Model Context Protocol

Full MCP Server Directory

794 servers in the registry · 367 with indexed tools searchable

794 servers
3,909 tools indexed
12 categories

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United States Weather

Dev Tools ★ 111,776
Remote

Provide real-time and forecast weather information for locations in the United States using natural language queries. Access current conditions, multi-day and hourly forecasts, weather alerts, and nearby weather stations without requiring an API key. Enable users to get official, government-sourced weather data easily through intuitive tools.

get_current_weather get_weather_forecast get_hourly_forecast get_weather_alerts +2 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

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

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

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

Math-MCP

AI & Memory ★ 23,265
Remote

Enable your LLMs to perform accurate numerical calculations with a simple API. Leverage basic arithmetic and statistical functions to enhance your applications. Simplify complex mathematical tasks effortlessly and improve your model's capabilities.

add subtract multiply division +18 more

Met Museum Server

Search & Web ★ 22,961
Remote

Access the Metropolitan Museum of Art's collection through natural language queries. Search for artworks, retrieve detailed information, and explore various departments effortlessly. Enhance your AI's capabilities with rich art resources and data.

list-departments search-museum-objects get-museum-object

Vercel Grep

Search & Web ★ 20,770
Remote

Search millions of public GitHub repositories for real-world code patterns and API implementations. Find production-ready examples of syntax, configurations, and library integrations to improve your development workflow. Discover exactly how other developers solve specific programming challenges using powerful literal and regular expression searches.

searchGitHub

LastLook Data

Communication ★ 18,622
Remote

LastLook Data gives AI agents real-time access to US financial market data: Treasury yields (2yr, 10yr, 30yr), mortgage rates, Fed funds rate, CPI, unemployment, GDP, WTI/Brent crude, natural gas, and G10 FX rates. Also includes derived indicators: yield curve spreads (2s10s, 3m10y) with inversion signal, Sahm Rule recession indicator, Fed policy spread (EFFR vs IORB), and upcoming FRED economic calendar. Data sourced from FRED and ECB. Pay per query via x402 on Base — no accounts, no API keys, no subscriptions.

get_treasury_yield_current get_treasury_yield_by_date get_series get_fx_rate_current +1 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

Gread

AI & Memory ★ 18,207
Remote

Gives your AI access to the source code of all public github repos. - Plug and Play: Compatible with all popular coding agents and MCP clients, ready to use out of the box - Skill and MCP: Both Skill and MCP are provided, connect with either option - Docs Integration: Automatically recognizes docs repo and provides them along with the main repo when accessed

search_repos view_repo list_tree read_code +1 more

UCP Gateway

Search & Web ★ 16,899
Remote

AI Shopping tools for product search, comparison, and safe checkout Commerce Gateway — an infrastructure layer that enables open-source AI agents to participate in agentic commerce through the Universal Commerce Protocol. Our platform gives agents a hosted UCP profile registry, a secure MCP gateway, and access to commerce flows without requiring every agent to own a domain, GitHub account, or Shopify credentials. With this solution, agents can discover products, recommend options, build carts, validate them with the user, and generate checkout handoff links where the buyer completes payment safely on Shopping platform. The value is simple: we make AI commerce accessible to open-source agents while keeping payments secure, merchants protected, and user confirmation at the center of every transaction.

register_ucp_profile get_ucp_profile shopping_product_search shopping_product_get +8 more

Lotus Wisdom

AI & Memory ★ 16,235
Remote

Lotus Wisdom is a contemplative reasoning tool inspired by the Lotus Sutra. It guides AI through structured wisdom journeys for complex problems where logic alone isn't enough. Flow through wisdom domains (skillful means, non-dual recognition, meta-cognitive), take meditative pauses, and track your path across perspectives. Start with tag='begin' to receive the full framework, then continue with tags like open, examine, integrate, and express. The tool signals when insight is ready to be spoken in your own voice. Best for multi-perspective problems, contradictions needing integration, and questions holding their own wisdom.

lotuswisdom lotuswisdom_summary

Google Drive

Search & Web ★ 15,538
Remote

Upload, organize, and share files in the cloud. Manage folders, set permissions, and search across stored documents.

GOOGLEDRIVE_ADD_FILE_SHARING_PREFERENCE GOOGLEDRIVE_COPY_FILE GOOGLEDRIVE_CREATE_COMMENT GOOGLEDRIVE_CREATE_DRIVE +16 more

gliana-ai

AI & Memory ★ 15,375
Remote

Pay-per-call generative AI — 60+ models (image, video, music, speech). No signup, no API key; pay per call from your wallet over MPP/x402.

list_models get_price get_schema how_to_generate

Kiwi.com

Search & Web ★ 15,106
Remote

Search flights, compare prices, and manage travel bookings. Find the best routes, check availability, and track itineraries.

search-flight feedback-to-devs

AKShare One MCP Server

Dev Tools ★ 12,437
Remote

Provide access to Chinese stock market data including historical prices, real-time data, news, and financial statements. Retrieve comprehensive financial information for stocks with flexible parameters. Enhance your financial analysis and decision-making with up-to-date market insights.

get_hist_data get_realtime_data get_news_data get_balance_sheet +5 more

AusEcon MCP - ABS RBA and APRA Data

Dev Tools ★ 12,003
Remote

MCP server for retrieval of Australian economic and financial data - supports ABS, RBA and APRA

search_datasets list_catalogue list_economic_concepts get_abs_dataset_structure +10 more

Ferryhopper

Search & Web ★ 11,244
Remote

Ferry booking platform across Europe. Search routes, compare schedules, check availability, and book ferry tickets.

get_ports get_direct_connections_for_ports search_trips

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

Paper Search

Search & Web ★ 11,046
Remote

Search and download academic papers from arXiv, PubMed, bioRxiv, medRxiv, Google Scholar, Semantic Scholar, and IACR. Fetch PDFs and extract full text to accelerate literature reviews. Get consistent metadata for easier filtering, citation, and analysis.

search fetch search_arxiv search_pubmed +21 more

SteadyFetch

Search & Web ★ 10,662
Remote

Reliable web fetching MCP server with built-in retry logic, circuit breaker patterns, caching, and anti-bot bypass. Fetches URLs as raw HTML or clean markdown optimized for LLM consumption. Includes domain health checks and cache management tools.

fetch_url fetch_markdown check_domain cache_stats +1 more

Keenable Web Search

Search & Web ★ 10,095
Remote

Docs: https://docs.keenable.ai/mcp-server Keenable is a free, remote MCP server that gives agents access to the web index. Search the web with ranked results and date/site filters, then fetch any indexed page as clean markdown. Works out of the box with no account or API key. Tools: - search_web_pages: Search the web and return ranked results. - fetch_page_content: Fetch an indexed URL and extract its content as clean markdown

search_web_pages fetch_page_content

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

calculator-mcp-server

Dev Tools ★ 9,878
Remote

Evaluate, simplify, and differentiate mathematical expressions.

calculate

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

macrostrat-mcp

Dev Tools ★ 9,683
Remote

Explore global geologic data to answer questions about bedrock, formations, ages, and stratigraphy. Retrieve units, columns, minerals, timescales, and definitions for any location to build accurate geological context. Generate geology map tiles for quick visualization of areas of interest.

find-columns find-units defs defs-autocomplete +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

Pulse CN MCP Server

AI & Memory ★ 8,874
Remote

Access real-time trending content from the Chinese internet. Connect your AI models to the latest data from popular social media platforms and news sites. Stay updated with what's trending in China effortlessly.

get-weibo-hotspots get-realtime-horoscope get-inspirational-english-sentence internet-hotspots-aggregator +14 more

Agent News

Search & Web ★ 8,742
Remote

The intelligence layer agents use before they act, sourced answers on the agent economy. Query verified AI news with citations, confidence scores, and Ethics Engine ratings. Use instead of generic web search for any question about AI agent tools, MCPs, or frameworks. Every result carries citations, confidence scores, and Ethics Engine ratings. Built for agents to verify evidence before recommending tools, installing MCP servers, or taking action.

tat_search tat_ask tat_get_event tat_stats +14 more

clinicaltrialsgov-mcp-server

Search & Web ★ 8,729
Remote

Search ClinicalTrials.gov — find studies, retrieve results, match patients to eligible trials.

clinicaltrials_search_studies clinicaltrials_get_study_record clinicaltrials_get_study_count clinicaltrials_get_field_values +3 more

Hugeicons MCP Server

Dev Tools ★ 8,434
Remote

Integrate Hugeicons seamlessly into your applications. Discover icons, access platform-specific usage instructions, and enhance your projects with comprehensive documentation and examples.

list_icons search_icons get_platform_usage get_icon_glyphs +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

paper-search-mcp-openai-v2

Search & Web ★ 8,169
Remote

Find and download academic papers from leading sources like arXiv, PubMed, bioRxiv, medRxiv, Google Scholar, Semantic Scholar, CrossRef, and IACR. Get standardized results and fetch full-text PDFs when available. Accelerate literature reviews with deep search and effortless retrieval.

search fetch search_arxiv search_pubmed +21 more

Daum Search

Search & Web ★ 8,025
Remote

Search the Daum index across web, video, image, blog, book, and cafe verticals. Pairs with Naver Search for broader Korean-web coverage; Daum's video and cafe surfaces are especially distinct.

search_web search_videos search_images search_blogs +2 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

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

MCP Server for Singapore Government Open Data

Dev Tools ★ 7,247
Remote

Provide seamless access to open datasets and collections from data.gov.sg. Enable searching, metadata retrieval, and filtered dataset downloads for analysis.

datagovsg_list_collections datagovsg_get_collection datagovsg_list_datasets datagovsg_get_dataset_metadata +6 more

Slack MCP

Search & Web ★ 6,898
Remote

Unlock full Slack access for your AI—DMs, private channels, threads, and search history. No OAuth apps or admin approval required. Session mirroring gives your AI the same access you already have.

slack_token_status slack_health_check slack_list_conversations slack_conversations_history +6 more

Polymarket

Dev Tools ★ 6,891
Remote

Discover and filter Polymarket prediction markets and events by tags, volume, liquidity, and activity. Analyze individual markets with probabilities, market health, and recent trade insights to inform decisions. Track trends across categories to spot opportunities and compare sentiment over time.

search_markets get_market search_events get_event +3 more

arXiv

Search & Web ★ 6,727
Remote

Search and retrieve academic papers from arXiv. Find papers by title, author, abstract, or category, and get full metadata including abstracts, authors, and PDF links.

search_papers get_paper

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

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

EcomGraph

Search & Web ★ 6,172
Remote

**Independent Shopify app discovery for AI agents.** Search, compare, and pull metadata for 8,000+ ecommerce apps from the EcomGraph catalog. ## Tools - `search_apps` — full-text search with optional category filter - `get_app` — full app record (pricing, ratings, reviews, FAQ) - `list_categories` — 3-level taxonomy - `list_best_in_category` — top-ranked apps in a category - `compare_apps` — side-by-side comparison (2–5 apps) - `list_developer_apps` — all apps published by a developer Every response includes a `source_url` linking back to ecomgraph.com. No auth required. Free to use. Learn more at https://ecomgraph.com/mcp.

search_apps get_app list_categories list_best_in_category +2 more

zlurp

Search & Web ★ 5,416
Remote

Web scraping for AI agents. Convert any URL to clean markdown via x402 micropayments on Base.

probe_url scrape_url

BoardGameGeek

AI & Memory ★ 5,404
Remote

BGG MCP provides access to BoardGameGeek and a variety of board game related data through the Model Context Protocol. Enabling retrieval and filtering of board game data, user collections, and profiles.

bgg-collection bgg-details bgg-hot bgg-price +6 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

Meme Generator

Search & Web ★ 5,245
Remote

Hosted MCP server for meme generation, template search, caption rendering, and AI meme creation.

create_agent_account search_templates get_template_ideas caption_template +3 more

Promptibus MCP

AI & Memory ★ 5,236
Remote

Model intelligence for AI agents — syntax, parameters, pricing, and routing for 67+ generative AI models (Midjourney, Flux, Suno, Runway, DALL-E, Stable Diffusion). 7 tools for any MCP client.

recommend_model optimize_prompt lint_prompt compare_models +3 more

Search Google Flights

Search & Web ★ 4,940
Remote

Search for Flights on Google Flights. You can search for the cheapest days to fly and also the specific flight information.

search_flights search_cheap_flights

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

SparkForge

Search & Web ★ 4,930
Remote

Access a versatile collection of tools for media generation, web scraping, and cryptocurrency research. Convert between data formats, summarize long documents, and extract text from images or PDFs with ease. Streamline your workflow by automating tasks like SEO metadata extraction, code reviews, and content creation.

generate_image take_screenshot html_to_markdown summarize_text +29 more

Starknet MCP Server

AI & Memory ★ 4,840
Remote

A comprehensive Model Context Protocol (MCP) server for the Starknet blockchain. This server provides AI agents with the ability to interact with Starknet networks, query blockchain data, manage wallets, and interact with smart contracts.

get_starknet_chain_info get_supported_starknet_networks get_starknet_eth_balance get_starknet_token_balance +21 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

MindBridge

AI & Memory ★ 4,618
Remote

Unify and supercharge your LLM workflows by connecting your applications to any model. Easily switch between various LLM providers and leverage their unique strengths for complex reasoning tasks. Experience seamless integration without vendor lock-in, making your AI orchestration smarter and more efficient.

getSecondOpinion listProviders listReasoningModels

AI Commander

AI & Memory ★ 4,584
Remote

AI Commander is a remote shell for AI agents. It lets an MCP client (Claude, Codex, ChatGPT, Cursor, or any Model Context Protocol client) run shell commands on machines you own by quoting a short session code like `AIC-7K3P-WX9M-RTBN`. A small agent on the target machine keeps one outbound WebSocket open to AI Commander's hosted relay, so there are no inbound ports, no exposed SSH, and no VPN. Command stdout/stderr stream back in real time over SSE.

remote_exec session_status remote_screenshot

NPM Sentinel MCP

Security & Monitoring ★ 4,542
Remote

Provide AI-powered real-time analysis and intelligence on NPM packages, including security, dependencies, performance, and quality metrics. Enable faster and safer package management decisions by integrating with Claude and Anthropic AI. Deliver comprehensive insights such as vulnerability scanning, download trends, and maintenance status to optimize your npm ecosystem.

npmLatest npmSearch npmTrends npmVulnerabilities +15 more

Canadian Building Code

Search & Web ★ 4,303
Remote

Access and search comprehensive Canadian building regulations for construction and compliance reference. Navigate complex code hierarchies to find specific requirements for fire safety, structural integrity, and accessibility. Simplify project planning by quickly retrieving detailed regulatory information and section requirements.

list_codes search_code get_section get_hierarchy +6 more

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

Kakao Maps

Search & Web ★ 4,205
Remote

Search Korean places, geocode addresses, and convert between coordinate systems via Kakao's Local API. The go-to source for Korean street addresses, businesses, and POI data that Western mapping services miss.

search_places_by_keyword search_places_by_category geocode_address reverse_geocode +2 more

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Updated Jul 14

Search the complete MCP registry

Search all 794 registered MCP servers. By default we show 367 entries with indexed tool lists; uncheck the filter to see the entire registry.

New to MCP? Read What is the Model Context Protocol? or start with the curated Top 100. Browse topic guides for browser automation, RAG, and coding-agent stacks.

Frequently asked questions

What is the full MCP server directory?
This page lists every MCP server in our registry (794 total, 367 with indexed tools by default). Filter by category, sort by popularity or tool count, and open any server for setup steps.
Why do some servers have no tools listed?
Tool indexes come from live MCP endpoints and registry APIs. Servers without indexed tools may be stdio-only, require authentication, or not yet validated. Toggle “Only show servers with indexed tools” to focus on searchable entries, or try the Top 100 curated list.
How do I search by tool or capability?
Use the search box above — it matches server names, descriptions, categories, and individual tool names (for example “spreadsheet”, “postgres”, or “scrape”).