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.
mail-cal-drive-mcp
A self-hosted MCP server for managing email, calendar, and cloud storage across Microsoft 365, Google Workspace, and IMAP accounts, enabling natural language interaction through a…
Koshi MCP Server
Koshi (講師) is a Model Context Protocol server that brings retrieval, context engineering, persistent memory, and quality scoring to any MCP-compatible AI client (Claude Code, Copi…
AIGuiders.AgentNotes.Core
Shared storage, hot-context routing, and embedded defaults for Agent Notes (MCP host and Cascade IDE).
Rag Forge
Production-grade RAG pipelines with evaluation baked in
Langgraph Multi Agent
🤖 Production-grade Multi-Agent AI Chatbot — LangGraph + RAG + Web Search + Python Execution via MCP | Built with LangChain, Pinecone & FastMCP
RAG Engine
A modern AI RAG interface built with React, FastMCP, and FastAPI. Ingests dynamic PDF contexts into a PostgreSQL vector database and supports live, session-isolated document query…
Memoark
Local-first personal memory extraction and storage
Nram
Self-hosted long-term memory substrate for any LLM-using tool. Hybrid vector + lexical recall with MMR reranking, auto-extracted knowledge graph, sleep-style consolidation, per-pr…
Cartog
claude code with treesitter, RAG query, MCP server, private storage
Veles
Fast hybrid (BM25 + semantic) local code search for AI agents - pure Rust, persistent index, MCP/gRPC servers, tree-sitter symbols
Ostk Recall
Local-first cross-corpus retrieval MCP server — model2vec embeddings + LanceDB (Tantivy BM25) + SQLite. One binary; hybrid (dense + BM25) search across markdown, code, and Claude…
Skymem Io
The trusted state layer for persistent AI agents. Structured cognition, audit-grade observability, MCP-native. Self-hostable. ELv2.
Spring AI Engineering
A practical repository focused on mastering Spring AI concepts through hands-on implementations including RAG pipelines, vector search, AI agents, tool calling, memory handling, M…
QdrantRAG
A local Retrieval-Augmented Generation (RAG) toolkit and **MCP server** for Claude Code, built with **.NET 10 / C#**.
Portable Context MCP Server
Local-first MCP server for personal AI context, with SQLite, sqlite-vec, and Ollama embeddings.
io.seaworthy/mcp
Disability insurance MCP: a quote_request action plus carrier and coverage research tools.
avots
Image, video, audio, face-swap, talking avatars and chat across 300+ AI models, one balance.
rustfs-mcp
A per-add-on RustFS (S3) object-storage admin MCP for the kubero chat, enabling management of S3-compatible buckets and objects through natural language.
qlik-lineage-mcp
A read-only MCP server that exposes data-file lineage analyses for Qlik Cloud tenants, enabling identification of unused columns and ghost files to reduce storage costs.
zzallirog/weighted-compact
enforced).
Code Reviewer Using Agentic AI Workflow With Crewai And Github MCP Server Tools
Built an AI-driven code reviewer and repository analysis system using CrewAI, GitHub MCP Server, LangChain, and Django. Leveraged multi-agent orchestration to automate repository…
Dense Mem
Self-hosted AI agent memory server with MCP, evidence provenance, typed claims, conflict detection, embeddings, recall, PostgreSQL, and Neo4j.
DocGraph
Govern your documents like code. MCP server that indexes .md/.docx/.html/.pdf into a SQLite knowledge graph and runs drift audits — stale policies, conflicting research claims, su…
Fetchium
Rust-native universal retrieval layer for humans and AI agents — search, extract, rank, and synthesize the web. CLI + REST API + MCP server, with adaptive extraction (CEP), token-…
Midnight Manual
MCP server for RAG-powered retrieval of Midnight documentation, examples, and ecosystem knowledge.
Narra
Narrative intelligence engine for AI. An MCP server and CLI that manages characters, relationships, knowledge, and story events with semantic embeddings, arc tracking, and perspec…
Astraea
Multi-jurisdiction RAG framework
As Help MCP
MCP server for B&R Automation Studio help documentation with FTS and semantic search powered by LanceDB.
spokenmd/spoken
Fetch published podcast transcripts as clean Markdown with real speaker names (not "Speaker 1") via the [Spoken](https://spoken.md) API. Search episodes, get transcripts, check cr…
retrieval-lens
A black-box flight recorder for RAG retrieval inside MCP agents. Logs what chunks the model saw, scores, sources, and rankings - so you can audit, replay, and diff retrieval runs…
EduPilot
A multi-agent AI tutor that delivers personalized lessons, resolves doubts with RAG, generates quizzes, and tracks progress, all accessible via MCP for Claude Desktop.
OntoRamp Knowledge Cartographer
Knowledge coverage map and health score. Ingest docs into a governed knowledge graph via MCP.
Asaas
Digital account and billing on Asaas with the full official REST API v3 (api.asaas.com), balance, ch
Bity
Bity crypto bank (Bitybank / Bitypreço), account balance per coin, market data (ticker, order book,
renezander030/agentic-task-system
cli`
TheGoatPsy/mneme
native, accountable memory for Claude Code and any MCP client. Markdown is the source of truth, no LLM on the Stop path, redaction before every derived store.
SVerITG/Metis
pollination across your work, and 34 routed agents. A governed layer between you and the AI, with guardrails like data protection. A Research Cortex.
io.github.architagrawal/prismsplit
Split bills from your AI: read bills & balances, create equal splits, request settlements.
99Pay MCP
Connect your 99Pay account to AI via Brazil's Open Finance: balances, statements, cards, investments
Ágora MCP
Connect your Ágora account to AI via Brazil's Open Finance: balances, statements, cards, investments
ASA MCP
Connect your ASA account to AI via Brazil's Open Finance: balances, statements, cards, investments.
Atacadão MCP
Connect your Atacadão account to AI via Brazil's Open Finance: balances, statements, cards, investme
Banrisul MCP
Connect your Banrisul account to AI via Brazil's Open Finance: balances, statements, cards, investme
Banco do Brasil MCP
Connect your Banco do Brasil account to AI via Brazil's Open Finance: balances, statements, cards, i
Banco Bmg MCP
Connect your Banco Bmg account to AI via Brazil's Open Finance: balances, statements, cards, investm
Banco do Nordeste do Brasil MCP
Connect your Banco do Nordeste do Brasil account to AI via Brazil's Open Finance: balances, statemen
Bradescard MCP
Connect your Bradescard account to AI via Brazil's Open Finance: balances, statements, cards, invest
Bradesco MCP
Connect your Bradesco account to AI via Brazil's Open Finance: balances, statements, cards, investme
Banco BRB MCP
Connect your Banco BRB account to AI via Brazil's Open Finance: balances, statements, cards, investm
BTGPactual MCP
Connect your BTGPactual account to AI via Brazil's Open Finance: balances, statements, cards, invest