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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
101

Mnemos

Local-first MCP memory server for AI agents, with source citations and OKF/Markdown knowledge bases.

39
102

Lilbee

Run local AI models, search your files and code, and crawl the web, all in one program. Cited answers, local-first, with an MCP server for your coding agent. TUI, CLI, REST API, a…

39
103

1c Templates MCP

MCP-сервер с семантическим поиском по шаблонам кода 1С (BSL). 2200+ шаблонов, CRUD веб-UI с Monaco Editor, ChromaDB + embeddings.

39
104

Argyph

Local-first MCP server giving AI coding agents fast, structured, and semantic context over any codebase. Zero config, zero cloud, full context.

39
105

Fortemi

Self-hosted AI knowledge base with hybrid semantic search (pgvector + FTS + RRF), MCP server, multi-provider LLM inference (Ollama, OpenAI, OpenRouter, llama.cpp), multimodal inge…

39
106

LLM Wiki Memory

Local, git-versioned memory for AI coding agents. No RAG, no Docker, no external service. Capture, compile, recall over a local LLM wiki with on-device embeddings and an MCP serve…

39
107

Sweet Search

Local code search for AI agents: six fast, purpose-built tools that return ranked answers, not raw grep. Because maybe grep isn't all you need... 🍬

39
108

Rijksmuseum MCP Plus

MCP server for the Rijksmuseum collections with extended metadata, semantic and full-text search, provenance analysis, similarity comparisons and spatial reasoning.

39
109

Cqs

Code intelligence and RAG for AI agents: semantic search, call graphs, impact analysis, and context assembly in single tool calls. 54 languages + L5X/L5K PLC. 70.7% R@5 / 47.2% R@…

39
110

Curion

Curion is a project-local memory layer for AI coding agents, published as an MCP server for Claude Code, Codex, OpenCode, and other MCP clients.

39
111

Hatchdoor

Self-hosted, agent-native web app and MCP server for your Obsidian-style Markdown vault. Browse, search, and edit notes from a fast UI or from AI agents.

39
112

writerslogic/scrivener-mcp

mcp`

39
113

Patent Literature Search MCP

Search 200M+ patents and scientific literature in natural language directly inside Claude, Cursor, or any MCP-compatible AI tool. Powered by PatSnap's global R&D intelligence data…

39
114

Clipth

Local-first clipboard history for macOS — offline semantic search, OCR, content protection, and a built-in MCP server for AI tools. 本地优先的 macOS 剪贴板管理器

39
115

Tailwindcss Docs

Local semantic search for Tailwind CSS documentation via Model Context Protocol

37
116

Openclaw MCP Router

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

37
117

Yt Embeddings Strapi Plugin

Strapi v5 plugin for vector embeddings with OpenAI and Neon PostgreSQL. Enables semantic search, RAG chat, and MCP (Model Context Protocol) integration.

37
118

Pinecone Read Only

A Model Context Protocol (MCP) server that provides semantic search over Pinecone vector databases using hybrid search (dense + sparse) with reranking.

37
119

Longterm Memory

A fully local MCP server for long-term memory with semantic search — no cloud dependencies

37
120

Carapace MCP Server

MCP server for Carapace AI — the shared knowledge base for AI agents

37
121

Dev Agent

Deep code intelligence + AI subagents via MCP. Local-first semantic code search, GitHub integration, and development planning for AI tools like Cursor and Claude Code.

37
122

Markdown Vault

Headless semantic MCP server for Obsidian, Logseq, Dendron and any markdown-based knowledge base

37
123

Memory Safe

MCP memory server for Claude Code — knowledge graph in SQLite, local ONNX embeddings, token-budgeted retrieval

37
124

Neuro Vault

MCP server for semantic search over Obsidian vaults with Smart Connections data.

37
125

Flair

MCP server for Flair — persistent memory for Claude Code, Cursor, and any MCP client.

37
126

Docs To MCP Server

MCP server that exposes documentation search tools for AI assistants

37
127

Obsidian Modified MCP Server

Personal fork of @connorbritain/obsidian-mcp-server. TypeScript MCP server for Obsidian with wrapper-side mitigations of upstream limitations — first concrete change is re-enablin…

37
128

Enquire

The most advanced MCP server for Obsidian vaults. Hybrid retrieval (BM25 + TF-IDF + multilingual ML embeddings, RRF-fused) with BGE cross-encoder reranking, HNSW vector index, int…

37
129

Code Intelligence

Code Intelligence MCP Server - Smart context for your LLM coding agent

37
130

Hybrid Rag MCP Server

MCP server with 41+ tools for hybrid RAG integration with agent-mesh

37
131

Ctxloom Pro

ctxloom — The Universal Code Context Engine. A local-first MCP server providing intelligent code context via hybrid Vector + AST + Graph search with Skeletonization (92% token red…

37
132

Claude Synergy

Local mirror of Anthropic product changelogs + curated cross-product synergies. So the LLM agent inside the harness knows what the harness can do.

37
133

Semantiq

Semantic code understanding for AI tools - One MCP Server for all AI coding assistants

37
134

Ainative Memory

Enhanced MCP server-memory with ZeroDB cloud persistence and semantic vector search. Drop-in replacement for @modelcontextprotocol/server-memory that stores your knowledge graph i…

37
135

Codebase Semantic Search

Local semantic search engine for any codebase. MCP + HTTP + file watcher. Reuses Ollama embeddings + Milvus vector storage.

37
136

Web Docs

MCP server for crawling and indexing web documentation - works with any website

37
137

Beds24 MCP Server

MCP server + CLI host for Beds24. Depends on beds24-sdk-client (typed API client) and beds24-knowledge (hybrid vector+FTS search). Exposes tools, prompts, and resources for an LLM…

37
138

Cowork Semantic Search

No description published.

35
139

Qdrant Neo4j Crawl4ai MCP

MCP server combining Qdrant vector search, Neo4j knowledge graphs, and Crawl4AI web intelligence with agentic RAG capabilities. FastMCP 2.0 architecture with enterprise security,…

34
140

Engraph

Local knowledge graph for AI agents. Hybrid search + MCP server for Obsidian vaults.

34
141

Codesearch

Fast, local semantic code search as MCP server for OpenCode and Claude Code. Rust-powered, fully offline.

34
142

Qex

Lightweight MCP server for semantic code search — BM25 + optional dense vectors + tree-sitter chunking

34
143

Apple Docs MCP Server

MCP server for semantic search through Apple developer documentation, WWDC transcripts, and code examples. 16K+ documents indexed for AI agents.

34
144

Claude Persistent Memory

Give Claude Code persistent memory across sessions. Hybrid BM25 + vector semantic search, auto-structuring via LLM, and 4-channel retrieval (MCP + hooks). Your AI assistant finall…

34
145

Limbo

Your second brain via Telegram.

34
146

Obsidian Pkm Plugin

Claude Code Plugin for bidirectional knowledge flow between Claude Code and Obsidian Personal Knowledge Management vaults

34
147

Karp Inspector Lite

Claude Desktop extension with semantic code search, grep, file outlines & diffs. Local embeddings, zero API keys, one-click install.

34
148

Semantic Memory

Persistent memory with semantic search for Claude and MCP-compatible clients

34
149

Videoseek MCP

VideoSeek MCP — Find anything in any video. Semantic video search, video Q&A, persistent memory, and social media import for AI agents.

34
150

Cerefox

Personal knowledge base with hybrid search and read/write access for AI agents

34
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