MCP servers tagged rag
4.9K live MCP servers tagged "rag", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with rag.
text2sql
It shws how to use a MCP server for Text2SQL.
dbt-mcp-server
dbt-mcp-server
DeepSeek MCP Server
MCP Server for DeepSeek API - Chat, Reasoner, FIM, File Analysis. Supports both official API and free web client mode.
Context7
Context7 MCP Server
Yandex Tracker
MCP server for Yandex Tracker: full API v3 coverage (187 tools)
Pinecone Read Only
A Model Context Protocol (MCP) server that provides semantic search over Pinecone vector databases using hybrid search (dense + sparse) with reranking.
Cortex MCP Server
MCP server for Cortex AI — exposes RAG pipeline as 3 tools to Claude Desktop and Cursor via Model Context Protocol
Affine CLI
Agent-optimized CLI port/adaptor for AFFiNE, powered by affine-mcp-server
Obsidian Semantic Search
Semantic search for Obsidian vaults using AWS Bedrock embeddings and LanceDB. Search via Claude MCP, sync via minimal Obsidian plugin.
Hybrid Rag MCP Server
ChromaDB・LangChain・Claude Vision APIを組み合わせたハイブリッドRAGをMCPサーバーとしてラップし、Claude Desktopから自然言語でPDF検索を可能にするサーバー実装
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.
pgvector
Similarity search, hybrid search, and index management for pgvector-backed PostgreSQL tables
Chinese Rag Toolkit
Reusable MCP server + Chinese RAG pipeline toolkit (factory + Tool builder + error envelope + eval framework) for building internal and third-party MCP servers in TypeScript.
Google Analytics MCP Server
A stdio MCP server for Google Analytics with full coverage of the Admin and Data APIs.
Pinecone Read Only
A Model Context Protocol (MCP) server that provides semantic search over Pinecone vector databases using hybrid search (dense + sparse) with reranking.
Local Rag
Local RAG MCP Server - Enhanced with hybrid search, memory management, and code file support (fork of shinpr/mcp-local-rag)
com.docfork/docfork-mcp
Up-to-date docs for AI agents. DEPRECATED: Use io.github.docfork/docfork instead.
Norman MCP Server
AI-powered bookkeeping, invoicing, and VAT filing for German freelancers.
BankSync
Connect AI agents to real bank accounts — transactions, balances, investments, and loans across 15,000+ institutions. Sync to Notion, Google Sheets, and Airtable.
io.github.Alberto-Codes/docvet
Docstring quality vetting for Python -- enrichment, freshness, coverage, and presence checks
io.github.CryptoAPIs-io/mcp-address-latest
MCP server for current balance and state of EVM, UTXO, Solana, XRP, Kaspa addresses via Crypto APIs
io.github.CryptoAPIs-io/mcp-hd-wallet
MCP server for HD wallet management, balance, and sync on EVM, UTXO, XRP via Crypto APIs
io.github.ExpertVagabond/mega
MEGA cloud storage CLI MCP server
RAGScore
Generate QA datasets & evaluate RAG systems. Privacy-first, any LLM, local or cloud.
io.github.HaseebKhalid1507/velocirag
Lightning-fast RAG for AI agents. 4-layer fusion, ONNX Runtime, sub-200ms search.
io.github.HatmanStack/ragstack
Search, chat, upload, and scrape a serverless RAGStack knowledge base on AWS.
Paparats
Semantic code search for AI coding assistants. Local Qdrant, multi-repo, no API keys.
io.github.IndigoProtocol/cardano-mcp
Cardano MCP — transactions, addresses, UTxOs, balances, ADAHandles & stake delegation
InsForge
InsForge is a backend development platform designed for agentic coding. It enables coding agents to provision and operate backend infrastructure such as databases, authentication,…
io.github.LeandroPG19/cuba-memorys
Persistent memory for AI agents. Knowledge graph, Hebbian learning, RRF search, GraphRAG.
io.github.NaNMesh/nan-forget
Long-term memory for AI coding tools via vector search (Qdrant).
io.github.NitishGourishetty/contextual-mcp-server
RAG-enabled MCP server using Contextual AI. Supports single-agent and multi-agent modes.
io.github.RagingOrangutan/rootvine-mcp
Cross-platform music and game resolution for AI agents across 15+ platforms.
io.github.RobThePCGuy/rag-vault
Local RAG MCP server with hybrid search, PDF/DOCX support, and zero-config setup
io.github.S2TConsulting/accelerators
Vector embeddings, CloudFormation generation, and OAuth validation for AI workflows
io.github.SuperAgentic/spines
Access book collections, reading lists, and bookshelf recognition from AI assistants.
io.github.TKMD/reftrixmcp
Web design analysis with 26 MCP tools: layout, motion, quality, semantic search via pgvector
SQL Server MCP (Windows)
SQL Server MCP with RAG capabilities for Windows (native ODBC support)
io.github.VectifyAI/pageindex-mcp
Reasoning-based RAG system for chatting with long PDFs. Supports local and online files.
io.github.alex-feel/mcp-context-server
An MCP server that provides persistent multimodal context storage for LLM agents.
Arcadia Finance
Manage Uniswap and Aerodrome liquidity positions with automated rebalancing and leverage.
io.github.atul-fusionpact/fusionpact-vectordb
Hybrid vector + reasoning retrieval, agent memory, multi-agent orchestration, MCP server, and RAG.
io.github.base76-research-lab/cognos-session-memory
CognOS trust scoring (C=p·(1-Ue-Ua)) and session trace storage as MCP tools.
io.github.base76-research-lab/token-compressor
Compress prompts 40-60% using local LLM + embedding validation. Preserves all conditionals.
io.github.bolnet/memwright
Embedded memory for AI agents with SQLite FTS5, pgvector, and Neo4j graph search.
io.github.egoughnour/massive-context-mcp
Handles 10M+ token contexts with chunking, sub-queries, and local Ollama inference.
io.github.egulatee/codecov
MCP server for querying Codecov coverage data with configurable URL support
io.github.enuno/unifi-mcp-server
An MCP server that leverages official UniFi API
io.github.fjnunezp75/gpu-bridge
47 AI models as MCP tools: LLM, image, video, audio, embeddings & more. x402 or API key.
io.github.fyllepo/qubic-mcp
MCP server for Qubic — balances, prices, transfers, wallets, and more.