MCP servers tagged rag
5.0K 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.
Knowledge Service
Reusable MCP-based knowledge retrieval service with ingestion, Hybrid Retrieval, citations, and collection-based isolation.
Ragmesh
Retrieval as a mesh of MCP services — an agentic RAG platform built with LangGraph. Provider-agnostic (OpenAI / Anthropic / Bedrock), eval-gated, production-shaped.
Agentshield LLM Safety Engine
Local-first LLM safety evaluation engine for red-teaming RAG and agentic assistants with LangGraph, MCP, human review, and regression testing.
Clinical Agent Eval Demo
A deployment layer for a guardrailed clinical conversational agent: real FHIR over MCP, PHI redaction, a hash-chained audit trail, and an evaluation harness measured on held-out d…
Acme Context Demo
Grounding AI systems in real organizational context — a runnable ACME Corp walkthrough using MCP + Open Knowledge Format (OKF v0.2). Companion to the GDG Providence session.
Serverless Agentic AI Travel Agent
Production-grade serverless agentic AI built with Strands SDK, Bedrock, and AWS. Multi-tool orchestration, persistent memory, RAG, MCP, and secure API.
Harness Agent
Enterprise parts-procurement Agent built with LangGraph, DeepAgents, MCP and sandbox isolation
Vault Rag
Local hybrid RAG service for Obsidian vaults - MCP + REST, fail-closed secrets gate
Nexus Rag
Hybrid RAG system with MCP server — 0.90 RAGAS faithfulness, 0.96 context precision, 91 tests
Agentforge AI
Enterprise Multi-Agent AI Operations Platform with RAG, MCP, long-term memory, governed business agents, and workflow orchestration.
LocalKnowledgeTerminal
Local-first, privacy-preserving multilingual knowledge cards grounded in cited books on your own hardware.
AI Agent Evals Deepeval
Production-style reference for evaluating LLM agents, RAG pipelines & multi-turn chatbots with DeepEval — component-level evals, tool-correctness, faithfulness, bias/toxicity chec…
Semantic Code Intelligence
Local-first semantic code search with FAISS, BM25, cross-encoder reranking, reliability scoring, and cited walkthroughs.
Nyaya Vault
Secure digital document management system for legal and investigation documents with RBAC, digital signatures, OCR, RAG, and MCP integration.
Singularrag
See what your coding agent sees. A Rust-powered code/ontology/knowledge map shared between you and Claude Code, Codex or Copilot: compact context for the agent, a visual map for t…
Groundcontrol
The Pure Rust Model Context Protocol (MCP) server for AI coding agents. Grounding swarms in deterministic AST graphs, BM25, and local ONNX vectors.
Openbind MCP Server
OpenBind public structure-affinity datasets, Fragalysis discovery and model benchmarks as a Cloudflare MCP server
Haicon26 Agentic Rag Hackathon
A simple hackathon workshop that uses MCP servers for extracting information from PDFs
Forager
Forager MCP — wraps the Forager person-phone-lookup API (forager.ai)
Qdrant Kuzu MCP
Qdrant + Kuzu MCP server — graph-RAG retrieval layer extending the canonical qdrant/mcp-server-qdrant with Kuzu-backed graph tools.
ShoeShack
Agentic RAG with MCP Enterprise Ecommerce Chat-platform
Portfolio Review
MCP server for Indian mutual-fund portfolio review — analyze holdings, detect fund overlap, capital gains, expense drag, rebalancing suggestions. Sibling to mcp-server-graylog.
Tresslers Intelligence MCP Server
Sovereign intelligence dossiers, daily briefings, RAG search, knowledge graph, codon optimizer.
TapeAPI: signed BNB Chain reads
Signed BNB Chain reads (balances, tokens, NFTs, prices, TapeOut names) with verifiable receipts
TatNet
Deploy and manage web apps on TatNet, a Russian cloud: builds, logs, env, domains, balance
TidyTools: lead enrichment, RAG Markdown, transcripts, AI crawler checks
Enrich Google Maps leads, crawl docs to RAG Markdown, transcribe podcasts, check AI crawler access.
io.github.pratikgajjar/sf-beverage-skus
SF coffee, matcha, and chai catalog API: 439 SKUs across 13 merchants, prices in cents.
Roshan Baaz MCP
Model Context Protocol server for Roshan AI's Baaz (باز) platform. Provides tools for document indexing, semantic search, similarity retrieval, status inspection, and index manage…
Kb Agent
Local knowledge base over my projects. RAG and tool-use agent, with an MCP server and optional calls to project HTTP APIs.
Webdatatools MCP Server
MCP server: ten web-data tools for AI agents (search, page reading, contacts, tech stack, company profiles, e-mail security, package health) powered by Apify Actors
Lancedb Search MCP
MCP server for local-first document knowledge bases: LanceDB hybrid search (bge-m3 + CrossEncoder rerank), native BM25 with jieba, and PDF-to-LaTeX ingestion via a local MinerU pi…
Rag DB Advisor
An evidence-based advisor for RAG stack decisions — every claim backed by rag-retriever-bench measurements. MCP + CLI.
Knowledge Dlc
Turn documents, wikis, emails, and Confluence/SharePoint/OneDrive/Google Drive sources into governed, provenance-bearing knowledge AI agents can trust — reviewed publication, conf…
Acqpath Distribution
Check declared content rights before RAG, AI input, summarization, training or indexing. Signed RSL evidence via HTTP x402; no legal clearance.
Envri MCP Connector
Euro-Argo float metadata + OSO ontology in one Elasticsearch index, embedded for RAG and served via an HTTP API and an MCP server.
Markdown Memory
MCP server that hands coding agents the one Markdown section that answers the question, not the whole file. Local hybrid search: BM25 keywords + ONNX embeddings in SQLite. No API…
Ctxdb
A context database for LLMs: structured storage and hybrid retrieval (BM25 + vectors, RRF-fused, token-budgeted) over SQLite, exposed to Claude as an MCP server
Chem Research MCP
MCP server + literature RAG over open combustion / QSAR / fuel-chemistry papers. Ask in the browser or wire Cursor / Claude Desktop to the same tools.
AskMiao
🐱 Enterprise knowledge-base chat that cites its sources. Hybrid RAG (FAISS + BM25 + Cross-Encoder rerank) with an agentic research loop, custom API & MCP tools with user approval,…
Autonomous AI Agents
Deep dive into enterprise-grade AI Agents & Advanced RAG. Implementing MCP architecture, hierarchical indexing, query transformation, ReAct loops from scratch, and multi-agent sta…
Forest1
Ask in plain English about 24 years of Global Forest Watch data — 165 countries & 2,779 regions. MCP server with 17 query tools + a live natural-language Streamlit demo. Python ·…
Semantic Grep
Make multiple codebases available as context for any coding agent without spending too many resources or sacrificing quality
Shopware Upgrade Intelligence
Local-first RAG-MCP server for every Shopware 6 version. Ask Claude Code about breaking changes, deprecations, CSS classes and upgrade paths across 6.4–6.7.
Ghcp Mem
Persistent, privacy-first session memory for GitHub Copilot - zero-deps VS Code extension with hybrid search and MCP server.
Grounded Code MCP
Ground your AI coding agent in the books, standards, and docs you actually trust. A local MCP RAG server that makes your preferences the default.
Wiki4ai
A self-hosted collaborative wiki for teams and AI agents — Markdown, Mermaid + PlantUML diagrams, hybrid search, built-in MCP server with 32 tools
Markaz MCP
Citation-first MCP server over UAE Federal Tax Authority legislation. Returns verbatim statute text with citations, or nothing. Postgres + pgvector, hybrid RRF retrieval, local bg…
Sinal Agentic Platform
Sinal — agentic support platform (MCP tools, A2A, RAG) for a fictional telecom. Full-stack case: Node/TS + Python/Strands + React, k3s + AWS Terraform.
Treeweft
GraphRAG code search over MCP. Parses code with tree-sitter, weaves a Neo4j code graph, and serves hybrid semantic search to AI agents at lower cost than grep.
Vyom
Vyom is a tenant-isolated cloud operations cockpit for AWS and k8s [Azure and GCP some day] . It brings spend, inventory, security exposure, software risk, and compliance into one…