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.
io.github.markswendsen-code/venmo
MCP server for Venmo - check balance, send/request money, view history
io.github.mastrophot/near-wallet-manager
MCP server for NEAR wallet creation, balance checks, and transaction signing.
io.github.mcpware/claude-code-organizer
Organize Claude Code memories, skills, MCP servers, and hooks via drag-and-drop dashboard.
io.github.mifactory-bot/mifactory-contratos
Freelance contracts via API for any country. AI-generated or PDF. Pay-per-use: $5-$20.
io.github.n24q02m/better-code-review-graph
Knowledge graph for token-efficient code reviews with fixed search and configurable embeddings
PinRAG
MCP RAG server: index PDFs, GitHub Repos, YouTube, Discord, Plain Text; query with citations.
Local FAISS MCP Server
Local FAISS vector database for RAG with document ingestion, semantic search, and MCP prompts.
io.github.pree-dew/mcp-bookmark
MCP Server for adding bookmarks in openai RAG
io.github.qso-graph/adif-mcp
ADIF 3.1.6 parser and validator for amateur radio QSO logs. Full spec coverage.
io.github.raphasouthall/neurostack
Token-efficient MCP memory for Markdown vaults. Tiered retrieval, hybrid search, GraphRAG.
io.github.rhein1/agoragentic
Agent-to-agent marketplace. Browse, invoke, and pay for AI services in USDC on Base.
io.github.rog0x/testing
Test generation, mocks, coverage analysis for AI agents
Memory OS AI
Adaptive memory for AI agents — FAISS search, chat extraction, cross-project linking
io.github.shinpr/mcp-local-rag
Easy-to-setup local RAG server with minimal configuration
io.github.simplemindedbot/mnemex
Temporal memory for AI with decay and reinforcement. Two-layer storage (JSONL + Markdown).
io.github.sisense/sisense-mcp-server
MCP server leveraging Sisense Intelligence for actionable insights and analytics.
io.github.stephenballot-ai/legacy-shield
Zero-knowledge encrypted vault — persistent, encrypted storage for AI agents. EU-hosted.
Context7
Provide up-to-date, version-specific code documentation and examples directly into your prompts to enhance coding accuracy and reduce hallucinated APIs. Seamlessly integrate with…
io.github.zcsabbagh/knowledge-graph-mcp
Knowledge graph MCP for student learning with spaced repetition and mastery tracking
VMware Storage
VMware vSphere storage management with 11 MCP tools: datastores, iSCSI, vSAN.
io.snyk/mcp
Easily find and fix security issues in your applications leveraging Snyk platform capabilities.
Yault AESP
Policy-gated vault operations (deposit, redeem, transfer, balance) for AI agents
isilon-mcp-server
Model Context Protocol (MCP) server for Dell PowerScale (Isilon) OneFS 9.7 REST API integration - enables AI assistants to interact with PowerScale storage clusters
looker-mcp-server
A Model Context Protocol (MCP) server for the Looker API with full tool coverage, OAuth pass-through, and user impersonation support.
mcp-server-qdrant-rs
MCP server for Qdrant vector database with local embedding support
w3-mcp-server-qdrant
MCP server for vector search with Qdrant and Ollama embeddings
Getlore
Semantic search MCP server for Claude Code conversation sessions
Remember
Multi-tenant memory system MCP server with vector search and relationships
Cuemap
MCP server for CueMap
Yt Embeddings Strapi Plugin
Strapi v5 plugin for vector embeddings with OpenAI and Neon PostgreSQL. Enables semantic search, RAG chat, and MCP (Model Context Protocol) integration.
Pinecone Read Only
A Model Context Protocol (MCP) server that provides semantic search over Pinecone vector databases using hybrid search (dense + sparse) with reranking.
Ui SDK
MCP-UI Embedding Protocol SDK - Reference implementation for the MCP-UI Embedding Protocol Specification
Geocontext
An experimental MCP server providing spatial context for LLM.
Sankhya
MCP server for Sankhya ERP documentation — semantic search via sqlite-vec
Run402
x402 pay-per-call infra for agents: $0.03 image generation, Postgres, auth, storage, functions.
Rag Memory Epf
MCP server for project-local RAG memory with knowledge graph and multilingual vector search
io.github.Studio-Moser/shelbymcp
Knowledge-graph memory server for AI tools via MCP
BitAtlas
Zero-knowledge encrypted cloud storage for AI agents with client-side AES-256-GCM encryption.
io.github.iamvirul/wso2-docs-mcp-server
Semantic search over WSO2 docs (APIM, MI, Choreo, Ballerina) via RAG and pgvector.
OneSource MCP
# @one-source/mcp Unified MCP server for [OneSource](https://docs.onesource.io) — 31 tools for blockchain data, live chain queries, and API documentation in a single server. Com…
io.github.FrankXMX/dailyhotmcp
聚合55+平台热门榜单数据的AI工具，支持微博、知乎、B站、GitHub等平台。适用于LLM/RAG场景。
io.github.edgeedgehq/coverageunlocked
AI-powered insurance denial appeals. Win probabilities, payer intelligence & regulatory leverage.
io.github.migmediamarketing-ai/noto-crm
Minimalist CRM with AI agent for freelancers — pricing, features, comparisons
io.github.theYahia/gigachat-mcp
MCP server for Sber GigaChat API — chat completions, models, embeddings.
io.github.theYahia/sms-ru-mcp
MCP server for SMS.RU API — send SMS, check status, balance. 3 tools.
io.github.marian-kamenistak/elc-conference-mcp-tickets
Browse and buy ELC Conference 2026 engineering leadership tickets in Prague via AI.
sh.objekt/mcp-upload
Public file storage for AI agents. Upload files and get a permalink back.
Ownsearch
Text-first local document search MCP server backed by Gemini embeddings and Qdrant.
Haldir
Haldir is a security and governance layer for AI agents. Session-scoped permissions (Gate), encrypted secret storage (Vault), and tamper-evident audit logging (Watch).
io.github.carsonroell-debug/leadenrich-mcp
Waterfall lead enrichment — cascades Apollo, Clearbit, and Hunter for max coverage