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MCP servers tagged semantic-search

202 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.

202
live servers
43
avg trust
1.6K
most stars
1

Chunkhound

chunkhound

Local first codebase intelligence

★ 1.1Kupdated 6 months agoMIT
97
2

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.

★ 1.5Kupdated 6 months agoMIT
89
3

Semtools

run-llama

Semantic search and document parsing tools for the command line

★ 1.6Kupdated 6 months agoMIT
86
4

Octocode

Muvon

Model Context Protocol (MCP) server for advanced GitHub repository analysis and code discovery. Provides AI assistants with powerful tools to search, analyze, and understand codeb…

★ 236updated 6 months agoApache-2.0
82
5

Persistent AI Memory

savantskie

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

★ 203updated 6 months agoMIT
82
6

obsidian-plugin

git+rygwdn

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

★ 246updated 6 months ago
77
7

st3v3nmw/sourcerer-mcp

st3v3nmw

MCP for semantic code search & navigation that reduces token waste

★ 107updated 9 months agoMIT
77
8

Claude Self Reflect

ramakay

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

★ 204updated 6 months agoMIT
74
9

Memory Libsql

spences10

🧠 High-performance persistent memory system for Model Context Protocol (MCP) powered by libSQL. Features vector search, semantic knowledge storage, and efficient relationship mana…

★ 81updated 6 months agoMIT
72
10

Qdrant Loader

martin-papy

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

★ 30updated 6 months agoGPL-3.0
72
11

TiDB

pingcap

TiDB AI SDK: Unified Multi-Modal Data Platform for AI Apps & Agents - https://pingcap.github.io/ai/

★ 31updated 6 months agoApache-2.0
67
12

Mcpgateway

abdullah1854

Unify local AITool instances and remote MCP servers into a single, searchable execution surface with a .NET 10 library.

★ 12updated 6 months agoMIT
67
13

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

★ 7updated 6 months agoMIT
65
14

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…

★ 80updated a year agoMIT
64
15

Memento

Local-first MCP server that gives AI agents durable repo memory and fast semantic code context.

64
16

jcdickinson/simplemem

jcdickinson

SimpleMem: Efficient Lifelong Memory for LLM Agents — Text & Multimodal

updated 11 months agoLGPL-3.0
64
17

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
18

Txtai

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

64
19

Docmd

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

64
20

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
21

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
22

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
23

Needle

needle-ai

Needle MCP Server for easy RAG.Long-term memory for LLMs.

★ 96updated a year agoMIT
62
24

Mybrain

lilium360

Personal knowledge base with semantic search for Claude — local PostgreSQL + pgvector, MCP server for Claude Code CLI and Claude Desktop. Inspired by Nate B Jones's Open Brain gui…

★ 31updated 6 months agoMIT
61
25

Mem0 Server MCP

subhashdasyam

🧠 Deploy a self-hosted MCP server for AI, offering persistent memory, robust security, and easy setup with Docker Compose.

★ 5updated 10 months agoMIT
59
26

Lumina Note

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

59
27

Hister

Your own search engine

59
28

Zotero Code Execution

kerim

Efficient multi-strategy Zotero search using code execution pattern

★ 32updated 7 months agoMIT
58
29

disco-trooper/apple-notes-mcp

disco-trooper

MCP server for Apple Notes. Semantic search, full CRUD, works with MCP clients.

★ 3updated 6 months agoMIT
56
30

Prism MCP Server

Prism-Coder v12.5: The world's first O(1) Cognitive Memory Architecture for AI Agents. 100% Tool-Call Accuracy (BFCL Gold Certified), 54 Agent Skills, Zero-Search Retrieval (HDC/H…

55
31

Ace MCP Go

xiaoxu123195

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

★ 2updated 9 months agoMIT
54
32

Bookstack MCP

ttpears

MCP server for BookStack — 56 tools covering the full API + semantic vector search. Rust/tokio/axum, dual transport (SSE + Streamable HTTP), OAuth 2.1, pluggable DB (SQLite/Postgr…

★ 5updated 7 months agoMIT
53
33

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.

52
34

Ori Mnemos

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

52
35

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
36

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
37

Roampal

Memory that learns what works.

52
38

Superlocalmemory

World's first local-only AI memory to break 74% retrieval and 60% zero-LLM on LoCoMo. No cloud, no APIs, no data leaves your machine. Additionally, mode C (LLM/Cloud) - 87.7% LoCo…

52
39

Stash

Shared memory for your team's coding agents

52
40

Asta Skill

Pure instruction-pack skill wrapping Ai2's Asta MCP server (Semantic Scholar). Intent-to-tool routing, safe defaults, multi-agent.

52
41

Iai Personal Memory Engine

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

52
42

Sidekick

Local coding-agent orchestrator — DAG of auto-approved, git-worktree-isolated sub-sessions across LLM providers (Claude/Kimi/Grok/DeepSeek/local). AGPL-3.0.

52
43

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
44

Redevops Rag

Hybrid RAG (DuckDB vector + BM25 + RRF + recency/keyword priors + optional cross-encoder rerank) as an installable library + CLI.

52
45

Fojin

Buddhist Digital Text Platform — 10,500+ texts, 613 sources, trilingual cross-canon, AI Q&A (RAG), knowledge graph, full-text search

52
46

Uteke

🧠 The Brain for Your AI — Local-first memory engine for AI agents. Store, recall, and search memories with semantic embeddings. Single Rust binary, zero config, fully offline.

52
47

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 8 months ago
51
48

Hexdocs

MCP server for searching Hex package documentation

47
49

Gno

Local semantic search for your documents. Index Markdown, PDF, and Office files with hybrid BM25 + vector search.

47
50

Hive MCP Server

gluneau

Hive MCP server — AI dev session logs, plans, and semantic search via Supabase pgvector

★ 3updated a year agoISC
45
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