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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.
AIngram
Local-first agent memory in one SQLite file: sqlite-vec/QJL two-pass vector + FTS5 search, knowledge graph (optional auto capture,) Ed25519-signed entries, and MCP server. No clou…
Paperless
Model Context Protocol server for Paperless-ngx: documents, organization, saved views, users, workflows, and optional semantic search.
Paperless
Model Context Protocol server for Paperless-ngx: documents, organization, saved views, users, workflows, and optional semantic search.
Better Qdrant MCP Server
MCP server for enhanced Qdrant vector database functionality
Codesift
MCP server for code intelligence — 146 tools for symbol search, call graph, semantic search, route tracing, community detection, LSP bridge, secret detection, conversation search,…
Embgrep
Local semantic search — embedding-powered grep for files, zero external services
Kairos
MCP server for agent automation: persistent memory and deterministic workflow execution for AI agents and chats
Alexandria
A local knowledge vault for your AI agents — saves tokens, remembers across sessions, and turns every model into a disciplined engineer.
Pinecone Read Only
A Model Context Protocol (MCP) server that provides semantic search over Pinecone vector databases using hybrid search (dense + sparse) with reranking.
Cograph
Self-hosted code knowledge platform: a cited wiki, hybrid search and a real code graph, generated from your repositories and served to humans and coding agents over MCP.
Jailbreak Tools
Model Context Protocol server with TypeScript for jailbreak detection tools
Local Rag
Local RAG MCP Server - Enhanced with hybrid search, memory management, and code file support (fork of shinpr/mcp-local-rag)
Kairos
MCP server for agent automation: persistent memory and deterministic workflow execution for AI agents and chats
Tailwindcss Docs
Local semantic search for Tailwind CSS documentation via Model Context Protocol
Openclaw MCP Router
OpenClaw MCP router plugin for Model Context Protocol (MCP): semantic tool search and dynamic tool calling to reduce prompt bloat
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.
Longterm Memory
A fully local MCP server for long-term memory with semantic search — no cloud dependencies
Carapace MCP Server
MCP server for Carapace AI — the shared knowledge base for AI agents
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.
Markdown Vault
Headless semantic MCP server for Obsidian, Logseq, Dendron and any markdown-based knowledge base
Memory Safe
MCP memory server for Claude Code — knowledge graph in SQLite, local ONNX embeddings, token-budgeted retrieval
Neuro Vault
MCP server for semantic search over Obsidian vaults with Smart Connections data.
Flair
MCP server for Flair — persistent memory for Claude Code, Cursor, and any MCP client.
Docs To MCP Server
MCP server that exposes documentation search tools for AI assistants
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…
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…
Code Intelligence
Code Intelligence MCP Server - Smart context for your LLM coding agent
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…
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.
Semantiq
Semantic code understanding for AI tools - One MCP Server for all AI coding assistants
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…
Codebase Semantic Search
Local semantic search engine for any codebase. MCP + HTTP + file watcher. Reuses Ollama embeddings + Milvus vector storage.
Web Docs
MCP server for crawling and indexing web documentation - works with any website
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…
Smart Tool
Local MCP server that gives coding agents (Claude Code, Codex) cheaper, sharper tools than their built-in search. Windows.
Nexus
Local-first trust layer for AI coding agents — structural prompt-injection and action guards, secret scanning, semantic memory, and code review. No model API required.
ContextFS
Universal AI Memory Layer - Cross-client, cross-repo context management with RAG. Works with Claude Code, Claude Desktop, Gemini CLI, and any MCP client.
Memvault
给编程智能体的本地长期记忆：一个 SQLite 文件 + 16 个 MCP 工具 + REST / CLI / 可视化控制台，零 Key 可用、完全离线。 | Local long-term memory for coding agents: one SQLite file, 16 MCP tools, REST + CLI + dashboard, no…
Cowork Semantic Search
No description published.
Kimi Mneme
No description published.
Kontext Brain Ts
No description published.
Recall MCP
A local, privacy-preserving knowledge-base MCP server with semantic search (RAG) for Claude and other AI assistants.
Resonant Archive
Local-first semantic search for your ChatGPT, Claude, and AI conversation history. Python CLI + MCP server for Claude Desktop. Uses sentence-transformers + ChromaDB. No API keys,…
Brainlayer
Persistent memory MCP for AI agents — SQLite, knowledge graph, 13-tool Python MCP + 17-tool BrainBar surface with ToolAnnotations
Recall MCP
A local, privacy-preserving knowledge-base MCP server with semantic search (RAG) for Claude and other AI assistants.
Memory Server
Long-term memory for AI coding agents. Works with Claude Code, ChatGPT, Cursor, Gemini CLI, VS Code Copilot, Windsurf, Claude Desktop, Codex CLI. Deploy once to Cloudflare Workers…
Kdrant
Coroutine-first Kotlin client for Qdrant, plus an MCP server for it that is a static binary instead of a Python runtime. Suspend APIs, a typed filter DSL, REST or opt-in gRPC behi…
Archiver Rag
Agent-agnostic semantic memory for your vault. Turns notes into a queryable knowledge graph any MCP agent can search, log to, and reorganize.
Kura
Kura — the knowledgebase for humans and agents. Agent-native docs infrastructure, built on June.
Contextmaxxer
Fully local MCP retrieval tool for coding agents. 161M encoder, ~1s per tool call, no API, no LLM in the query path. No file reads: line numbers, callers, callees and exact call s…