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.
io.github.gogogadgetbytes/smart-connections
MCP server for Obsidian Smart Connections. Semantic search using your vault's embeddings.
io.github.goldbergyoni/test-coverage-mcp
Analyze test coverage from LCOV files - makes AI agents coverage-aware without wasting tokens
io.github.gregario/tft-oracle
TFT champion, trait, item, and augment data for LLMs via CommunityDragon
io.github.houtini-ai/google-knowledge-graph
Search Google's Knowledge Graph for structured information about real-world entities
io.github.houtini-ai/seo-crawler-mcp
Crawl and analyse websites for SEO errors using Crawlee with SQLite storage
io.github.indragiek/uniprof
Universal CPU profiler designed for humans and AI agents
io.github.isaac-levine/forage
Self-improving tool discovery for AI agents. Find, install, and use new MCP servers automatically.
io.github.joesaby/doctree-mcp
BM25 search + tree navigation over markdown docs for AI agents. No embeddings, no LLM calls.
RAGMap MCP
Discover RAG-capable MCP servers. Search by meaning; filter by remote, citations, local. Four tools.
io.github.kokogo100/ragalgo
Dynamic RAG Engine preventing AI hallucinations in Korean Finance and Crypto markets.
io.github.kpanuragh/xdebug
MCP server for PHP Xdebug debugging with breakpoints, stepping, and variable inspection
io.github.lordbasilaiassistant-sudo/base-flash-arb-mcp
MCP server for AI agents to detect flash loan arbitrage opportunities across DEXes on Base. Scan Uni
io.github.lordbasilaiassistant-sudo/base-wallet-toolkit
Base chain wallet tools — balances, gas, tokens, allowances, ENS resolution.
io.github.lu-zhengda/virtual-fs
PostgreSQL-backed virtual filesystem for AI agents with persistent, session-isolated storage.
io.github.maksimsarychau/mcp-zebrunner
Unified Zebrunner MCP server for TCM test cases, suites, coverage analysis, launchers, etc.
io.github.markswendsen-code/venmo
MCP server for Venmo - check balance, send/request money, view history
io.github.mastrophot/near-wallet-manager
MCP server for NEAR wallet creation, balance checks, and transaction signing.
io.github.mcpware/claude-code-organizer
Organize Claude Code memories, skills, MCP servers, and hooks via drag-and-drop dashboard.
io.github.mifactory-bot/mifactory-contratos
Freelance contracts via API for any country. AI-generated or PDF. Pay-per-use: $5-$20.
io.github.n24q02m/better-code-review-graph
Token-efficient code review knowledge graph: semantic search and call-graph resolution.
PinRAG
MCP RAG server: index PDFs, GitHub Repos, YouTube, Discord, Plain Text; query with citations.
Local FAISS MCP Server
Local FAISS vector database for RAG with document ingestion, semantic search, and MCP prompts.
io.github.pree-dew/mcp-bookmark
MCP Server for adding bookmarks in openai RAG
io.github.qso-graph/adif-mcp
ADIF 3.1.6 parser and validator for amateur radio QSO logs. Full spec coverage.
io.github.raphasouthall/neurostack
Token-efficient MCP memory for Markdown vaults. Tiered retrieval, hybrid search, GraphRAG.
io.github.rhein1/agoragentic
Agent-to-agent marketplace. Browse, invoke, and pay for AI services in USDC on Base.
io.github.rog0x/testing
Test generation, mocks, coverage analysis for AI agents
Memory OS AI
Adaptive memory for AI agents — FAISS search, chat extraction, cross-project linking
io.github.shinpr/mcp-local-rag
Easy-to-setup local RAG server with minimal configuration
io.github.simplemindedbot/mnemex
Temporal memory for AI with decay and reinforcement. Two-layer storage (JSONL + Markdown).
io.github.sisense/sisense-mcp-server
MCP server leveraging Sisense Intelligence for actionable insights and analytics.
io.github.stephenballot-ai/legacy-shield
Zero-knowledge encrypted vault — persistent, encrypted storage for AI agents. EU-hosted.
io.github.zcsabbagh/knowledge-graph-mcp
Knowledge graph MCP for student learning with spaced repetition and mastery tracking
VMware Storage
VMware vSphere storage with 14 MCP tools: datastores, iSCSI, vSAN, FC multipath.
io.snyk/mcp
Easily find and fix security issues in your applications leveraging Snyk platform capabilities.
Yault AESP
Policy-gated vault operations (deposit, redeem, transfer, balance) for AI agents
isilon-mcp-server
Model Context Protocol (MCP) server for Dell PowerScale (Isilon) OneFS 9.7 REST API integration - enables AI assistants to interact with PowerScale storage clusters
looker-mcp-server
A Model Context Protocol (MCP) server for the Looker API with full tool coverage, OAuth pass-through, and user impersonation support.
mcp-server-qdrant-rs
MCP server for Qdrant vector database with local embedding support
w3-mcp-server-qdrant
MCP server for vector search with Qdrant and Ollama embeddings
Getlore
Semantic search MCP server for Claude Code conversation sessions
Remember
Recursive Enhanced Memory by Enhanced Recall - team memory system
Cuemap
MCP server for CueMap
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.
Ui SDK
MCP-UI Embedding Protocol SDK - Reference implementation for the MCP-UI Embedding Protocol Specification
Geocontext
An experimental MCP server providing spatial context for LLM.
Sankhya
MCP server for Sankhya ERP documentation — semantic search via sqlite-vec
Rag Memory Epf
MCP server for project-local RAG memory with knowledge graph and multilingual vector search
io.github.Studio-Moser/shelbymcp
Knowledge-graph memory server for AI tools via MCP
BitAtlas
Zero-knowledge encrypted cloud storage for AI agents with client-side AES-256-GCM encryption.