MCP servers tagged rag
4.8K 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.
Supply Chain Knowledge Hub
Domain RAG knowledge hub for supply chain planning (MRP, APS, S&OP, TOC). WeKnora fork with SCP glossary corpus, Docker Compose quickstart, and agent/MCP retrieval.
VouqisVerify
Vouqis Verify (VouqisVerify) generates AI Change Evidence Packs from merged GitHub pull requests, with AI change classifications, CI checks, and reviewer evidence exported to Exce…
Multi Agent GitHub PR Review Workflow
Multi-agent PR review workflow in n8n — a Lead Reviewer agent delegates to OWASP-grounded security and optimization specialist agents, then posts a merged review back to the PR au…
AI Support Agent
AI support agent with MCP, RAG (pgvector), automated evals, and Slack automation via n8n — FastAPI backend, Claude Desktop integration
Youtubebrief CLI
CLI/MCP tools for structured YouTube briefs
Ask My Data MCP
LangGraph MCP server that routes natural-language questions across RAG and Text2SQL
Tulip Agents
The agent framework where the model never holds the trigger — every consequential action clears your policy first, waits for a human when it matters, and lands on a record you can…
Jarvis Rag Local
Local-first GraphRAG over a markdown knowledge base: LightRAG, Ollama/Qwen, MCP server, LLM router, scheduled self-maintenance
PRIZM
TXT/PDF 본인의 커리어 문서를 자동 분석하고 문서 내용과 위치를 찾아주는 오픈소스 플랫폼
Redis Agentcore Settle Agent
Debt settlement agent for a fictional bank: Claude on Amazon Bedrock AgentCore Runtime with Redis Cloud as the context layer (semantic router, LangCache, Agent Memory, Context Ret…
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…
Pangu
盘古 — AI Agent 多模态记忆系统：Wing→Room→Drawer 分层存储、ONNX 本地嵌入语义检索（SQLite FTS5 + RRF 融合）、艾宾浩斯遗忘曲线与神经激活扩散；提供 REST API + MCP 服务，默认暴露 28 个核心工具，可接入 DeepSeek Harness / Claude Code 等任意 MCP 客户端。核…
Reg AI Engine
Air-gapped, zero-egress AI execution & evaluation engine for audited enterprise environments. Async-first multi-tenant RAG, agentic DAG routing, and offline DeepEval CI/CD gates.
AgenticAI Learnings
My hands-on learning journey in Agentic AI covering LangChain, LangGraph, RAG, MCP, Deep Agents, Guardrails, LLM Evaluation, and LLM Gateways.
Fakturaxl MCP Server
Read-only remote MCP server for the FakturaXL invoicing API (Streamable HTTP), written in TypeScript. Agent-friendly tools with internal pagination, date-range chunking, native ra…
Kraken Omnimemory MCP
OmniMemory (Kraken) MCP Server - Semantic search across Slack, GitHub, and Google Drive using pgvector
Sap Business AI Agent Suite
MCP server + RAG + multi-agent orchestration demo for SAP Business AI / Joule-style architecture (Clean Core principles).
Local MCP Rag Server
An offline, privacy-first Model Context Protocol (MCP) server enabling LLMs to securely query local architecture docs using Ollama and ChromaDB.
Retrieval Only RAG
A retrieval-only RAG tool that exposes itself as an MCP server, letting any IDE agent (Cursor, Kiro, Claude Code) handle generation. The retrieval/generation split is the whole po…
Castellan
castellan — a Kotlin MCP server for the Discord REST API. 190 tools for creating and managing servers (guilds) plus full-surface coverage; pure REST, no gateway.
Agent Card Health Check
Free no-storage MCP that checks A2A Agent Card connection readiness for authorized targets.
dfrancislyondflabc-tech/agentic-recall
bad match as though it were one. Embedding model runs locally, nothing leaves the machine. MIT.
vishalbanwari26/mnemos
deleted. Real before/after MCP eval: +60% answer accuracy with memory vs. without. `git clone` + `uv sync` (not yet on PyPI).
Kema Invoice
Compliant invoicing for freelancers: create, issue and track invoices from your AI agent.
DVERA CT verification tools
DVERA drives CT verification of mission-critical C/C++: setup, analysis, tests, coverage.
hamir
News search, article lookup, story coverage and save links for hamir's RSS catalogue
Covalent
Covalent / GoldRush MCP — unified wallet balances + transactions across 100+ chains
Analyst Ratings
Analyst Ratings — today's US stock analyst upgrades, downgrades, coverage initiations and…
HitPay MCP Server
Official HitPay MCP: sales, payouts, balances; create payment links and invoices. OAuth; no refunds.
com.superagnt/company-enrichment
Company enrichment for AI agents: firmographics, tech stack, headcount, funding, domain emails.
io.github.builtforai/coverage-exception
Why Medicare Part D restricts a drug, and the exception and appeal path to challenge it
Open Waters AIS
Live AIS vessel positions by MMSI, name, area, or radius, plus coverage. No sign-in, no key.
OpenMayhem
Use OpenMayhem text, embedding and media models with explicit cost controls.
Tiniest Cloud
Deploy web apps with sign-in, per-user storage, realtime and AI built in.
Scrapiq
Any URL to clean text, markdown, or JSON for LLM/RAG pipelines.
Mem Forge
Self-evolving, evidence-based memory layer for coding agents and development teams.
Intent DB
A local-first vector database with an extra dimension: intent. The same corpus and query return different results depending on what the asker is doing; built for agent memory
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…
Document Assistant
Async RAG backend for PDF Q&A: FastAPI + Postgres/pgvector, streamed answers, swappable LLM providers (Groq, Bedrock, OpenAI, Azure), MCP search tool, Langfuse tracing, 38-questio…
Hallouminate
A per-repo markdown wiki your coding agent writes and searches — persistent memory for Claude Code and any MCP harness, stored as plain markdown
Vault Kb
Local MCP server that makes opt-in Obsidian notes searchable by AI tools. FTS5 + semantic + link graph, runs entirely on your machine.
Pdf Rag MCP
PDF-based RAG + MCP system using ChromaDB, DeepSeek and LangChain
Multimodal Embedding MCP Server
Build a Local Multi-Modal AI Agent Memory Server Using Gemini Embeddings 2026
Docs MCP Vara
A small initial MCP server to help search Vara Network documentation
Raglike.md
A high-performance, local semantic search engine for Markdown documentation. Built with Bun, PGlite (pgvector), External Postgres Support, and Xenova Transformers.
Vlfs Local
A local, lightweight Model Context Protocol (MCP) server implementing the OpenViking standard. Turns any workspace into an intelligent, semantic virtual filesystem (VLFS) for LLM…
Org AI Force
Enterprise Angular 21 AI agent workspace with NestJS orchestrator, RAG, MCP tools, SSE streaming, Playwright workers, admin console, and internal pilot workflows.
AI Hwp Reader
AI가 HWP·HWPX를 직접 읽게 하는 스킬. SKILL.md와 한글 문서를 챗봇에 함께 첨부하면 끝. 병합 표·2·3단 헤더·표 안의 표·숨은 메모·변경추적까지 보존. 의존성 0, 읽기 전용.
Unified AI Memory
Offline-first AI memory for coding agents — one Markdown brain on your machine, shared via a local MCP server, with ONNX semantic search, RAG chat and a human-brain memory lifecyc…