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MCP servers tagged semantic-search

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

890
live servers
37
avg trust
30K
most stars
1

Chunkhound

chunkhound

Your entire engineering context, deeply understood

★ 1.5Kupdated yesterdayMIT
97
2

Qmd

tobi

mini cli search engine for your docs, knowledge bases, meeting notes, whatever. Tracking current sota approaches while being all local

★ 30Kupdated 4 days agoMIT
89
3

Zotero MCP

54yyyu

Zotero MCP: Connects your Zotero research library with Claude and other AI assistants via the Model Context Protocol to discuss papers, get summaries, analyze citations, and more.

★ 5.5Kupdated 2 days agoMIT
89
4

Semtools

run-llama

Semantic search and document parsing tools for the command line

★ 1.9Kupdated 7 months agoMIT
86
5

Octocode

Muvon

Structural code intelligence for AI agents — semantic search, knowledge graphs, and a built-in MCP server in one Rust binary. Give Claude, Cursor, and any MCP client a deep unders…

★ 512updated yesterdayApache-2.0
82
6

Persistent AI Memory

savantskie

A persistent local memory for AI, LLMs, or Copilot in VS Code.

★ 236updated 28 days agoMIT
82
7

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.

★ 415updated 4 days agoMIT
79
8

st3v3nmw/sourcerer-mcp

st3v3nmw

MCP for semantic code search & navigation that reduces token waste

★ 119updated 11 months agoMIT
77
9

Claude Self Reflect

ramakay

Claude forgets everything. This fixes that. 🔗 www.npmjs.com/package/claude-self-reflect

★ 227updated 5 days agoMIT
74
10

agentic-mcp-tools/memora

agentic-box

Give your AI agents persistent, collective memory — with deduplicating absorb, supersession lineage, semantic search, and a graph UI. Speaks MCP.

★ 742updated yesterdayMIT
73
11

Qdrant Loader

cbtw-apac

Enterprise-ready vector database toolkit for building searchable knowledge bases from multiple data sources. Supports multi-project management, automatic ingestion from Confluence…

★ 56updated 17 days agoApache-2.0
72
12

Statelessagent

sgx-labs

Your AI forgets everything between sessions. SAME fixes that. Local-first, no API keys, single binary.

★ 24updated 3 days agoNOASSERTION
70
13

code-context

git+tan-yong-sheng

Model Context Protocol integration for Code Context

★ 13Kupdated 3 months ago
67
14

TiDB

pingcap

TiDB AI SDK: Unified Multi-Modal Data Platform for AI Apps & Agents

★ 33updated 7 months agoApache-2.0
67
15

Google Knowledge Graph MCP

houtini-ai

MCP server for Google's free public Knowledge Graph Search API - search for structured entity information about people, places, organizations, and concepts

★ 12updated 9 days agoMIT
65
16

SimpleMem

aiming-lab

[ICML'26] SimpleMem: Efficient Lifelong Memory for LLM Agents — Text & Multimodal

★ 3.8Kupdated 2 months agoMIT
64
17

OpenAPI AnyApi

baryhuang

A MCP server that enables Claude to discover and call any API endpoint through semantic search. Intelligently chunks OpenAPI specifications to handle large API documentation, with…

★ 82updated a year agoMIT
64
18

adawalli/nexus

adawalli

MCP Server to make searching openrouter easy

★ 22updated 2 days agoMIT
64
19

Codegraph

CartographAI

MCP server for graph representation of a codebase

★ 22updated 13 days agoMIT
64
20

jcdickinson/simplemem

jcdickinson

A very simple semantic MCP memory store

★ 1updated a year agoLGPL-3.0
64
21

Quarry

punt-labs

Local code intelligence engine for AI coding agents. Answers "what breaks if I change this" and finds the right file for 99.4% fewer tokens than grep and read. Fully local, no GPU…

updated 27 days agoMIT
64
22

Xiaoyaosearch

小遥搜索,听懂你的话、看懂你的图,用AI找到本地任何文件。让搜索像聊天一样简单。XiaoyaoSearch: Understands your words, reads your images, finds any local file with AI. Making search as easy as chatting.

64
23

Txtai

💡 All-in-one AI framework for semantic search, LLM orchestration and language model workflows

64
24

Docmd

Build production-ready documentation from Markdown in seconds. No React, no bloat, just content.

64
25

Fess

Open-source, self-hosted enterprise & site search server built on OpenSearch. Crawls web / file / DB / cloud sources, 20+ languages, REST API, and AI/RAG & semantic search. Apache…

64
26

Haystack

Open-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modular pipelines and agent workflows with explicit control over…

64
27

Xerj

XERJ is the new way for AI to search data. Its autoindex capability activates agents to know your data without the token waste of grep and sed. One command indexes code, docs, log…

64
28

Zvec Grep

Local-first search across your workspace, built for humans and AI agents.

64
29

Glean

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

★ 869
59
30

knowledge-graph

itseasy21

MCP server enabling persistent memory for Claude through a local knowledge graph - fork focused on local development

★ 62updated a year agoMIT
59
31

Courtlistener MCP

blakeox

An MCP server that bridges Anthropic’s Claude (and other LLMs) with the CourtListener API for live legal data—opinions, dockets, court records, and more. Designed to power legal r…

★ 15updated 5 days agoMIT
59
32

Mem0 Server MCP

subhashdasyam

🧠 Production-ready MCP server providing intelligent memory for Claude Code with async architecture, Neo4j knowledge graphs, smart chunking & enterprise security. One-command Docke…

★ 8updated a year agoMIT
59
33

Lumina Note

Lumina Note - A modern Markdown note-taking app with live preview, bidirectional links, and AI assistant

59
34

Zotero Code Execution

kerim

Efficient multi-strategy Zotero search using code execution pattern

★ 62updated 9 months agoMIT
58
35

selvage-lab/selvage

selvage-lab

The self-finished edge that keeps your scattered knowledge from unraveling — a local-first hybrid-search layer over Slack, wikis, code, and databases, queryable by humans, MCP cli…

★ 36updated 3 months agoNOASSERTION
57
36

Code Context MCP

fkesheh

A Model Context Protocol (MCP) server for providing code context from git repositories

★ 26updated 11 months agoMIT
56
37

Ace MCP Go

xiaoxu123195

Go-based MCP server for codebase indexing and semantic search (Augment-compatible)

★ 11updated 11 months agoMIT
54
38

Obsidian MCP Plugin

aaronsb

High-performance Model Context Protocol (MCP) server for Obsidian that provides AI tools with direct vault access through semantic operations and HTTP transport.

★ 466updated 2 days agoMIT
52
39

Stash

Fergana-Labs

Open-source infrastructure for agents that learn from experience. Capture production traces and turn lessons into reusable knowledge and skills.

★ 337updated 2 days agoMIT
52
40

Dsh Reddit Radar

reddapidev

A dsh plugin that periodically scans reddapi.dev for new Reddit leads matching your one-sentence ICP, dedupes what you've already seen, and writes a dated markdown report. Also fo…

★ 143
52
41

Heimdall

ArihantDeva

A lightweight CPU only memory approach with ranked retrieval. Simple, yet effective.

★ 136updated 29 days agoMIT
52
42

Knowledge Graph System

aaronsb

Kappa Graph — κ(G). A semantic knowledge graph where knowledge has weight. Extracts concepts, measures grounding strength, preserves disagreement, traces everything to source.

★ 129updated 17 days agoApache-2.0
52
43

kg-cli

git+aaronsb

Kappa Graph — κ(G). A semantic knowledge graph where knowledge has weight. Extracts concepts, measures grounding strength, preserves disagreement, traces everything to source.

★ 128
52
44

io.github.codegraph-ai/codegraph

codegraph-ai

CodeGraph builds a semantic graph of your codebase — functions, classes, imports, call chains — and exposes it through 42 MCP tools, 38 languages, a VS Code extension, and a persi…

★ 127updated 13 days agoApache-2.0
52
45

Agent Brain

Local-first RAG memory for AI agents: hybrid + GraphRAG search, MCP server with OAuth 2.1, plugin for Claude Code / OpenCode / Codex.

★ 120
52
46

Vera

VeraTools

Local code search combining BM25, vector similarity, and cross-encoder reranking. Parses 60+ languages with tree-sitter, runs entirely offline, and returns structured results with…

★ 120updated 5 days agoMIT
52
47

Agent Brain

SpillwaveSolutions

Local-first RAG memory for AI agents: hybrid + GraphRAG search, MCP server with OAuth 2.1, plugin for Claude Code / OpenCode / Codex.

★ 119updated 29 days agoMIT
52
48

Ori Mnemos

Local-first persistent agentic memory powered by Recursive Memory Harness (RMH). Open source must win.

52
49

Selene

Selene is a desktop app that runs AI agents on your machine. Connect them to your WhatsApp, Telegram, Slack, or Discord. Write code, generate images, build personal assistants. Al…

52
50

Octopoda OS

The open-source memory operating system for AI agents. Persistent memory, semantic search, loop detection, agent messaging, crash recovery, and real-time observability.

52
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