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MCP servers tagged retrieval-augmented-generation
253 live MCP servers tagged "retrieval-augmented-generation", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with retrieval-augmented-generation.
Tusks Vault
Local-first AI lore assistant for TTRPG campaigns — source-cited answers from your own documents, in Discord, Foundry VTT, or any MCP client.
AutoML For RAG Public
AutoML for RAG — recommends, builds and evaluates custom RAG sub-environments; MCP server + Gradio web UI.
Usage Augmented Retrieval
Usage-Augmented Retrieval
AI Deployment Project
LLM application engineering projects: RAG, LangGraph Agents, MCP, evaluation, FastAPI, Redis, and deployment.
Dewie
Agent-native retrieval over a self-enriching corpus: hybrid search + graph navigation exposed as MCP tools, so small models can punch above their weight.
Aether Agentic Workspace
Full-stack AI assistant with hybrid-retrieval RAG (pgvector + BM25 + cross-encoder rerank), a provider-agnostic LLM backend, MCP and Google Workspace tool use, and a LiveKit voice…
Ragnite
Confidence-Aware RAG Memory Engine for LLMs and coding agents - typed memory (facts, decisions, episodes, code), confidence scoring with answer modes, context packing, semantic ca…
Quant Research Vault
Local arXiv/OpenAlex ingestion and MCP retrieval pipeline; 18,492 SQLite rows at audit time.
Autorag
A curated retrieval memory that lives in the browser. Keep as you read, decide what stays, get cited answers — with a WebMCP surface on every page.
Rag Pipeline Grounded LLM Genomics
LLM · RAG · MCP: a retrieval-augmented pipeline that answers questions over my ageing & exercise genomics research from papers and gene-level results, with cited, grounded answers…
NX Shield RAG
Public design handbook for building a trustworthy enterprise RAG system with hybrid retrieval, evidence ledgers, graph context, and MCP serving.
Rag Analytics Dashboard
RAG Pipeline Analytics & Knowledge Base Monitor | Embedding visualisation, retrieval quality heatmaps & MCP tracking | Plotly.js
Rag MCP Agent
RAG agent over the Russian Civil Code: 1736 articles chunked into 2543 passages in ChromaDB, exposed to a LangGraph ReAct agent through an MCP tool server. Ships a 20-query evalua…
Langgraph Document AI Platform
Production-oriented platform for document-centric AI agents on top of LangGraph. Build retrieval, indexing, authoring, and human-in-the-loop review flows with auditable task life…
Evidence Lens
EvidenceLens is a modern AI-enabled research platform for indexing, searching, and analyzing scientific literature. It combines vector search, document retrieval, and citation-awa…
Google Cloud Genai Academy Apac Cohort 3
A security-first engineering portfolio from Google Cloud Gen AI Academy APAC Cohort 3, exploring how AI agents are grounded, connected to data and tools, deployed on Cloud Run, an…
Castalia
Indexa a documentação do seu sistema (Markdown, HTML, PDF, reST) e a entrega a agentes de IA via MCP, para que cenários de teste sejam escritos a partir das regras documentadas.
Hydra Rag Hooks
Keyword-triggered local RAG hooks for Claude Code AND OpenAI Codex CLI. Type rag <q>; the hook prepends retrieved chunks from a per-folder LanceDB index. apt install + codex plugi…
Agentic Doc Search RAG
Self-corrective Agentic RAG with LangGraph - eliminates hallucinations through intelligent relevance grading before answering. Features Streamlit UI, MCP server integration & mult…
Aitiome
Mechanistic-reasoning engine for the environmental exposome of neurodegeneration. Uses AI to recover causal pathways for Parkinson's and Alzheimer's.
SentryQuery AI
Hallucination guardrail for AI output about indexed documents. POST a claim, get PASS or FAIL with the exact source passage, checked by a Researcher + Critic LangGraph pipeline (L…
FlowRAG
🌊 TypeScript RAG library with knowledge graph support — batch indexing, semantic search, entity extraction, and graph traversal. Lambda-friendly, Git-friendly, zero servers.
Nova Rag Benchmark
Benchmark for Code RAG MCP Servers — measure how well RAG helps AI find the right code. Hit@K, MRR, latency, A/B vs grep baseline, leaderboard.
Docwise
RAG-in-a-Box — intelligent document understanding for PDF, DOCX, and Markdown. Adaptive parsing, hybrid search (semantic + BM25), and agentic Q&A with citations. Upload, ask quest…
KBAI Second Brain
A second brain that argues back — a typed-graph (graph-RAG) retrieval engine over an Obsidian vault: edge-weighted Personalised PageRank, multi-lens Council Mode, and retrieval qu…
Neuro MCP Unified Orchestration Engine
Production-grade NeuroMCP orchestration engine that unifies n8n workflows with agentic LLM ecosystems, delivering secure, deterministic, and scalable automation. Features context-…
Docs Rag Assistant
Production-grade RAG assistant over the Model Context Protocol documentation — FastAPI + MCP tools, with reranking, semantic caching, guardrails, PII masking, and hallucination de…
Ragmesh
Retrieval as a mesh of MCP services — an agentic RAG platform built with LangGraph. Provider-agnostic (OpenAI / Anthropic / Bedrock), eval-gated, production-shaped.
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…
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…
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.
Chat Bot Replica
Agentic RAG Chatbot with LangGraph & Streamlit. Features: state machines, persistent chats, tool integration, PDF RAG with FAISS, MCP support & streaming. Learn AI agent developm…
Myrmion Graphrag
Servidor MCP que expone una base GraphRAG local (LightRAG + Ollama) a Claude Code en VS Code. Privado, sin nube, sin claves de API.
Lore Builder
FastMCP RAG corpus builder
Minishop Agent MCP
Asistente de atencion al cliente montado como orquestador de tres capas + 2 sub-agentes RAG + servidores MCP (FastMCP). Evaluacion ciega de 40 casos: 98 % de enrutado y 100 % de s…
Manual Rag Assistant
MCP server for searching motorcycle manuals with hybrid retrieval and calculating maintenance intervals.
RiMCP Hybrid
🛠️ Build a flexible search and navigation tool for RimWorld’s source code and XML definitions, enabling AI-assisted retrieval and exploration.
Local Rag
This is a local rag with retrieval-augmented experience log for coding with indexed framework, reranking documents, emdedding-normalization
Rag
Serveur MCP exposant un RAG sur documents complexes via GroundX : recherche et récupération documentaire branchées sur un client MCP. Python, uv.
RAG MCP
Model Context Protocol server exposing RAG document retrieval to AI assistants — semantic search with source attribution, token auth and async I/O
Lore
Auditable RAG from the command line: grounded, cited answers over your own documents, with faithfulness verification and retrieval eval you can gate CI on.
Pollux
Six-agent system for customer support, employee Q&A, and ops workflows — same LangGraph agents runnable under two interchangeable transports: Anthropic MCP and Google A2A. Live de…
AP RAG
AP-RAG (Academic Paper Retrieval-Augmented Generation): citation-backed retrieval over scientific papers, for people and for AI agents. Web and desktop apps, an MCP server and a C…
Hybrid Rag MCP
Local-first hybrid-RAG MCP server (Qdrant + BM25 via RRF), multi-step agent, offline Ollama fallback
RAG MCP
A Model Context Protocol (MCP) server that facilitates Retrieval-Augmented Generation (RAG) by enabling AI assistants to retrieve and process documentation through vector search,…
Rag Starter
Keyless local RAG (ChromaDB) with traceable citations — MCP + FastAPI
Elementary Context Aware Diagnostic Agent
A context-aware diagnostic support agent for investigating technical issues across multiple information authorities.
Taladb Pipeline
Local-first RAG toolkit for JavaScript — extract, embed, and search documents entirely on-device. EPUB, DOCX, Markdown, HTML. MCP server included.
SentinelAI
Local AI support investigator with RAG, MCP tools, deterministic evidence verification, and benchmarked local LLM workflows.