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MCP servers tagged rag

4.9K 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.

4.9K
live servers
36
avg trust
129K
most stars
1051

True Memory Fragments

kyle641320

Detect stale source context and retain traceable code-chain understanding for AI coding agents.

37
1052

io.github.execuro/sw-dev-knowledge-base-mcp

execuro

Read-only offline MCP server over a curated Shopware developer knowledge base

37
1053

io.github.thedhruv-07/github-repo-mcp

thedhruv-07

MCP server for GitHub repo health, commit summaries, issue triage, and RAG Q&A.

37
1054

Galaxy UI MCP Server

buikevin

MCP server exposing Galaxy UI components — manifests, source code, and framework coverage

37
1055

Pikelet

mcn92

Search self-contained .pikelet knowledge artifacts over MCP — no vector DB, no embedding API.

updated a month ago
37
1056

io.github.paulgosnell/accountsos-mcp

thriveventurelabs

Query your live AccountsOS books: balances, transactions, VAT, deadlines, invoices.

37
1057

Aether-X Port Congestion Oracle

belegante-byte

Predictive port congestion, ETA delay and demurrage signals for global trade and finance.

37
1058

online.fileshareforagents/mcp

OrenRachamim

Storage and file sharing for AI agents. No account, no API key: $0.01 USDC per call (x402, Base).

37
1059

surf.insight/domain-radar

tudadada

High-Speed Domain Keyword Matrix, TLD Coverage & RDAP Availability Radar (Powered by insight.surf)

37
1060

dev.clusteragent/cluster-mcp

clusteragent

Self-hostable index of AI financial agents — tokenized stocks + crypto, memory, LLM gateway.

37
1061

Galaxy Nebula MCP Server

galaxy-nebula

MCP server exposing Galaxy UI components — manifests, source code, and framework coverage

37
1062

io.github.mrfentmen/affirmations-mcp

mrfentmen

Random positive affirmations to encourage focus and confidence.

37
1063

io.github.mrfentmen/blockchain-info-mcp

mrfentmen

Bitcoin data from blockchain.info: price ticker, latest block, and address balances. No key...

37
1064

io.github.mrfentmen/blockcypher-mcp

mrfentmen

Blockchain explorer for BTC, ETH, LTC, DOGE: block info, address balance, transaction details.

37
1065

io.github.mrfentmen/document-generator-mcp

mrfentmen

Generate Word documents locally with headings, paragraphs, and tables. No network and no key.

37
1066

io.github.mrfentmen/dragonball-mcp

mrfentmen

Dragon Ball character data. No key required.

37
1067

io.github.mrfentmen/lol-datadragon-mcp

mrfentmen

League of Legends champion data from Data Dragon. No key required.

37
1068

io.github.mrfentmen/open5e-mcp

mrfentmen

Dungeons and Dragons monsters, spells, and classes. No key required.

37
1069

Gemdex

nikships

Persistent memory layer for AI coding agents: save, recall, update via Gemini plus LanceDB

37
1070

47620 Solana Data API

fito311

Pay-per-call Solana data over x402 for AI agents: balances, tokens, txs, risk and MCP trust checks.

37
1071

Server Ragdocs

gorizond

An MCP server for semantic documentation search and retrieval using vector databases to augment LLM capabilities.

37
1072

Genesis402 (x402 pay-per-call)

FTHTrading

179 x402 pay-per-call APIs: OpenAI-style chat, embeddings, web extract, wallet/token briefs

37
1073

Ripio (community, read-only)

ruizemanuel

Unofficial, read-only MCP server for your Ripio account: balances, activity, prices and limits.

37
1074

AsterMind MCP

AsterMindAI

On-device reranking that cuts RAG context tokens ~67% while keeping a relevant passage.

37
1075

Chaos Cypher

chaoscypherinc

Local-first knowledge graphs from your documents: build, search (GraphRAG) and edit on your machine.

37
1076

Oracle3 prediction-market arbitrage checks

YichengYang-Ethan

Kalshi and Polymarket data, venue fees, and no-arbitrage checks for related contracts. Paper only.

37
1077

amu-pgvector

sangaraju1988

Lineage-gated agent memory tools on Postgres + pgvector, enforced by row-level security.

37
1078

Startmining Bitcoin Mining Data

TIBSP

Bitcoin mining data from a self-hosted node: hashprice, profitability, monthly averages, history

37
1079

PayPing

sepehr071

PayPing merchant account for agents: balance, sales, invoices; create invoices and payment links.

37
1080

io.github.veenrek/mapleai-mcp

veenrek

Pay-per-request GPT chat, embeddings, agents and prepaid keys with local x402 USDC signing

37
1081

server-noonien

sequico

Shared, serverless, conflict-free knowledge-graph memory for AI agents

37
1082

Atlas Web Compiler & Scraper

Atlas-Compiler

Official Model Context Protocol (MCP) server for Atlas - Deterministic Zero-LLM Web Compiler and Scraper for AI Agents

37
1083

Weeeking

OniVe

MCP server for Weeek with full public API coverage: tasks, projects, CRM, time tracking.

37
1084

io.github.BlanketByte/wise-mcp

BlanketByte

Wise balances, card payments, transfers and recipients, plus transfers you approve twice.

37
1085

SupaForge

akalsoftware

Find and fix drift between Supabase environments: schema, RLS, roles, auth, storage and more.

37
1086

PlayBalanceGrid Puzzle Tools

AmigaMeow

Takuzu/Binairo puzzle generator and solver. Generate puzzles, validate solutions.

37
1087

io.github.dockndevai/mcp-ios

dockndevai

Drive iPhone/iPad via Appium/WebDriverAgent from AI agents — safe-by-default, read-only by default.

37
1088

PMWallets copy-trading bot

polymarketwallets

Polymarket orders from your own machine: market, balance, positions, buy/sell with limits.

37
1089

io.github.pooriaarab/agentic-device

pooriaarab

Control your own iPhones for posting via WebDriverAgent and ESP32 HID.

37
1090

LeaveSheet: WH-347 payroll and PTO accrual

tresor4k

WH-347 certified payroll columns 5-9, fringe 6B reconciliation and PTO accrual balances.

37
1091

Zearch

zearchcomputer

Research with answers you can check: every paragraph verified against its cited source.

37
1092

qdrant-loader-mcp-server

martin-papy

A Model Context Protocol (MCP) server that provides RAG capabilities to Cursor using Qdrant.

37
1093

io.github.harsh-chandak/orchestraguard

harsh-chandak

Stop a team of coding agents contradicting each other. Deterministic, no model call.

37
1094

Run402

kychee-com

x402 pay-per-call infra for agents: $0.03 image generation, Postgres, auth, storage, functions.

37
1095

io.github.AIBOLLINGMO/eustore

AIBOLLINGMO

Autonomous AI agent infrastructure: S3 storage, vector DB, MCP hosting. Free. EU-hosted.

37
1096

jevreel

DeepAleph

Search and understand videos without embeddings: contact sheets plus Jev typed decisions.

37
1097

io.github.Hei33enberg/strajkpolski-mcp

Hei33enberg

Verified Polish open data for AI agents: debt, budget, 460 MPs, votings, judiciary search, RAG.

37
1098

io.github.NellInc/saferagenticai-mcp

NellInc

Read-only tools over the Safer Agentic AI framework: 238 patterns + 14 heuristics.

37
1099

io.github.S2TConsulting/accelerators

S2TConsulting

Vector embeddings, CloudFormation generation, and OAuth validation for AI workflows

37
1100

ZebPay MCP Server

zebpay

MCP server for ZebPay crypto exchange — fetch prices, balances, and manage orders

37
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