions, semantic RAG vi…

39
15

Rms Memory MCP

Persistent, local, cross-IDE memory for AI agents — markdown source of truth, LanceDB-powered semantic search, zero cloud dependency

39
16

ContextAtlas

ContextAtlas — context infrastructure for AI coding agents: hybrid retrieval, project memory and retrieval observability via CLI, MCP server or embeddable library. Tree-sitter ind…

39
17

Openclaw MCP Router

OpenClaw MCP router plugin for Model Context Protocol (MCP): semantic tool search and dynamic tool calling to reduce prompt bloat

37
18

Codebasesearch

Ultra-simple code search tool with Jina embeddings, LanceDB, and MCP protocol support

37
19

Panopticon

Integrate local LLMs into your codebase. Save on tokens/cost + Always up-to-date documentation.

37
20

Dokoro

Multi-layer agent-memory MCP server (working, episodic, semantic, procedural, affective) for Claude Code and any MCP client.

37
21

Cowork Semantic Search

No description published.

35
22

FantomMcpServer

Project-SandStar

MCP server giving AI assistants semantic search, a call graph and Axon parsing over a Fantom / Haxall / SkySpark codebase

★ 2updated 16 days ago
34
23

Cloudscape Docs MCP

🌐 Enable seamless semantic search over AWS Cloudscape documentation for AI agents and coding assistants with this efficient MCP server.

★ 1
34
24

PodCodex

gabriel-jung

Turn any podcast into a searchable knowledge base (transcription, diarization, translation, TTS, RAG).

★ 1updated a month ago
34
25

RAG In A Box

RAG pipeline for documents (Markdown, PDF, images). 10-step hybrid search, LLM enrichment, taxonomy, MCP server. Cloud or local.

34
26

preflight-dev/preflight

service contract awareness, correction pattern learning, and cost estimation.

34
27

AliceLJY/recallnest

first with LanceDB + SQLite, zero external dependencies.

34
28

Aperio

One brain. Every AI agent. Nothing forgotten. — Self-hosted memory layer via MCP + Postgres + pgvector

34
29

Ostk Recall

Local-first cross-corpus retrieval MCP server — model2vec embeddings + LanceDB (Tantivy BM25) + SQLite. One binary; hybrid (dense + BM25) search across markdown, code, and Claude…

34
30

Iftree Editor

本地优先的文档数据管理工具:把大规模语料整理成带稳定地址的条件树,精确定位片段且可回溯出处;关键词 + bge-m3 语义检索,经 MCP 开放给外部 AI agent。

34
31

Cocoindex Hnsw Lancedb

Cocoindex-based code indexing service with HNSW, automatic disk compaction, MCP Server, periodic git pull, metrics push to MySQL, and space-efficient branch searching

34
32

Docrag

AI-powered documentation RAG system with MCP server for Claude Code. Search and retrieve technical documentation on-demand with vector embeddings and smart web scraping.

34
33

Mscodebase Intelligence

Intelligent codebase search & indexing for Zed. Async MCP server featuring LanceDB/BM25 hybrid search, multi-bucket RAG, and autonomous self-healing workflows. High-performance, m…

34
34

Discord Archive

Archive Discord servers to PostgreSQL and query them from Claude Code over MCP — SQL, interaction graph, and semantic search — plus a 3D galaxy visualizer.

34
35

Academic Research Prisma Wiki Rag

PRISMA systematic review workflow enhanced with Claude Code wiki integration — PDF manual ingestion, knowledge persistence, pre-search wiki context

34
36

AI Longterm Wiki Memory ClaudeCode

Persistent semantic memory for Claude Code. Three-layer wiki + LanceDB vectors, hooks, self-healing lint, knowledge graph. Native MCP integration.

34
37

MCPedia

Turn any local codebase or documentation folder into a searchable knowledge base that AI tools can use through the Model Context Protocol.

34
38

Alexandria Semantic Recall

A local semantic-recall MCP server for citation-integrity academic writing — fastembed ONNX embeddings on LanceDB, cross-lingual, fully offline. Recall-only by contract: fragments…

34
39

Manicule

Self-hosted retrieval infrastructure for AI assistants. MCP-first search and grounded answers over a private corpus, with citations that resolve to a real location in a real docum…

34
40

Stellaris Code Search

MCP tool to enable semantic code search in your project.

34
41

AILIENANT

Ailienant is a structured engineering agentic OS for VS Code. No vibe coding or unauditable black boxes. Built for engineers demanding total control. We provide a live codebase kn…

34
42

My Tiny Local AI Agent

Local-first chat agent that runs comfortably with small-context local LLMs (from 2B) without losing the original goal of a long conversation. Multi-window context with rollovers,…

34
43

Enterprise Gateway

Enterprise FastMCP Gateway with GDPR/DSGVO Privacy Vault, LanceDB Knowledge Slice & Docker Sandbox

34
44

Roowet Semantic Vault Search

Local RAG semantic search for Obsidian vaults — Ollama + LanceDB + MCP. Search your markdown vault by meaning, not keyword.

34
45

ThreadShelf

Archive, search, and continue AI conversations from multiple platforms in one private, local-first workspace.

34
46

BugVault

Claude Code MCP native extension delivering a zero-human closed loop: Auto Bug Retrieval → Intelligent Troubleshooting → Automated Structured Accumulation. Equips Claude Code with…

34
47

Ast Rag Support MCP

A local-first, high-performance MCP server for semantic code retrieval. Features AST-based functional chunking, reactive filesystem indexing, and Gemini-powered query expansion fo…

34
48

Knowledge Forge

Local-first AI knowledge base desktop app: PDF/DOCX/image ingestion, OCR, chunking, embedding, LanceDB vector search, MCP access, and optional AnythingLLM sync. Windows EXE packed.

34
49

Askrepo

Local codebase assistant: ask a git repo "where is auth handled?" and get answers with exact file:line citations. AST chunking + local LLM (Ollama).

34
50

Traceback

Semantic debugger MCP server: warm-starts grep/git with cosine-similarity recall over past coding-agent sessions

34
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