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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
251

Palimpsest

GDLevSargsyan

Local-first, battle-tested, memory that never disappears. Hybrid vector search + knowledge graph + full-text retrieval for AI agents.

★ 5
34
252

Memnest

Blue-B

Source-backed local memory shared by Claude Code, Codex, pi, and MCP clients. No generative LLM.

★ 5updated 6 days ago
34
253

Nxm Memory

dangranaz

Local memory + semantic search for AI agents. Indexes code and documents on your machine, queryable via MCP. Private, offline, fast. macOS arm64 + Linux x86_64.

★ 5updated a month ago
34
254

Interviewpilot AI

oguzhandurmaz

AI-powered interview preparation platform built with LangGraph, RAG, FastAPI, and MCP. Simulates adaptive technical interviews, evaluates answers, and generates personalized study…

★ 5
34
255

Montycat Dart

MontyGovernance

AI-native NoSQL + vector database with built-in semantic search for RAG & AI agents — the Dart & Flutter client. Self-hosted Pinecone alternative.

★ 5updated 15 days ago
34
256

Odeduck

JungHoonGhae

공공데이터 덕후, 오데덕. AI 에이전트가 목표에 맞는 자료를 찾고, 자동 활용신청·수집·연결·분석을 거쳐 결과와 근거를 만들도록 돕는 오픈소스 실행 플랫폼.

★ 5updated 29 days ago
34
257

Impossible Embeddings

impossibleG

A self-hosted embedding server with HTTP, gRPC and MCP APIs, verified model installation, batching, health checks, metrics and Windows and Linux releases.

★ 5
34
258

Claude Kb

tenequm

MCP server + knowledge base over Claude Code conversation history. Hybrid dense+sparse search via Qdrant.

★ 5updated 5 months ago
34
259

Localdb

dokterbob

Semantic Search for the rest of us.

★ 5updated a month ago
34
260

Engram

bobaba76

Local-first code intelligence and MCP-native review engine for Python and TypeScript repositories

★ 5updated 2 months ago
34
261

Qmd

tidyinfo

A high-performance, private Markdown search engine with Hybrid Search (BM25 + Vector) and MCP support. Built in Rust.

★ 5updated 7 months ago
34
262

Locus

alkinun

mind readingly accurate, blazingly fast codebase search, written in pure rust.

★ 5updated 4 months ago
34
263

Claude Memory MCP

imshota1009

A Model Context Protocol (MCP) server that gives AI assistants a persistent local memory using SQLite and semantic search. 100% offline, zero API keys.

★ 5updated 3 months ago
34
264

Mnema

mienetic

🧠 Mnema — Long-term memory for AI via MCP × Vector DB. Pluggable backends, hybrid search, Auto Dream consolidation, CLI + REST API + SDK.

★ 5updated 3 months ago
34
265

MCPGateway

managedcode

Searchable MCP and AITool gateway for .NET, built on Microsoft.Extensions.AI with embedding-based tool discovery, lexical fallback, and unified execution

★ 5updated 6 days ago
34
266

Synapse

di5rupt0r

Synapse AKG: High-performance Agentic Knowledge Graph with hybrid search (KNN + BM25 + RRF) for AI agents

★ 5updated 6 months ago
34
267

Kura

kurajs

Kura — the knowledgebase for humans and agents. Agent-native docs infrastructure, built on June.

★ 5updated 19 days ago
34
268

Marrow

gnosislabstech

Marrow: self-hosted semantic + lexical search over your AI coding sessions and notes. Every answer cites its source; your corpus never leaves your infrastructure.

★ 5updated 2 months ago
34
269

Question Bank Template

xydadada

Self-hosted MinerU to WeKnora pipeline for parent, child, and raw question-bank retrieval, with read-only ChatGPT MCP access

★ 5updated 9 days ago
34
270

Engram

bmbnexus

Persistent memory for Claude Code — 6 MCP tools, SQLite, local embeddings, zero API calls. Your AI remembers across sessions.

★ 5updated 8 months ago
34
271

Mnemos

foufouadi

local-first persistent memory for Claude Desktop, enabling private hybrid RAG search across past conversations without API calls

★ 5updated 4 months ago
34
272

Synorive

Aevorine

Search your files by meaning and fact-check the web, fully offline.

★ 4updated a month ago
34
273

Hitgate

LucasSantana-Dev

Portable hybrid (BM25 + dense + RRF) retrieval engine and a label-free evaluation harness — extracted from a personal AI-assistant memory index and decoupled to run on any source…

★ 4updated 16 days ago
34
274

CogZ

balaianu

Local-first, code-aware engineering cognition for AI coding agents - persistent memory, contextual retrieval, and continuous cognition about your codebase.

★ 4updated 14 days ago
34
275

Nesift

scottgl9

Fast, local semantic search over web content for AI agents. Hybrid BM25 + potion-retrieval-32M embeddings, cross-page dedup, token-budget mode, MCP server, SearXNG bridge. ~90% fe…

★ 4
34
276

Cfetch

corbet-libs

Local-first AI agent memory and context engine for Claude Code, Codex, Gemini and MCP: cited Markdown recall, code search, hooks and cross-machine serving.

★ 4updated 27 days ago
34
277

Dir2mcp

dirstral

Turn any folder into an MCP knowledge server: local-first indexing, hybrid search, answers with span-level citations.

★ 4updated 12 days ago
34
278

Cloudcdn.pro

sebastienrousseau

Open-source, self-hosted, multi-tenant CDN and digital asset management platform built on Cloudflare Workers and Pages. Includes image optimization, signed URLs, edge analytics, A…

★ 4updated 11 days ago
34
279

Pinakes Rs

chenkezhen480

Self-hosted knowledge service for AI agents: an LLM-maintained wiki and a business graph, searched in milliseconds, far faster than RAG, with no LLM or database on the read path.…

★ 4updated 3 days ago
34
280

Lumora

quintant

Offline MCP server for AI coding agents with semantic code search, symbol intelligence, dependency graphs, and safe file operations.

★ 4updated 7 months ago
34
281

Axon

dinglebear-ai

Self-hosted RAG stack for crawl, scrape, search, ingest, query, and ask workflows with Qdrant, TEI embeddings, Chrome rendering, MCP/CLI/REST, and Gemini synthesis.

★ 4updated 5 days ago
34
282

Tusk

germanamz

Agent memory you can code-review. Tusk indexes a folder of markdown into a typed, searchable graph your agents query over MCP. It stays plain files in git, and tusk doctor fails C…

★ 4updated 3 days ago
34
283

Mnemo

sattyamjjain

On-prem, MCP-native memory for AI agents in regulated settings: every write lands in a SHA-256 hash-chained log an auditor can verify offline, without trusting the store or the ve…

★ 4updated 2 days ago
34
284

Rag Agent

luisrodriguesphd

This repository presents a production-ready RAG system combining LangGraph agent with Model Context Protocol (MCP) integration. Features hybrid search using Reciprocal Rank Fusion…

★ 4updated 10 months ago
34
285

Ministr

Code intelligence MCP server for AI coding agents. AST-level codebase understanding — semantic search, symbol navigation, real reference graphs, and cross-language bridge detectio…

★ 3
34
286

JevTrace

123wwwa

An MCP server that cuts coding-agent token usage by retrieving only the relevant JS/TS code using the TypeScript compiler and Jev.

★ 3
34
287

Sqlite MCP

AuraFriday

An sqlite MCP server with built-in semantic search and local embedding-vector generation

★ 3updated 2 months ago
34
288

Alexandria

cebarks

Long-term memory for AI agents. MCP server with local embeddings, heat-based recall, and hierarchical clustering on embedded SurrealDB.

★ 3updated 6 days ago
34
289

Ministr

AlrikOlson

Code intelligence MCP server for AI coding agents. AST-level codebase understanding — semantic search, symbol navigation, real reference graphs, and cross-language bridge detectio…

★ 3updated 10 days ago
34
290

Nexus Memory

Universal shared memory for AI agents — one brain for all your agents, 100% local & private. Works with Hermes, OpenClaw, Claude Code, Cursor. (Not the PyPI 'nexus-memory' package)

★ 2
34
291

Mnemos MCP

Self hosted MCP knowledge server. Turn docs into searchable context with multi collection isolation, deterministic ingestion, and local vector search via Ollama + pgvector. 100% p…

★ 2
34
292

AG3NT

Build and run local AI agents with multi-model support, modular skills, secure controls, and multi-channel access for personal automation tasks.

★ 2
34
293

Constellation

MCP server that turns a markdown corpus into a searchable knowledge graph — hybrid semantic + lexical search for AI agents, plus an interactive constellation viewer

★ 2
34
294

Private MCP

Give your AI tools persistent memory. A private MCP server built entirely in your AWS account — captures, embeds, and semantically searches your thoughts.

★ 2
34
295

Cogmem

dcondrey

A self-improving, verifiable memory layer for AI coding agents.

★ 2updated 3 months ago
34
296

Inkwell Memory

veronchenko

MCP server giving AI agents persistent memory: Markdown files as source of truth, hybrid BM25 + embedding search, typed graph relations. Self-hosted, single Docker image.

★ 2updated 2 months agoMIT
34
297

Contextlake

sayak-sarkar

A local context layer for AI tools: mirror your repositories, index them into a knowledge graph, and serve it over MCP so agents answer from real source instead of guessing.

★ 2updated 14 days ago
34
298

Scythe Context MCP

Lianye-Scythe

Local MCP context engine for Codex with Gemini Embedding 2 support

★ 2updated 4 months ago
34
299

Stele Context

IronAdamant

Local context cache for LLM agents. 100% offline, zero dependencies.

★ 2updated 3 months ago
34
300

Videre

erhangundogan

Multimedia file management tool

★ 2updated 9 days ago
34
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