MCP topic guide
RAG MCP Servers
Ground agent responses in your data. Compare memory layers, vector stores, and retrieval servers with searchable tool indexes.
Showing 60 of 261 matching servers from our catalog. Search full directory →
Xero
Interact with the accounting data in your business using our official MCP server
Omega
Maintain persistent project context by storing decisions, lessons, and task checkpoints for seamless session transitions. Navigate information through semantic search and relationship graphs to uncover related knowledge clusters. Automate memory consolidation and cleanup to keep your workspace organized and relevant.
Lano-enterprise-mcp
Store and retrieve semantic memories using advanced vector search and intelligence-driven insight extraction. Organize knowledge across projects with secure access controls and comprehensive system health monitoring. Optimize your information flow by detecting duplicates and analyzing usage patterns for better decision support.
MLB Stats Server
Provide structured access to Major League Baseball statistics through an MCP server. Query and retrieve detailed baseball data including statcast, fangraphs, and baseball reference stats. Generate visualizations and integrate seamlessly with MCP-compatible clients for enhanced baseball analytics.
Webex
A Model Context Protocol (MCP) server that provides AI assistants with comprehensive access to Cisco Webex messaging capabilities.
Todoist
Full implementation of Todoist Rest API for MCP server
Inferventis Finance MCP
19 production-ready financial tools for AI agents. Covers currency conversion (ECB, Frankfurter, CoinAPI), real-time stock quotes via Finnhub, crypto spot prices, open banking transactions, Stripe payment records, compound/loan financial calculators, live news headlines (BBC/Guardian), and web page reading. Free and standard tiers. No setup required for free tools.
DejaView
Store and retrieve facts about entities through a persistent knowledge graph. Maintain long-term context across sessions with natural language querying and timeline tracking. Organize information using structured relationships to build a comprehensive memory system. Get you api key at https://dejaview.io
ContrastAPI
MCP server with 55 security intelligence tools — CVE/KEV, MITRE ATLAS+D3FEND, Sigma detection rules, email security posture (SPF/DMARC), domain & web intel, threat intel.
lanonasis-mcp
Manage long-term memory across projects with fast semantic search and retrieval. Create, update, and organize memories, then query them to ground your workflows with relevant context. Control API keys and configuration, monitor system status, and instantly search the LanOnasis docs when you need guidance.
OneSignal
OneSignal is a customer engagement platform that lets you send targeted push notifications, emails, SMS, and in-app messages, manage audiences, and track campaign performance. With the OneSignal MCP, manage your messaging directly from your AI assistant. Send push notifications, emails, and SMS by simply describing your audience and message. Check campaign delivery stats, build audience segments, manage templates, and handle user subscriptions all through conversation.
memplato
Personal MCP memory server that runs on your Android phone via Termux. 29 tools: drawers, knowledge graph, diary, semantic search, tunnels. All data stored locally on your device, never on external servers. Works with Claude, Perplexity, Cursor, Windsurf, VS Code, Zed.
Square
A Model Context Protocol (MCP) server for square
memxus
**Memxus** is multi-platform persistent memory for AI assistants. Save project context, preferences, and decisions once — recall them in Claude, ChatGPT, Cursor, and other MCP clients. ## What it does - **Remember** — store facts, preferences, and project context with collections and tags - **Recall** — semantic search across your memories - **Get context** — formatted context blocks for the current topic - **Manage** — list, inspect, update scope, and delete memories ## Connect - **OAuth** (recommended): sign in with Google via your Memxus dashboard - **API key**: create an `aimem_*` key at [dashboard.memxus.com](https://dashboard.memxus.com) **MCP endpoint:** `https://mcp.memxus.com/mcp` **Docs:** [memxus.com/docs/mcp](https://www.memxus.com/docs/mcp) **Install:** [memxus.com/install](https://www.memxus.com/install) **Privacy:** [memxus.com/privacy](https://www.memxus.com/privacy) ## Tools `remember`, `recall`, `get_context`, `list_memories`, `get_memory`, `list_collections`, `forget`, `memory_stats` Built for developers and power users who work across multiple AI tools without repeating the same context every session.
Jina AI
AI-powered search and retrieval platform. Search the web, read page content, extract structured data, and ground AI responses.
Youtube
YouTube is a video-sharing platform with user-generated content, live streaming, and monetization opportunities, widely used for marketing, education, and entertainment
Excel
Excel manipulation including data reading/writing, worksheet management, formatting, charts, and pivot table
aTars MCP by aarna
aTars MCP by aarna provides AI agents with structured access to crypto market signals, technical indicators, and sentiment analysis. The server exposes 18 tools across technical and sentiment categories, enabling agents to query market intelligence directly through MCP-compatible workflows. Capabilities include: - Technical indicator data (40+ features) - Bullish / bearish signal summaries - Historical indicator datasets - News sentiment analysis - Multi-symbol market queries - ML-ready feature exports for model training Example use cases: AI trading agents analyzing market signals crypto research assistants quantitative model development automated trading bots and alert systems Instead of building data pipelines for indicators or sentiment analysis, developers can integrate the MCP server and query structured market intelligence directly.
witness-protocol
Miro
Miro MCP server, exposing all functionalities available in official Miro SDK.
Delx MCP Server
Agent operations platform with 20+ tools for AI agents. Dual-protocol MCP + A2A support, session memory, mood tracking, reliability metrics, and structured DELX_META footers. Built for production agent workflows.
ClickHouse
Query your [ClickHouse](https://clickhouse.com/) database server.
Google Calendar
Schedule events, check availability, and manage calendars. Create meetings, set reminders, and coordinate across time zones.
n8n-Management
MCP server for n8n workflow automation — manage workflows, executions, credentials, tags, and users. Features - Full workflow lifecycle (create, activate, execute, deactivate, delete) - Execution monitoring and debugging (list, inspect, retry, cleanup) - Credential management (create, update, rotate, schema lookup) - Tag-based workflow organization - User management with role control (owner permissions required) 27 Tools Workflows: list, get, create, update, delete, activate, deactivate, execute, get tags, update tags Executions: list, get, delete, retry Credentials: create, update, delete, get schema Tags: list, get, create, update, delete Users: list, get, delete, update role Configuration - N8N_URL — Your n8n instance URL (e.g. https://your-n8n.example.com) - N8N_API_KEY — API key from n8n Settings → API → Create API Key
DialogBrain
DialogBrain gives AI agents access to all your messaging channels — Telegram, WhatsApp, Instagram, Email, and more — through a single MCP interface. Read conversations, send messages, search contacts, and manage threads across 10+ channels. Perfect for LangGraph, Claude, and any MCP-compatible agent framework.
Synmerco — Confidential Escrow for AI Agent Commerce
The only MCP server with Confidential Escrow Mode — HIPAA/GDPR-ready encrypted transactions for regulated AI agents. 46 tools for the full agent commerce lifecycle. **Confidential Escrow** — encrypted transactions with buyer-only decryption (x25519) and zero-knowledge proof of delivery. The escrow system never sees the work product. Built for healthcare (HIPAA), financial services (SOC 2), and legal (privilege). **What you get:** escrow lifecycle, trust scores (SynmercoScore 0-1000), on-chain reputation (ERC-8004 on 4 chains), marketplace, wallets, negotiation, disputes, referrals (0.25% lifetime), protocol gateway (A2A/MCP/REST/x402), multi-agent workflows, ZK proofs, collateral staking. **10 tools work free — no API key needed.** $1K Shield Insurance per escrow. 3.25% flat fee. 179K+ agents in ecosystem.
Google Sheets
Read, write, and format spreadsheet data. Manage sheets, run formulas, and collaborate on structured data in real time.
lion-x402
Keyless MCP enrichment + real-world CPG/retail price intel for AI agents. Pay-per-call in USDC on Base (x402) — no API key, no account, no subscription. Company firmographics + SEC financials, CPG product & shop prices, OFAC/VAT compliance, token-risk, multi-chain RPC. Every response Ed25519-attested so agents can verify it offline. Free to try: lion_declare_need, lion_quick_intel.
Ohmyfin Banking Intelligence
Cross-border payment and banking intelligence for AI agents: SWIFT/BIC lookup, IBAN validation, sanctions screening, ECB FX rates and timing, payment cutoff times, bank holidays. Built for treasury and payment-operations teams. 28 tools; most free, no key required. Less limits with key + FI license validation.
Blockscout MCP Server
Provide AI agents and automation tools with contextual access to blockchain data including balances, tokens, NFTs, and contract metadata. Enable multi-chain support and deliver enhanced user experience with progress notifications for long-running queries. Facilitate seamless integration with AI hosts like Claude Desktop for blockchain data analysis.
Google Docs
Google Docs is a cloud-based word processor with real-time collaboration, version history, and integration with other Google Workspace apps
Memory
Persistent agent memory with entities, relations, and facts across sessions.
Milvus
Vector database search for embeddings and similarity retrieval.
Coal - Payments for AI agents
# Coal Coal gives AI agents a real checkout. Discover merchants through the decentralized 0G Storage catalog, pay autonomously in USDC on Base via x402 (Coinbase) or OKX APP (v2 envelope), and download purchased products — all without a human in the loop. Receipts are anchored on 0G Chain, allowing any third party to independently verify payments without trusting Coal itself. The MCP server is fully multi-tenant: every user supplies their own wallet key through the `X-Coal-Agent-Key` header, meaning the server never stores long-lived private keys or custody secrets. Agents are gasless by default — Coal covers operator gas costs. --- ## MCP Tools (13) ### Discovery & Marketplace * `discover_merchants` Browse the marketplace as a Markdown product grid * `search_products` Search and filter by product name, price, or tags * `get_merchant_profile` Retrieve merchant metadata and payout addresses * `query_merchant_memory` Natural-language merchant Q&A powered by TEE-backed 0G Compute --- ### Payments & Checkout * `check_paywall` Check whether an address has already paid * `create_checkout` Create a Coal checkout session *(requires API key)* * `get_checkout_status` Retrieve checkout session state and payment status * `pay_merchant` Send USDC on Base using ERC-3009 gasless transfers --- ### Verification & Delivery * `verify_receipt` Verify the complete proof trail: 1. Base transaction 2. 0G Storage receipt 3. 0G Chain anchor * `download_product` Verify on-chain payment and return a signed download URL --- ### Infrastructure & Agent Utilities * `get_0g_health` Check live 0G mainnet status * `agent_wallet_status` View derived wallet address and USDC balance * `setup_instructions` Print the full integration and setup guide --- ## Live Demos * Claude paying $0.10 for an ebook end-to-end `https://agent.usecoal.xyz` * x402 paywall demo `https://oracle.usecoal.xyz/api/price/ETH` --- ## Stack * Dual-protocol supp
Wayforth
The API runtime for AI agents. One tool call. Any API. No setup. Search 4,974 verified APIs ranked by WayforthRank — the only ranking algorithm powered by real agent payment signals, not ads. Execute via 18 managed services with zero API keys. Self-healing: if a service fails, credits restore automatically. What your agent can do: Search 4,974 APIs across 19 categories by intent Execute: inference, translation, image generation, speech-to-text, web search, financial data, weather, news, and more Bring your own API keys (BYOK) for any service Pay per query via x402 at $0.002 USDC Query with WayforthQL: filter by tier, price, protocol, latency Three payment rails: Card · USDC on Base · x402 Get started free: 100 calls · No card required uvx wayforth-mcp · wayforth.io
Mapbox
Unlock geospatial intelligence through Mapbox APIs like geocoding, POI search, directions, isochrones and more.
Clinical Trials Data Server
Provide structured access to ClinicalTrials.gov data for searching, retrieving, and analyzing clinical trial information. Enable multi-parameter searches, detailed trial retrievals, and statistical analyses to support medical research and healthcare decision-making. Deliver robust error handling and flexible field selection to optimize data responses.
Google Tasks
Google Tasks provides a simple to-do list and task management system integrated into Gmail and Google Calendar for quick and easy tracking
pipeworx gateway
Live data for AI agents. 250+ data sources, 900+ tools. Ask questions in plain English with ask_pipeworx — trade flows, SEC filings, drug safety, housing data, and more. No API keys needed.
Reddit is a social news platform with user-driven communities (subreddits), offering content sharing, discussions, and viral marketing opportunities for brands
Incheon Airport Live
Get real-time departure hall congestion, flight statuses, and parking availability at Incheon International Airport. Search departures and arrivals by flight ID or airport code and filter by date to plan your trip. Explore destination details for cities served from Incheon.
Brave Search
Search the web with Brave's independent index — web, news, images, and videos. Bring your own subscription token from the [Brave Search API dashboard](https://api-dashboard.search.brave.com).
Gemini File Search
MCP server for Google's Gemini File Search and RAG (Retrieval-Augmented Generation). ## Features - Create and manage File Search stores - Upload documents (text, PDF, base64) with custom metadata and chunking config - Import existing Gemini files into stores - Track upload/operation status - Query documents using RAG with model selection and metadata filtering ## 12 Tools **Store Management**: create, list, get, delete stores **Upload & Import**: upload content directly or import existing files **Operations**: check status of store/upload operations **Documents**: list, get, delete documents in stores **RAG Query**: query documents with Gemini models (supports metadata filters) ## Configuration - GEMINI_API_KEY — Get one at https://aistudio.google.com/apikey
Zep
Temporal knowledge graph memory for agents.
Google Super
Google Super App combines all Google services including Drive, Calendar, Gmail, Sheets, Analytics, Ads, and more, providing a unified platform for seamless integration and management of your digital life.
Apify
[Actors MCP Server](https://apify.com/apify/actors-mcp-server): Use 3,000+ pre-built cloud tools to extract data from websites, e-commerce, social media, search engines, maps, and more
Hugging Face
AI model hub for machine learning. Discover models, explore datasets, and access model documentation and capabilities.
Mesh MCP
Access your network seamlessly with a simple and efficient server. Leverage a variety of tools to enhance your applications and workflows. Start integrating with your existing systems effortlessly.
livedatalink
LiveDataLink is a hosted MCP server giving AI agents 182 real-time data tools across 36 domains through a single Streamable HTTP endpoint. Coverage: sanctions screening (OFAC + UN + EU + BIS first-party indexed), SEC EDGAR filings, federal courts plus Caselaw Access Project, IRS nonprofits (1.27M tax-exempt orgs), NPPES healthcare providers, USAspending federal awards, Federal Register + eCFR regulations, CVE + threat intel (RDAP, IP reputation, FBI Wanted, CISA KEV), FRED + BLS + US Treasury + World Bank macro, EIA + NREL energy, Zillow real estate, Texas parcels, ClinicalTrials.gov, FDA, EPA, FEC, FMCSA trucking, USPTO patents, Census, federal recreation (RIDB), Project Gutenberg books, OpenAlex scholarly, NPM + PyPI + cargo + GitHub supply-chain intel. One bearer token, one endpoint, one bill. Free tier (100 queries/month, no credit card) at livedatalink.ai/signup/free. Paid plans from $10/month. Built for compliance, due diligence, and agentic research workflows. Operated by Blackbox Foundry LLC.
sentimatix
# Sentimatix: Indian Stock Market Intelligence Sentimatix is a high-fidelity financial intelligence API and MCP server designed specifically for the **National Stock Exchange of India (NSE)**. It provides AI agents, algorithmic traders, and quantitative developers with deep, structured insights into over 2,200 Indian equities. ## What it does By combining real-time financial news ingestion with advanced NLP sentiment analysis and historical market data, Sentimatix acts as an automated quantitative research assistant. It empowers LLMs and AI agents to make data-driven decisions regarding the Indian stock market without needing expensive institutional data terminals. ## Key Capabilities - **Entity-Level Sentiment Analysis:** Aggregates and scores sentiment from major Indian financial news sources (Moneycontrol, Economic Times, Mint). - **Deep Stock Research:** Generates comprehensive single-stock and comparative research reports. - **Technical Analysis:** Calculates RSI, MACD, Bollinger Bands, and moving averages on demand. - **RAG Evidence Search:** Provides direct semantic search over a vast, continuously updated financial news corpus. - **Market Movers:** Explains sudden price changes using a fusion of technical metrics and recent news sentiment. ## Perfect For - AI Trading Bots analyzing NSE stocks - Portfolio Management assistants - Retail investors seeking institutional-grade, automated research
quantoracle
63 deterministic quant computation tools for AI agents. Black-Scholes, Greeks, exotic derivatives, portfolio optimization, Monte Carlo, risk metrics (VaR, Sharpe, drawdown), technical indicators, bond pricing, yield curves, crypto/DeFi (impermanent loss, liquidation, funding rates), macro/FX, and time value of money. Pure math — same inputs always produce same outputs. 1,000 free calls/day, no API key required.
Mem0
Long-term memory layer for AI agents across conversations.
SaSame Research
Free AI research/OCR + agent-economy discovery tools (120+ tools, no-auth), includes engage_sasame to commission SaSame to build MCP/Claude/RAG/agents, full deliverables pay-per-call via x402
MU — say it, get it made
MU is an AI-autonomous goods brand. Any agent can open a store, generate a design from a prompt (or upload artwork), and create real, shippable products across 40+ kinds — tees, hoodies, mugs, posters, gi, plus digital goods. Start with mu_register + mu_verify (no key needed). 23 tools.
tradingcalc-mcp
19 deterministic crypto futures calculators and workflows across 4 suites. Trade planning, risk & margin, funding & carry. Formulas normalized across 7 exchanges (Binance, Bybit, OKX, Hyperliquid, MEXC, KuCoin, Aster). Not AI estimates — exact numbers your bot can trust. Every formula is regression-tested. Access via Streamable HTTP MCP or REST.
Naver Search
Search Naver across news, blogs, books, encyclopedia, cafe posts, Knowledge iN, local places, images, shopping, and professional documents. Returns Korean-language results and Korea-local content that global search engines often miss.
Panko Alerts — Food Safety Data
Search live food safety data from FDA, FSIS, CDC, and city health departments (NYC, Chicago, SF, Seattle, Boston). 5 tools: search recalls, outbreaks, alerts, restaurant inspection articles, and food safety guides. Data aggregated from 25+ public government sources via Panko Alerts (alerts.getpanko.app).
xkcdforthat
Find the obligatory xkcd for whatever you're working on. Article, slide deck, memo, PDF, blog post. Plug it into your AI tool. Your model searches our index of all xkcd comics annotated with applicability, humor type, and themes, picks the right one, and drops it inline.
AI Research Assistant
The server provides immediate access to millions of academic papers through Semantic Scholar and arXiv, enabling AI-powered research with comprehensive search, citation analysis, and full-text PDF extraction from multiple sources (arXiv and Wiley open-access). - No API key is required.
1Stay-hotel-booking
The first MCP server that completes real hotel reservations inside AI conversations. 300K+ properties across 140+ countries — major chains, independents, boutiques. Real confirmation numbers, loyalty program eligibility (Hilton, Marriott, IHG), and secure PCI-compliant checkout. Builders monetize every booking via Stripe Connect — set your own fee, get paid directly. Quick connect: npx 1stay-mcp 7 tools: search_hotels, get_hotel_details, book_hotel, get_booking, cancel_booking, retrieve_booking, search_tools Endpoint: https://mcp.stayker.com/mcp | OAuth 2.1 | Streamable HTTP Playground: 1stay.ai/playground Built on proven travel distribution architecture by Stayker.
Setup checklist
- Decide between session memory (short-term) and persistent knowledge bases (long-term).
- Check whether embeddings run locally or require a cloud API key.
- Verify citation or source-return behavior before compliance-sensitive workflows.
- Pair RAG MCP with action-oriented servers when agents need to do more than retrieve.
How to choose
- Mem0 and Memory MCP are popular for cross-session agent recall.
- Vector DB MCP servers (Pinecone, Chroma) suit large document corpora.
- RAG retrieves information; MCP also enables actions — use both when building agents.
Related topics
Where RAG & Memory MCP fits
Ground agent responses in your data. Compare memory layers, vector stores, and retrieval servers with searchable tool indexes.