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MCP servers tagged rag

1.2K 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.

1.2K
live servers
40
avg trust
31K
most stars
351

io.github.Alberto-Codes/docvet

Docstring quality vetting for Python -- enrichment, freshness, coverage, and presence checks

37
352

Embgrep

Local semantic search — embedding-powered grep for files, zero external services.

37
353

Cloaked Agent

Give AI agents spending power without giving them your wallet keys. Cloaked creates on-chain spending accounts with enforced constraints that agents cannot bypass - even if jailbr…

37
354

io.github.CryptoAPIs-io/mcp-address-latest

MCP server for current balance and state of EVM, UTXO, Solana, XRP, Kaspa addresses via Crypto APIs

37
355

io.github.CryptoAPIs-io/mcp-hd-wallet

MCP server for HD wallet management, balance, and sync on EVM, UTXO, XRP via Crypto APIs

37
356

DeepSeek MCP Server

Official DeepSeek MCP server for chat, completion, model listing, and balance endpoints.

37
357

io.github.ExpertVagabond/mega

MEGA cloud storage CLI MCP server

37
358

RAGScore

Generate QA datasets & evaluate RAG systems. Privacy-first, any LLM, local or cloud.

37
359

io.github.HaseebKhalid1507/velocirag

Lightning-fast RAG for AI agents. 4-layer fusion, ONNX Runtime, sub-200ms search.

37
360

io.github.HatmanStack/ragstack

Search, chat, upload, and scrape a serverless RAGStack knowledge base on AWS.

37
361

Paparats

Semantic code search for AI coding assistants. Local Qdrant, multi-repo, no API keys.

37
362

io.github.IndigoProtocol/cardano-mcp

Cardano MCP — transactions, addresses, UTxOs, balances, ADAHandles & stake delegation

37
363

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,…

37
364

io.github.LeandroPG19/cuba-memorys

Persistent memory for AI agents. Knowledge graph, Hebbian learning, RRF search, GraphRAG.

37
365

io.github.NaNMesh/nan-forget

Long-term memory for AI coding tools via vector search (Qdrant).

37
366

io.github.NitishGourishetty/contextual-mcp-server

RAG-enabled MCP server using Contextual AI. Supports single-agent and multi-agent modes.

37
367

io.github.RagingOrangutan/rootvine-mcp

Cross-platform music and game resolution for AI agents across 15+ platforms.

37
368

io.github.RobThePCGuy/rag-vault

Local RAG MCP server with hybrid search, PDF/DOCX support, and zero-config setup

37
369

io.github.S2TConsulting/accelerators

Vector embeddings, CloudFormation generation, and OAuth validation for AI workflows

37
370

io.github.SuperAgentic/spines

Access book collections, reading lists, and bookshelf recognition from AI assistants.

37
371

io.github.TKMD/reftrixmcp

Web design analysis with 26 MCP tools: layout, motion, quality, semantic search via pgvector

37
372

SQL Server MCP (Windows)

SQL Server MCP with RAG capabilities for Windows (native ODBC support)

37
373

io.github.VectifyAI/pageindex-mcp

Reasoning-based RAG system for chatting with long PDFs. Supports local and online files.

37
374

io.github.alex-feel/mcp-context-server

An MCP server that provides persistent multimodal context storage for LLM agents.

37
375

Arcadia Finance

Manage Uniswap and Aerodrome liquidity positions with automated rebalancing and leverage.

37
376

io.github.atul-fusionpact/fusionpact-vectordb

Hybrid vector + reasoning retrieval, agent memory, multi-agent orchestration, MCP server, and RAG.

37
377

io.github.base76-research-lab/cognos-session-memory

CognOS trust scoring (C=p·(1-Ue-Ua)) and session trace storage as MCP tools.

37
378

io.github.base76-research-lab/token-compressor

Compress prompts 40-60% using local LLM + embedding validation. Preserves all conditionals.

37
379

io.github.bolnet/memwright

Embedded memory for AI agents with SQLite FTS5, pgvector, and Neo4j graph search.

37
380

Opik MCP Server

Integrate seamlessly with your IDE and access all Opik features through a standardized protocol. Manage prompts, projects, and metrics efficiently with a unified interface. Levera…

37
381

io.github.egoughnour/massive-context-mcp

Handles 10M+ token contexts with chunking, sub-queries, and local Ollama inference.

37
382

io.github.egulatee/codecov

MCP server for querying Codecov coverage data with configurable URL support

37
383

io.github.enuno/unifi-mcp-server

An MCP server that leverages official UniFi API

37
384

io.github.fjnunezp75/gpu-bridge

47 AI models as MCP tools: LLM, image, video, audio, embeddings & more. x402 or API key.

37
385

io.github.fyllepo/qubic-mcp

MCP server for Qubic — balances, prices, transfers, wallets, and more.

37
386

io.github.gogogadgetbytes/smart-connections

MCP server for Obsidian Smart Connections. Semantic search using your vault's embeddings.

37
387

io.github.goldbergyoni/test-coverage-mcp

Analyze test coverage from LCOV files - makes AI agents coverage-aware without wasting tokens

37
388

io.github.gregario/tft-oracle

TFT champion, trait, item, and augment data for LLMs via CommunityDragon

37
389

io.github.houtini-ai/google-knowledge-graph

Search Google's Knowledge Graph for structured information about real-world entities

37
390

io.github.houtini-ai/seo-crawler-mcp

Crawl and analyse websites for SEO errors using Crawlee with SQLite storage

37
391

io.github.indragiek/uniprof

Universal CPU profiler designed for humans and AI agents

37
392

io.github.isaac-levine/forage

Self-improving tool discovery for AI agents. Find, install, and use new MCP servers automatically.

37
393

io.github.joesaby/doctree-mcp

BM25 search + tree navigation over markdown docs for AI agents. No embeddings, no LLM calls.

37
394

RAGMap MCP

Discover RAG-capable MCP servers. Search by meaning; filter by remote, citations, local. Four tools.

37
395

io.github.kokogo100/ragalgo

Dynamic RAG Engine preventing AI hallucinations in Korean Finance and Crypto markets.

37
396

io.github.kpanuragh/xdebug

MCP server for PHP Xdebug debugging with breakpoints, stepping, and variable inspection

37
397

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

37
398

io.github.lordbasilaiassistant-sudo/base-wallet-toolkit

Base chain wallet tools — balances, gas, tokens, allowances, ENS resolution.

37
399

io.github.lu-zhengda/virtual-fs

PostgreSQL-backed virtual filesystem for AI agents with persistent, session-isolated storage.

37
400

io.github.maksimsarychau/mcp-zebrunner

Unified Zebrunner MCP server for TCM test cases, suites, coverage analysis, launchers, etc.

37
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