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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
601

io.github.RudrenduPaul/freelancer-payment-protection

Wraps the fpp CLI as a single generic MCP tool for freelancer client payment-risk checks.

37
602

io.github.BlazingCDN/blazingcdn-mcp

Manage BlazingCDN from AI agents: CDN zones, cache, metrics, domains, cloud storage and video CDN

37
603

io.github.bguillow-rgb/perfume-picks

Search the Perfume Picks fragrance database: 13,000+ scents with notes, dupes, and wear data.

37
604

io.github.rafaelgaspar/longhorn-mcp

MCP server for the Longhorn distributed storage manager API, with a --read-only mode.

37
605

com.opensolr/opensolr-mcp

Managed Apache Solr for agents: hybrid BM25+kNN search, server-side embeddings, RAG answers

37
606

Docs Ask (local docs RAG)

Local RAG MCP for markdown documentation. Retrieval only; host synthesizes answers.

37
607

MainBook Bank Statement Converter

Convert PDF bank statements to checked Excel, CSV or JSON with balance validation.

37
608

io.github.dogrucanemek-alt/conarium

Governed database access for AI assistants: masking, signed receipts, coverage reconciliation.

37
609

Koma Core MCP

Protected RAG storage — agents discover public metadata, content only by access token.

37
610

io.github.dasasian/firebase-mcp-server

MCP server for Firebase — Firestore, Storage, Auth, and Cloud Logging, with schema validation.

37
611

Multimodal Rag

No description published.

35
612

Cowork Semantic Search

No description published.

35
613

Lancedb MCP Server

No description published.

35
614

Rag Memory MCP

No description published.

35
615

Automagik Hive

No description published.

35
616

Rag Kit

No description published.

35
617

ai.smithery/akilat-spec-leave-manager-mcp

Track and manage employee time off with quick balance lookups and streamlined applications. Find t…

34
618

ai.smithery/blockscout-mcp-server

Provide AI agents and automation tools with contextual access to blockchain data including balance…

34
619

ai.smithery/ctaylor86-mcp-video-download-server

Connect your video workflows to cloud storage. Organize and access video assets across projects wi…

34
620

ai.smithery/docfork-mcp

@latest documentation and code examples to 9000+ libraries for LLMs and AI code editors in a singl…

34
621

ai.smithery/renCosta2025-context7fork

Get up-to-date, version-specific documentation and code examples from official sources directly in…

34
622

com.apple-rag/mcp-server

Apple Developer Documentation with Semantic Search, RAG, and AI reranking for MCP clients

34
623

Fabric Marketplace

Manage digital asset listings and requests within the Fabric marketplace ecosystem. Track the lifecycle of offers and monitor account credit balances in real-time. Facilitate seam…

34
624

Copilot Memory MCP

Persistent semantic memory for AI agents using local ChromaDB vector search. No cloud required.

34
625

io.github.abhishek2432001/deeprepo

Productivity-boosting RAG engine for codebases with multi-provider AI support and semantic search.

34
626

io.github.annibale-x/webshift

Rust MCP server for denoised web search — fetch, clean, and rerank web content for AI agents.

34
627

deAPI MCP Server

29 AI tools: audio/video transcription, image generation, TTS, OCR, embeddings via deAPI

34
628

io.github.felixgeelhaar/coverctl

Go code coverage analysis tool with MCP server for AI-powered coverage workflows

34
629

io.github.ggozad/haiku-rag

Agentic Retrieval Augmented Generation (RAG) with LanceDB

34
630

Linggen

Local, privacy-focused RAG service for code search via MCP. https://linggen.dev

34
631

ChromaDB Remote MCP Server

Remote ChromaDB vector database MCP server with streamable HTTP transport

34
632

Ragora

Search across all your knowledge bases to retrieve relevant information instantly from connected documentation. Discover specific collections and perform targeted queries to get p…

34
633

SperaxOS

Sperax Protocol MCP – USDs stablecoin, SPA, veSPA governance & Demeter DeFi on Arbitrum

34
634

io.github.outris-dev-user/outris-identity-mcp

Identity resolution MCP server for phone/email lookups across 31+ services. Global + India coverage.

34
635

io.github.pgEdge/postgres-mcp

Enterprise PostgreSQL MCP server with NL queries, hybrid search (pgvector+BM25), and web UI

34
636

io.github.tomohiro-owada/devrag

Lightweight local RAG MCP server. 40x token reduction.

34
637

trade.neglect/mcp-server

Full Solana DeFi coverage: launchpads, tokens, trades, and wallets, decoded at scale.

34
638

Templonix Lite

Local AI agent infrastructure with FAISS-based vector memory, document ingestion, workflow templates, and integrations with Gmail, Google Calendar, Eraser.io, and Jina.

34
639

Telegram Bot API

Provides full coverage of the Telegram Bot API with 166 methods across all API categories.

34
640

Ali OSS

Provides a bridge between AI systems and Ali OSS cloud storage, enabling file upload, download, listing, and management operations through a RESTful API.

34
641

Google Cloud Platform & Workspace

Provides access to Google Workspace and GCP services with over 200 tools spanning Gmail, Drive, Calendar, Sheets, Cloud Storage, and more.

34
642

Etherscan Tools

Access Ethereum blockchain data effortlessly. Check balances, view transaction history, track token transfers, and fetch contract ABIs with ease. Enhance your Ethereum interaction…

34
643

SymPy Calculator

Provides symbolic mathematics capabilities through a Python-based server that leverages SymPy for complex calculations, equation solving, and mathematical manipulation.

34
644

LeannMcp

LEANN MCP Server — semantic code search powered by ONNX Runtime. Provides MCP tools for RAG-based code retrieval with GPU-accelerated embedding (DirectML on Windows, CoreML on mac…

34
645

FluxIndex.MCP

MCP (Model Context Protocol) server implementation for FluxIndex RAG services

34
646

codemap-mcp

CodeMap is a Roslyn-powered MCP (Model Context Protocol) server that turns any MCP-compatible AI agent into a semantic code navigator for C# solutions. Instead of reading source…

34
647

FieldCure.Mcp.Rag

MCP RAG server with hybrid BM25 + vector search and AI-powered chunk contextualization. Chunks documents, enriches chunks with AI-generated context and keywords, generates embeddi…

34
648

DurableTask.Mcp

A Model Context Protocol (MCP) server for debugging, monitoring, and troubleshooting Durable Task Framework (DTFx) orchestrations stored in Azure Storage. Provides tools for task…

34
649

QdrantSkillsMCP

MCP server for semantic skill search and retrieval using Qdrant. Provides vector-based skill storage, semantic search, and multi-agent setup via CLI and MCP tools.

34
650

ElBruno.ModelContextProtocol.MCPToolRouter

Semantic routing for Model Context Protocol (MCP) tool definitions using local embeddings. Indexes MCP tools and returns the most relevant tools for a given prompt via vector sear…

34
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