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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.
Resilio
AI cybersecurity advisor for SMBs - LangGraph ReAct agent with RAG over NIST CSF / SP 800-53 / CIS Controls v8, MCP HTTP server, Langfuse tracing, RAGAS eval.
MLB Draft Oracle AWS
Autonomous AI fantasy baseball draft simulator. Two GPT-4o-mini agent teams research real MLB stats, query RAG-powered draft memory (S3 vector store), and make strategic picks via…
Operational Data Platform For AI
Guides and reference architectures for building production AI agents on Couchbase: agent memory, MCP, hybrid retrieval, cloud-to-edge.
Prism Agentic Rag
P.R.I.S.M. is a production-grade, multimodal, agentic Retrieval-Augmented Generation (RAG) platform engineered for high-stakes financial intelligence.
Universal File RAG
Hybrid RAG over PDFs, DOCX, spreadsheets, code repos, audio & images — explainable per-file retrieval routing (vector/hierarchical/code-graph), cited answers, and an MCP server. P…
Human Like AI School Assistant
A human-like AI school assistant that uses LLMs, RAG, and intelligent tool integration to help students with academics, school information, and natural conversational interactions.
CentR
Local-first project intelligence and learning middleware for AI coding agents. CentR builds project memory, reusable learning, code intelligence, and context so agents can solve t…
Lex Provenance MCP
Verifiable, provenance-first legal corpora for AI systems - a read-only MCP connector (search, fetch, and hash-verifiable citations).
Tyamka
Local-first, LLM-curated personal knowledge base + Claude Code plugin: research topics, compile cited articles, and query with hybrid retrieval — on your Claude subscription or an…
Qdrant Self Hosted
🗄️ Run a self-hosted Qdrant vector database using Docker with easy setup, persistent data, and integration for smooth service connections.
Localvectordb
Document-first sqlite3+faiss vector database
HyperHierarchicalRAG
HyperHierarchicalRAG: Combining Hypergraph Memory (HGMem) with Hierarchical Retrieval (LightRAG) - A novel RAG system with MCP Server integration for AI Agents
RAGandRAGfind
Document-centric RAG platform with ingestion, hybrid retrieval, MCP integration, admin tooling, and a separate local-first search UI called RAGfind.
AGENT33 PUBLIC
Local-first multi-agent orchestration platform with built-in governance, evidence capture, multi-tenant isolation, workflows, skills, packs, tools, and observability. FastAPI engi…
Local Token Saver
Locally installed, folder-scoped retrieval-first context for Claude Code / Codex — SQLite FTS5+vector hybrid search, PDF→Markdown→vectorizer pipeline, MCP server.
Pigeon Evals
A End-To-End RAG Pipeline that includes Evaluations, iterations, and swappable components. At its core it allows users to be able to try different embedding models and techniques.
DatapizzaAI RAG
Datapizza‑AI FAQ chatbot with RAG: Streamlit front end, Qdrant vector DB, Google Gemini, MCP docs integration, and conversation memory.
TalentFabric AI
Five-agent certification readiness platform built on Microsoft Agent Framework, all three IQ layers (Foundry/Fabric/Work), and Microsoft Learn MCP — Agents League Hackathon.
AI Rag Platform
Plataforma de IA com RAG (retrieval-augmented generation) em Python + FastAPI, vector database, embeddings, LangChain e servidor MCP (Model Context Protocol).
Tech Radar Agent
Local AI-agent research copilot: hybrid retrieval (E5 + BM25 + RRF + cross-encoder), bounded ReAct agent with deterministic citation validation, FastAPI + React chat UI, and a rea…
Deep Dive Capstone
Codebase Q&A with (path:line) citations — the capstone of a from-scratch AI-engineering series. Built in 8 eval-gated stages (chat → RAG → agents → hardening → production), provid…
Codebase Search 4 Agents
A very simple setup with pgvector, sentencetransformer, and MCP Python SDK, just to bootstrap indexing code files to facilitate RAG-based search for AI coding agents.
Books Rag
Precision-first RAG engine for technical books — hybrid retrieval, reranking, citation-backed answers with abstention, 34 MCP tools
Deeplore
Self-hosted RAG-powered knowledge base built for depth, served over MCP.
EliteDangerousKB
Autonomous, self-verifying Elite Dangerous knowledge engine + local RAG copilot (COVAS). Grounded-only answers, 100% local inference, built by an AI council.
Ragloop
A pluggable, self-correcting agentic RAG framework — cited, grounded answers with a critic-driven retry loop. Swap your vector store and LLM without touching the engine. MCP-nativ…
Ponder
Agentic RAG that grades its own retrieval, rewrites weak queries, cites sources, and self-critiques its answer — with a live reasoning timeline. LangGraph + local BGE embeddings +…
AgenticRAG Router
A production-style RAG pipeline where an LLM agent chooses its own retrieval strategy through MCP, benchmarked against static baselines on 1,000 real biomedical questions.
Personal RAG BOT
Personal RAG Bot built using LangChain Python Framework and Streamlit for UI
Oauth2 Authorization Server
OAuth2 Authorization Server with MariaDB, Docker OpenTelemetry LGTM, and Redis Integrations with Spring Boot 4, Java 25 and Docker. Integration Tests with Testcontainers and unit…
Little MCP
A simple yet powerful local AI Agent assistant that runs entirely on your machine. Option for remote LLM. Built for learning and deploy, Little MCP combines the power of open-sour…
Zephyr
uZephyr is a local-first AI sidekick with a primary React control room backed by a FastAPI bridge over the shared Python runtime. The browser UI is the default interface now; the…
Memvid
🧠 Experience advanced memory management with Memvid, a tool for interacting with your knowledge base using LLMs and smart recall features.
Repo Aware Code Rag
AST-aware hybrid RAG over codebases with file:line citations — FastAPI + MCP. Public demo of a private live system.
Docs Assistant
Agentic RAG assistant for the MCP TypeScript SDK — version-correct (v1/v2), cited answers that refuse when the docs don't cover it. Next.js + AI SDK + LangGraph + pgvector.
Rag Starter
Keyless local RAG (ChromaDB) with traceable citations — MCP + FastAPI
Ks Cookbook
Developer acceleration layer for enterprise RAG + agent pipelines. 32 production-style flagships on LangChain, LangGraph, CrewAI, Temporal, OpenAI Agents SDK, pydantic-ai. Permiss…
Vaultspec Rag
Search code and feature records by meaning through the command line or Model Context Protocol (MCP). Inference runs on your GPU.
Duxxdb
The database built for AI agents - hybrid vector + BM25 + structured, durable, with RESP / MCP / gRPC servers. Apache 2.0.
Spring AI Agents Rag
Production-shaped Spring AI reference app (Java 25, Spring Boot 3.5): multi-provider LLM chat (OpenAI, Vertex AI, Hugging Face, Ollama), advanced RAG over pgvector with Cohere rer…
Hf Data Agent
Internal RAG data agent with shared UI/MCP/Slack entrypoints, live data tools, and Hugging Face model backends.
Pinakes
Pinakes — a portable, agent-first knowledge base. One directory = one KB.
Digital Twin MCP Portfolio
Digital Twin MCP Server - A RAG-powered AI assistant using Upstash Vector and Next.js
N8n Unified MCP Server
Production-grade Unified MCP Server architected to bridge enterprise n8n automation with agentic LLM ecosystems. Engineered for high-scale reliability with structured logging, mul…
Cs Agent
Verifier-gated support resolution engine — answers from your own docs with page citations, escalates what it can't verify. Microsoft Agent Framework (.NET) showcase.
Reddit Research
Retrieval-augmented research CLI that answers questions using Reddit discussions as evidence — searches threads, ranks the useful comments, and returns cited context. Ships an MCP…
Rag MCP Hyperparameter Tuning
RAG and MCP hyperparameter tuning playbook with runnable code. Tune chunk_size, similarity_threshold, top_k, rerankers, and MCP agent guardrails. Runs offline, no API keys.
Senrah
MCP server that turns merged pull request history into semantic-search precedents for AI coding agents.
LLM For PSE
Admissibility-aware, fail-closed LLM decision support for process systems engineering
Orkis
An agentic AI platform for .NET: run autonomous agents under graduated supervision — durable pause/resume runs, Firecracker-sandboxed execution, persistent workspaces with a super…