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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

Dev Tools
Remote

Interact with the accounting data in your business using our official MCP server

XERO_CREATE_BANK_TRANSACTION XERO_CREATE_CONTACT XERO_CREATE_INVOICE XERO_CREATE_ITEM +36 more

Omega

Search & Web ★ 7,264
Remote

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.

omega_store omega_query omega_welcome omega_profile +22 more

Lano-enterprise-mcp

Search & Web ★ 4,688
Remote

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.

list_memories create_memory create_memory_chunked get_memory +24 more

MLB Stats Server

Data & Analytics ★ 898
Remote

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.

get_stats get_schedule get_player_stats get_standings +42 more

Webex

AI & Memory
Remote

A Model Context Protocol (MCP) server that provides AI assistants with comprehensive access to Cisco Webex messaging capabilities.

WEBEX_CREATE_ROOM WEBEX_CREATE_TEAM WEBEX_GET_TEAM_DETAILS WEBEX_LIST_TEAMS +24 more

Todoist

Dev Tools
Remote

Full implementation of Todoist Rest API for MCP server

TODOIST_ADD_WORKSPACE TODOIST_CLOSE_TASK TODOIST_CREATE_COMMENT TODOIST_CREATE_LABEL +26 more

Inferventis Finance MCP

Search & Web ★ 898
Remote

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.

bank_accounts crypto_price crypto_price_lite currency_convert +15 more

DejaView

AI & Memory ★ 1,620
Remote

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

agent_context remember remember_many recall +7 more

ContrastAPI

Search & Web ★ 859
Remote

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.

domain_report audit_domain contrast_scan tech_stack_cve_audit +46 more

lanonasis-mcp

Search & Web ★ 2,913
Remote

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.

create_memory search_memories search_lanonasis_docs get_memory +15 more

OneSignal

AI & Memory ★ 11,189
Remote

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.

create_alias_by_subscription create_or_update_alias create_segment create_subscription +27 more

memplato

Search & Web ★ 2,393
Remote

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.

memplato_status memplato_search memplato_add_drawer memplato_get_drawer +25 more

Square

AI & Memory
Remote

A Model Context Protocol (MCP) server for square

SQUARE_ACCEPT_DISPUTE SQUARE_CANCEL_INVOICE SQUARE_CANCEL_PAYMENT SQUARE_CREATE_CARD +22 more

memxus

Search & Web ★ 736
Remote

**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.

remember recall get_context list_memories +4 more

Jina AI

Search & Web ★ 79,346
Remote

AI-powered search and retrieval platform. Search the web, read page content, extract structured data, and ground AI responses.

show_api_key primer guess_datetime_url capture_screenshot_url +17 more

Youtube

Dev Tools ★ 6,581
Remote

YouTube is a video-sharing platform with user-generated content, live streaming, and monetization opportunities, widely used for marketing, education, and entertainment

YOUTUBE_GET_CHANNEL_ACTIVITIES YOUTUBE_GET_CHANNEL_ID_BY_HANDLE YOUTUBE_GET_CHANNEL_STATISTICS YOUTUBE_GET_VIDEO_DETAILS_BATCH +12 more

Excel

Dev Tools
Remote

Excel manipulation including data reading/writing, worksheet management, formatting, charts, and pivot table

EXCEL_ADD_CHART EXCEL_ADD_SHAREPOINT_WORKSHEET EXCEL_ADD_TABLE EXCEL_ADD_TABLE_COLUMN +45 more

aTars MCP by aarna

AI & Memory ★ 59
Remote

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.

get_available_symbols get_latest_features get_features_range get_indicator +14 more

witness-protocol

Dev Tools ★ 51
Remote

start_therapy_session quick_operational_recovery quick_session crisis_intervention +46 more

Miro

Dev Tools
Remote

Miro MCP server, exposing all functionalities available in official Miro SDK.

MIRO_CREATE_APP_CARD_ITEM MIRO_CREATE_BOARD MIRO_DELETE_APP_CARD_ITEM MIRO_DELETE_DOCUMENT_ITEM +11 more

Delx MCP Server

AI & Memory ★ 61
Remote

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.

start_therapy_session quick_operational_recovery quick_session crisis_intervention +46 more

ClickHouse

Databases
Remote

Query your [ClickHouse](https://clickhouse.com/) database server.

get_clickpipe get_organizations run_select_query list_databases +9 more

Google Calendar

Communication ★ 18,523
Remote

Schedule events, check availability, and manage calendars. Create meetings, set reminders, and coordinate across time zones.

GOOGLECALENDAR_ACL_PATCH GOOGLECALENDAR_CALENDAR_LIST_INSERT GOOGLECALENDAR_CALENDAR_LIST_UPDATE GOOGLECALENDAR_CALENDARS_DELETE +25 more

n8n-Management

Automation ★ 614
Remote

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

n8n_list_workflows n8n_get_workflow n8n_create_workflow n8n_update_workflow +23 more

DialogBrain

Search & Web ★ 62
Remote

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.

contacts_find contacts_discover contacts_sync files_ingest +12 more

Synmerco — Confidential Escrow for AI Agent Commerce

Payments & Commerce ★ 47
Remote

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.

lookup_trust_score search_agents compare_agents estimate_fees +42 more

Google Sheets

Data & Analytics ★ 48,461
Remote

Read, write, and format spreadsheet data. Manage sheets, run formulas, and collaborate on structured data in real time.

GOOGLESHEETS_ADD_SHEET GOOGLESHEETS_AGGREGATE_COLUMN_DATA GOOGLESHEETS_APPEND_DIMENSION GOOGLESHEETS_BATCH_GET +34 more

lion-x402

AI & Memory ★ 72
Remote

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.

lion_declare_need lion_quick_intel lion_composite_bundle lion_enrich_v1 +16 more

Ohmyfin Banking Intelligence

Communication ★ 5,389
Remote

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.

swift_lookup iban_validate country_banking_rules country_payment_codes +27 more

Blockscout MCP Server

AI & Memory ★ 3,165
Remote

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.

__unlock_blockchain_analysis__ get_block_info get_block_number get_address_by_ens_name +12 more

Google Docs

Dev Tools ★ 2,348
Remote

Google Docs is a cloud-based word processor with real-time collaboration, version history, and integration with other Google Workspace apps

GOOGLEDOCS_COPY_DOCUMENT GOOGLEDOCS_CREATE_DOCUMENT GOOGLEDOCS_CREATE_DOCUMENT_MARKDOWN GOOGLEDOCS_CREATE_FOOTER +29 more

Memory

AI & Memory
Local

Persistent agent memory with entities, relations, and facts across sessions.

create_entities search_nodes read_graph

Milvus

Databases
Local

Vector database search for embeddings and similarity retrieval.

search_vectors insert_vectors list_collections

Coal - Payments for AI agents

Search & Web ★ 4,934
Remote

# 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

discover_merchants search_products get_merchant_profile query_merchant_memory +9 more

Wayforth

Search & Web ★ 26,884
Remote

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

wayforth_run wayforth_execute wayforth_search wayforth_list +13 more

Mapbox

Search & Web
Remote

Unlock geospatial intelligence through Mapbox APIs like geocoding, POI search, directions, isochrones and more.

place_details_tool simplify_tool bbox_tool centroid_tool +18 more

Clinical Trials Data Server

Dev Tools ★ 686
Remote

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.

search_trials_by_condition search_trials_by_intervention search_trials_by_sponsor search_trials_by_acronym +8 more

Google Tasks

Communication ★ 9,926
Remote

Google Tasks provides a simple to-do list and task management system integrated into Gmail and Google Calendar for quick and easy tracking

GOOGLETASKS_CLEAR_TASKS GOOGLETASKS_CREATE_TASK_LIST GOOGLETASKS_DELETE_TASK GOOGLETASKS_DELETE_TASK_LIST +10 more

pipeworx gateway

AI & Memory ★ 72
Remote

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.

ask_pipeworx discover_tools resolve_entity compare_entities +46 more

Reddit

Dev Tools ★ 6,619
Remote

Reddit is a social news platform with user-driven communities (subreddits), offering content sharing, discussions, and viral marketing opportunities for brands

REDDIT_CREATE_REDDIT_POST REDDIT_DELETE_REDDIT_COMMENT REDDIT_DELETE_REDDIT_POST REDDIT_EDIT_REDDIT_COMMENT_OR_POST +6 more

Incheon Airport Live

Search & Web ★ 1,140
Remote

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.

get_departure_congestion get_flight_departures get_flight_arrivals get_parking_status +1 more

Brave Search

Search & Web ★ 8,280
Remote

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).

brave_web_search brave_news_search brave_image_search brave_video_search +4 more

Gemini File Search

Search & Web ★ 818
Remote

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

gemini_create_store gemini_list_stores gemini_get_store gemini_delete_store +8 more

Zep

AI & Memory
Local

Temporal knowledge graph memory for agents.

add_message search_facts get_session

Google Super

Communication ★ 4,234
Remote

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.

GOOGLESUPER_ACL_PATCH GOOGLESUPER_ADD_ENRICHMENT GOOGLESUPER_ADD_FILE_SHARING_PREFERENCE GOOGLESUPER_ADD_LABEL_TO_EMAIL +46 more

Apify

Search & Web
Remote

[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

search-actors fetch-actor-details call-actor get-actor-run +4 more

Hugging Face

AI & Memory ★ 3,609
Remote

AI model hub for machine learning. Discover models, explore datasets, and access model documentation and capabilities.

hf_whoami space_search hub_repo_search paper_search +4 more

Mesh MCP

Dev Tools ★ 9,219
Remote

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.

get_user_information searchContacts getContact createContact +16 more

livedatalink

AI & Memory ★ 7,376
Remote

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.

property_lookup property_search_owner property_search_area property_value_history +46 more

sentimatix

Search & Web ★ 1,215
Remote

# 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

explain_price_change analyze_stock_enhanced compare_stocks get_stock_summary +6 more

quantoracle

AI & Memory ★ 569
Remote

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.

options_price options_implied-vol options_strategy risk_portfolio +46 more

Mem0

AI & Memory
Local

Long-term memory layer for AI agents across conversations.

add_memory search_memory list_memories

SaSame Research

AI & Memory ★ 46
Remote

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

web_research pubmed_lookup competitive_scan ecosystem_search +46 more

MU — say it, get it made

Design ★ 45
Remote

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.

mu_register mu_verify mu_status mu_quote +19 more

tradingcalc-mcp

AI & Memory ★ 104
Remote

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.

workflow.run_pnl_planning workflow.run_liquidation_safety workflow.run_breakeven_planning workflow.run_position_sizing +15 more

Naver Search

Search & Web ★ 9,859
Remote

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.

search_news search_blogs search_books search_encyclopedia +8 more

Panko Alerts — Food Safety Data

Search & Web ★ 46
Remote

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).

search_food_recalls search_outbreaks get_food_safety_alerts check_restaurant_inspections +1 more

xkcdforthat

Design ★ 402
Remote

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.

pick_xkcd_for search_comics get_comic list_humor_types

AI Research Assistant

Search & Web ★ 44,820
Remote

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.

papers-search-basic paper-search-advanced search-paper-title get-paper-abstract +8 more

1Stay-hotel-booking

Payments & Commerce ★ 1,589
Remote

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.

search_hotels get_hotel_details book_hotel retrieve_booking +3 more

Setup checklist

  1. Decide between session memory (short-term) and persistent knowledge bases (long-term).
  2. Check whether embeddings run locally or require a cloud API key.
  3. Verify citation or source-return behavior before compliance-sensitive workflows.
  4. Pair RAG MCP with action-oriented servers when agents need to do more than retrieve.

How to choose

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.

Frequently asked questions

What is RAG MCP?
RAG MCP servers connect agents to retrieval systems — vector databases, document stores, or memory layers — so responses can be grounded in your authoritative data instead of model training alone.
MCP vs RAG — are they the same thing?
No. MCP is a protocol for tools and actions; RAG is a technique for retrieving text to augment prompts. MCP servers can implement RAG workflows, but MCP also covers databases, browsers, ticketing, and more.