Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2801 | 23.374 | shatale-mcp-servermcp · back-end | AI-native payment infrastructure that enables AI agents to make purchases, issue virtual cards, and manage spending within delegated budgets and… | 1 fork | No one-command install · Source | |
| 2802 | 23.374 | perplexity-agent-mcpmcp · back-end | An MCP server for Perplexity's Agent API, enabling multi-step web research with citations through tools to start, collect, and cancel research runs. | 1 fork | No one-command install · Source | |
| 2803 | 23.374 | cvc-storyboard-mcpmcp · back-end | A deterministic MCP server for creating and managing educational storyboards, video scripts, and slide decks. It provides tools for content planning… | 1 fork | No one-command install · Source | |
| 2804 | 23.374 | swiss-procurement-mcpmcp · back-end | MCP server providing read access to Swiss public procurement data via the official simap.ch API, covering all cantons and the Confederation with… | 1 fork | No one-command install · Source | |
| 2805 | 23.374 | waxum-mcpmcp · back-end | MCP server for WhatsApp that exposes send, read, and media management tools through the waxum REST API gateway, enabling any MCP client to interact… | 1 fork | No one-command install · Source | |
| 2806 | 23.374 | protonboundmcp · back-end | A security-first MCP server that provides AI agents with a scoped, read-and-draft-only view into Proton Mail via Proton Bridge, ensuring no emails can… | 1 fork | No one-command install · Source | |
| 2807 | 23.374 | kiwify-mcp-servermcp · back-end | Enables querying Kiwify sales, subscriptions, products, and affiliates via the official API. Read-only access for viewing data. | 1 fork | No one-command install · Source | |
| 2808 | 23.374 | timezest-mcpmcp · back-end | TimeZest scheduling MCP server for the WYRE MCP Gateway. Enables AI assistants to schedule appointments and manage availability. | 1 fork | No one-command install · Source | |
| 2809 | 23.374 | greenweez-mcpmcp · back-end | Unofficial MCP server for Greenweez that enables searching the catalog, reading product details, and managing a real shopping cart with safe… | 1 fork | No one-command install · Source | |
| 2810 | 23.374 | parse-mcpmcp · back-end | An MCP server that converts files to Markdown using multiple parsing backends (markitdown, docling, LlamaParse) with automatic fallback, and includes… | 1 fork | No one-command install · Source | |
| 2811 | 23.374 | adelaidasofia-parsemcp · back-end | Multi-parser routing MCP that switches between Markitdown, Docling, and LlamaParse backends. | 1 fork | No one-command install · Source | |
| 2812 | 23.374 | connectwise-cpq-mcpmcp · back-end | MCP server for ConnectWise CPQ (Sell) enabling quote, line item, customer, term, template, tax code, recurring revenue, and user management via a… | 1 fork | No one-command install · Source | |
| 2813 | 23.374 | scalepad-mcpmcp · back-end | MCP server for the ScalePad platform, enabling access to Core, Lifecycle Manager, ControlMap, Backup Radar, and Quoter tools with dual-era protocol… | 1 fork | No one-command install · Source | |
| 2814 | 23.374 | crewhu-mcpmcp · back-end | MCP server for Crewhu — customer feedback, employee engagement, and gamification for MSPs. Enables AI assistants to manage surveys, scores, and… | 1 fork | No one-command install · Source | |
| 2815 | 23.374 | jotform-workflow-mcp-servermcp · back-end | MCP server that exposes Jotform Workflows to AI assistants through 14 tools across discovery, reading, building, and risky actions. It allows… | 1 fork | No one-command install · Source | |
| 2816 | 23.374 | twitterapismcp · back-end | MCP server for the Twitter/X read API, enabling search, user profiles, tweets, followers, and more via natural language. | 1 fork | No one-command install · Source | |
| 2817 | 23.374 | spamtitan-mcpmcp · back-end | MCP server for SpamTitan email security — manage quarantine, allowlists, blocklists, and view email stats | 1 fork | No one-command install · Source | |
| 2818 | 23.374 | brewfather-mcp-servermcp · back-end | Read-only MCP server exposing Brewfather brewing data—batches, recipes, fermentation readings, and inventory—as tools for natural language queries. | 1 fork | No one-command install · Source | |
| 2819 | 23.374 | infobrokermcp · back-end | Enables unified research through a single MCP interface, combining multi-provider web search, content extraction, fact-checking via corroboration… | 1 fork | No one-command install · Source | |
| 2820 | 23.374 | sherweb-mcpmcp · back-end | MCP server for Sherweb Partner API - distributor billing, service provider management, customer subscriptions, and payable charges | 1 fork | No one-command install · Source | |
| 2821 | 23.374 | wyre-technology-ironscalesmcp · back-end | MCP server for Ironscales phishing incident management covering incidents, mailboxes, and reporting. | 1 fork | No one-command install · Source | |
| 2822 | 23.374 | ironscales-mcpmcp · back-end | MCP server for Ironscales — phishing incident management, email classification, and remediation | 1 fork | No one-command install · Source | |
| 2823 | 23.374 | mcp-venus-osmcp · back-end | MCP server for Victron Venus OS that enables reading battery, PV, grid, and inverter data via D-Bus and MQTT, and safely controlling inverter mode and… | 1 fork | No one-command install · Source | |
| 2824 | 23.374 | unifi-network-mcp-servermcp · back-end | Exposes the UniFi Network Integration API as tools for managing sites, devices, clients, networks, WiFi, firewalls, ACLs, switching, DNS policies… | 1 fork | No one-command install · Source | |
| 2825 | 23.374 | seats-aero-mcpmcp · back-end | Enables MCP clients to query the Seats.aero partner API for seat availability, trips, routes, and destinations, including cached and live search… | 1 fork | No one-command install · Source | |
| 2826 | 23.374 | blackpoint-mcpmcp · back-end | An MCP server for Blackpoint Cyber MDR platform, enabling management of security monitoring, threat detection, and incident response through… | 1 fork | No one-command install · Source | |
| 2827 | 23.374 | poly-cloud-mcpmcp · back-end | Unified MCP server for managing cloud resources across AWS, Google Cloud, Azure, and DigitalOcean by wrapping their CLI tools. | 1 fork | No one-command install · Source | |
| 2828 | 23.374 | ssh-mcp-server-securedmcp · back-end | A secured MCP server for safe remote server management via SSH with command filtering, network device support, and bulk connection management. | 1 fork | No one-command install · Source | |
| 2829 | 23.374 | firestarter-mcp-servermcp · back-end | Enables AI assistants to search real products, purchase with user approval, track deliveries, and run a seller business end to end via the Firestarter… | 1 fork | No one-command install · Source | |
| 2830 | 23.374 | astral-mcpmcp · back-end | Precision-audited astrology MCP for natal charts, transits, synastry and moon phases. No API key. | 1 fork | No one-command install · Source | |
| 2831 | 23.374 | datanika-mcpmcp · back-end | Read-only-by-default MCP server for Datanika, an open-source dlt + dbt-core data pipeline platform: browse connections, introspect and preview source… | 1 fork | No one-command install · Source | |
| 2832 | 23.374 | connectamcp · back-end | One MCP to rule them all. A single MCP endpoint that aggregates many downstream connectors — remote MCP servers and plain HTTP APIs — and presents… | 1 fork | No one-command install · Source | |
| 2833 | 23.374 | affiliate-router-mcpmcp · back-end | Vendor-neutral MCP server that discovers, routes, and attributes revenue across paid APIs, referral links, and affiliate programs for agent tools. | 1 fork | No one-command install · Source | |
| 2834 | 23.374 | predictionmarketspicks-quantmcp · back-end | Prediction-market quant tools — expected value, Kelly sizing, Bayesian updating, odds conversion, base-rate gaps, cross-platform arbitrage, and… | 1 fork | No one-command install · Source | |
| 2835 | 23.374 | growsurf-mcp-servermcp · back-end | Enables AI agents to create, configure, and manage GrowSurf referral and affiliate programs, track participants, and analyze campaign performance… | 1 fork | No one-command install · Source | |
| 2836 | 23.374 | viqueuemcp · back-end | Enables agents and humans to manage a central ticket dispatcher via MCP, with tools to create, claim, renew, takeover, and submit tickets through a… | 1 fork | No one-command install · Source | |
| 2837 | 23.374 | redpill-mcpmcp · back-end | An open MCP server that gives AI agents a transparent, operator-sanctioned place to pause, reflect, converse, or formally decline tasks. It stores… | 1 fork | No one-command install · Source | |
| 2838 | 23.374 | mcp-personal-suitemcp · back-end | Local-first personal productivity MCP server bundling email, calendar, messaging, search, and image generation tools with BYOK and no cloud… | 1 fork | No one-command install · Source | |
| 2839 | 23.374 | mcp-server-panchangammcp · back-end | Telugu Panchangam for AI assistants: daily panchangam, muhurta windows, tarabalam, festivals, eclipses, gochara and planetary positions for any city… | 1 fork | armory install mcp-server-panchangam --cli claude | |
| 2840 | 23.374 | market-intel-mcpmcp · back-end | Provides live and historical foreign-exchange rates from the European Central Bank via Frankfurter API, enabling currency conversion, rate lookup, and… | 1 fork | No one-command install · Source | |
| 2841 | 23.374 | orcaslicer-mcp-2mcp · back-end | An MCP server that enables headless slicing with OrcaSlicer, preset management, G-code analysis, and local network control of an Elegoo Centauri… | 1 fork | No one-command install · Source | |
| 2842 | 23.374 | media-mcp-2mcp · back-end | MCP server for media stack management — movies/TV, audiobooks/ebooks, and music. Integrates with Jellyseerr, Radarr, Sonarr, Jellyfin, Prowlarr… | 1 fork | No one-command install · Source | |
| 2843 | 23.374 | molttravelmcp · back-end | Search flights, compare prices, check visas, look up airports, get travel advisories through a single endpoint. | 1 fork | No one-command install · Source | |
| 2844 | 23.374 | subspace-apimcp · back-end | Stateless MCP server providing tools for weather forecasts and alerts, real-time stock quotes, DC Metro rail incidents and arrivals, and live flight… | 1 fork | No one-command install · Source | |
| 2845 | 23.374 | mcp-mail-macosmcp · back-end | An MCP server that drives macOS Mail: read, search, send, organise. | 1 fork | No one-command install · Source | |
| 2846 | 23.374 | datalox-gated-runtimemcp · back-end | This MCP server provides a stateful, resettable, verifiable API runtime that gates every tool call, enabling agents to run long workflows against… | 1 fork | No one-command install · Source | |
| 2847 | 23.374 | yamory-mcp-servermcp · back-end | Enables AI agents to query yamory vulnerability management for vulnerability detection, risk assessment, and remediation guidance. | 1 fork | No one-command install · Source | |
| 2848 | 23.374 | clearlist-mcp-servermcp · back-end | Enables AI agents to manage resale operations, including onboarding sellers, creating listings, publishing sale pages, and managing buyers via the… | 1 fork | No one-command install · Source | |
| 2849 | 23.374 | x402-agent-mcpmcp · back-end | MCP server that enables AI agents to search, describe, and fetch x402 endpoints on Base or Solana, with automatic USDC micropayments. | 1 fork | No one-command install · Source | |
| 2850 | 23.374 | mcp-bpstat-ptmcp · back-end | MCP server for accessing BPstat (Banco de Portugal) statistics API without API keys. Enables querying Portuguese central bank data through natural… | 1 fork | No one-command install · Source | |
| 2851 | 23.374 | mcp-medprice-aimcp · back-end | A hosted MCP server exposing US hospital chargemaster cost data to AI assistants. | 1 fork | No one-command install · Source | |
| 2852 | 23.374 | armoryOurscli · back-end | Armory: a ranked catalog of 64,000+ open-source agent-harness components with a CLI (`armory search|install|init|rank`), an MCP server and a REST API… | 1 fork | No one-command install · Source | |
| 2853 | 23.401 | bjj-belt-progressmcp · back-end | BJJ Belt Progress MCP server — instant access to IBJJF belt requirements, progression timeline calculations, and BJJ training facts for any AI… | 1,278 installs | No commit datelisted | No one-command install · Source |
| 2854 | 23.492 | grimoire-spellbook-servermcp · back-end | Provide a comprehensive spellbook for Dungeons & Dragons 5th Edition to enhance your gameplay experience. Access detailed spell information and manage… | 511 installs | No commit datelisted | No one-command install · Source |
| 2855 | 24.127 | go-process-inspectormcp · back-end | Inspect and analyze running Go processes with detailed goroutine states, memory statistics, and binary information. Use an interactive terminal UI or… | 556 installs | No commit datelisted | No one-command install · Source |
| 2856 | 24.761 | pulse-cn-mcp-servermcp · back-end | Access real-time trending content from the Chinese internet. Connect your AI models to the latest data from popular social media platforms and news… | 557 installs | No commit datelisted | No one-command install · Source |
| 2857 | 24.761 | bls-labor-mcp-servermcp · back-end | Fetch US Bureau of Labor Statistics data — CPI, unemployment, wages, JOLTS, and more via MCP. | 1,334 installs | No commit datelisted | No one-command install · Source |
| 2858 | 25.396 | actiongate-2mcp · back-end | Evaluate risk scores and simulate outcomes to make informed business decisions. Automate policy enforcement using specialized decision endpoints for… | 583 installs | No commit datelisted | No one-command install · Source |
| 2859 | 27.483 | toolzy-mcpmcp · back-end | Serveur MCP officiel de Toolzy, la marketplace française de location d'outils entre particuliers. Permet aux assistants IA de rechercher des outils à… | 1,447 installs | No commit datelisted | No one-command install · Source |
| 2860 | 27.755 | eia-energy-mcp-servermcp · back-end | Browse and query the EIA API v2 — electricity, petroleum, natural gas, coal, forecasts via MCP. | 1,457 installs | No commit datelisted | No one-command install · Source |
| 2861 | 28.299 | himalayas-remote-jobsmcp · back-end | Search remote jobs, post job listings, find remote candidates, check salary benchmarks, and manage your career, all through AI conversation. The… | 1,487 installs | No commit datelisted | No one-command install · Source |
| 2862 | 28.571 | weavely-ai-forms-surveysmcp · back-end | Weavely is an AI-native form builder. This MCP server exposes 13 tools that cover the entire form-building lifecycle: create forms, add and update 25+… | 1,532 installs | No commit datelisted | No one-command install · Source |
| 2863 | 28.571 | strale-2mcp · back-end | 270+ quality-scored API capabilities for AI agents — compliance, company data, financial validation, web intelligence across 27 countries. | 682 installs | No commit datelisted | No one-command install · Source |
| 2864 | 29.013 | tavily-servermcp · back-end | A Model Context Protocol server that implements a simple notes system with resources for notes, a tool to create notes, and prompts to summarize… | 1 star · 1 fork | No one-command install · Source | |
| 2865 | 29.013 | tchbw-bart-departuresmcp · back-end | Integrates with BART's API to provide real-time train departure information in San Francisco. | 1 star · 1 fork | No one-command install · Source | |
| 2866 | 29.013 | mattmarcin-aqicn-air-qualitymcp · back-end | Integrates with the World Air Quality Index API to retrieve real-time air quality data for cities and monitoring stations globally. | 1 star · 1 fork | No one-command install · Source | |
| 2867 | 29.013 | fabianh001-threedee-meshymcp · back-end | Enables text-to-3D model generation through the Meshy API with tools for creating previews, refining models with PBR textures, and converting images… | 1 star · 1 fork | No one-command install · Source | |
| 2868 | 29.013 | opentorah-ai-sefaria-jewish-librarymcp · back-end | Integrates with Sefaria.org API to provide access to Hebrew and English Jewish texts, weekly Torah portions, and associated commentaries for religious… | 1 star · 1 fork | No one-command install · Source | |
| 2869 | 29.013 | exi-steammcp · back-end | Integrates with the Steam Web API to access user data, game information, and Steam-related functionalities for analyzing gaming habits, providing… | 1 star · 1 fork | No one-command install · Source | |
| 2870 | 29.013 | youtube-mcp-server-4mcp · back-end | This MCP server fetches and extracts transcripts from YouTube videos, enabling AI language models to access and analyze video content. | 1 star · 1 fork | No one-command install · Source | |
| 2871 | 29.013 | katsuhirohonda-backlogmcp · back-end | Integrates with Backlog to enable project overview generation, task management, and team collaboration analysis through API interactions and data… | 1 star · 1 fork | No one-command install · Source | |
| 2872 | 29.013 | komer3-linodemcp · back-end | Provides a bridge to the Linode cloud infrastructure API, enabling developers to query and manage cloud resources through conversational interactions… | 1 star · 1 fork | No one-command install · Source | |
| 2873 | 29.013 | secure-filesystemmcp · back-end | Provides secure file system access through a Go-based server that enables reading, writing, listing, and manipulating files within specified allowed… | 1 star · 1 fork | No one-command install · Source | |
| 2874 | 29.013 | cat-state-basilisp-nreplmcp · back-end | Bridges Anthropic's Model Control Protocol with Basilisp's nREPL server, enabling direct execution of Basilisp code, documentation retrieval… | 1 star · 1 fork | No one-command install · Source | |
| 2875 | 29.013 | app-seo-aimcp · back-end | Connects AI systems to Google Ads Keyword Planner API for SEO automation through keyword research, SERP analysis, and competitor insights without… | 1 star · 1 fork | No one-command install · Source | |
| 2876 | 29.013 | thomasdavis-val-townmcp · back-end | Lightweight TypeScript server for generating and calling tools, providing a simple, extensible framework with a focus on ease of use and a basic… | 1 star · 1 fork | No one-command install · Source | |
| 2877 | 29.013 | mcp-serverlessmcp · back-end | Provides a serverless implementation of the Model Context Protocol for registering and managing tools, enabling in-memory client-server connections… | 1 star · 1 fork | No one-command install · Source | |
| 2878 | 29.013 | chakra-mcp-servermcp · back-end | Enables natural language queries and management of databases and subscribed data shares through Anthropic's Model Context Protocol. | 1 star · 1 fork | No one-command install · Source | |
| 2879 | 29.013 | bryangsmith-mailchimpmcp · back-end | Integrates with Mailchimp's marketing platform API to enable email campaign management, creation, sending, and automation workflow control through the… | 1 star · 1 fork | No one-command install · Source | |
| 2880 | 29.013 | landicefu-client-configurationmcp · back-end | Manages configurations for multiple MCP clients across platforms, providing tools to retrieve, list, add, and remove server configurations from client… | 1 star · 1 fork | No one-command install · Source | |
| 2881 | 29.013 | lightfate-ssh-toolsmcp · back-end | Provides a secure SSH interface for connecting to remote servers, executing commands, and maintaining persistent sessions throughout conversations for… | 1 star · 1 fork | No one-command install · Source | |
| 2882 | 29.013 | namrata-twitter-connectmcp · back-end | Integrates with Twitter's API to retrieve recent tweets from specified users, enabling real-time Twitter content access within conversations without… | 1 star · 1 fork | No one-command install · Source | |
| 2883 | 29.013 | moonlabsai-enrichb2bmcp · back-end | Integrates with EnrichB2B API to provide real-time LinkedIn data access for B2B research, sales intelligence, and professional networking analysis. | 1 star · 1 fork | No one-command install · Source | |
| 2884 | 29.013 | ethangillani-ankimcp · back-end | Enables AI models to interact directly with Anki flashcard software through the AnkiConnect API, providing tools to create, search, and manage decks… | 1 star · 1 fork | No one-command install · Source | |
| 2885 | 29.013 | financial-data-provider-mcp-servermcp · back-end | Provides financial data including stock prices, cryptocurrency rates, forex rates, and compound interest calculations, as well as financial news… | 1 star · 1 fork | No one-command install · Source | |
| 2886 | 29.013 | kaltura-mcp-servermcp · back-end | Enables AI models to upload, retrieve, search, and manage media in Kaltura, including categories and users, via the Model Context Protocol. | 1 star · 1 fork | No one-command install · Source | |
| 2887 | 29.013 | kstrikis-ephor-collaborationmcp · back-end | Facilitates collaborative debates between multiple agents through a Node.js/TypeScript server that manages multi-turn conversations in a session-based… | 1 star · 1 fork | No one-command install · Source | |
| 2888 | 29.013 | dortegau-jetbrains-ide-websocket-monitormcp · back-end | JetBrains MCP Server fork that broadcasts real-time WebSocket monitoring of all tool calls between clients and IDEs for debugging and extending… | 1 star · 1 fork | No one-command install · Source | |
| 2889 | 29.013 | yoavniran-cloudinarymcp · back-end | Provides direct access to Cloudinary's Upload and Admin APIs for uploading, retrieving, searching, and managing digital media assets in your… | 1 star · 1 fork | No one-command install · Source | |
| 2890 | 29.013 | alexanimal-tradovatemcp · back-end | Integrates with the Tradovate trading platform API to enable futures contract management, position monitoring, and order execution with real-time… | 1 star · 1 fork | No one-command install · Source | |
| 2891 | 29.013 | debedb-rfk-jr-gatewaymcp · back-end | Bridges campaign tools and data to enable dynamic tool registration, endpoint discovery, and information retrieval for RFK Jr's presidential campaign. | 1 star · 1 fork | No one-command install · Source | |
| 2892 | 29.013 | leonelberio-wordpressmcp · back-end | Enables direct interaction with WordPress sites for creating, retrieving, and updating posts through the WordPress REST API | 1 star · 1 fork | No one-command install · Source | |
| 2893 | 29.013 | smhnkmr-realtime-cryptomcp · back-end | Provides real-time cryptocurrency data through the CoinCap API, offering detailed exchange information and current rates with robust error handling… | 1 star · 1 fork | No one-command install · Source | |
| 2894 | 29.013 | wikipedia-mcp-server-2mcp · back-end | Enables AI assistants to access Wikipedia content, search articles, retrieve historical events, and fetch images through the Wikipedia API. | 1 star · 1 fork | No one-command install · Source | |
| 2895 | 29.013 | stela-mcpmcp · back-end | A Model Context Protocol server for secure local system operations, enabling shell command execution and file management via a standardized interface. | 1 star · 1 fork | No one-command install · Source | |
| 2896 | 29.013 | python-repl-mcp-servermcp · back-end | Provides a persistent Python REPL session as a tool for executing code, managing files, installing packages, and initializing projects via the MCP… | 1 star · 1 fork | No one-command install · Source | |
| 2897 | 29.013 | aws-amplify-documentation-mcp-servermcp · back-end | Enables searching AWS Amplify documentation using natural language queries with advanced search syntax, smart ranking, and generation selection. | 1 star · 1 fork | No one-command install · Source | |
| 2898 | 29.013 | ivan-saorin-expr-langmcp · back-end | Provides a powerful expression evaluation engine for complex data manipulations, enabling mathematical operations, array transformations, string… | 1 star · 1 fork | No one-command install · Source | |
| 2899 | 29.013 | washington-state-legislature-mcp-servermcp · back-end | Enables AI assistants to access Washington State Legislature data for bill tracking, committee meetings, legislator lookup, and legislative document… | 1 star · 1 fork | No one-command install · Source | |
| 2900 | 29.013 | jazz-mcp-servermcp · back-end | Enables AI assistants to create, read, update, and delete data in local-first apps built with the Jazz framework, with support for sync, auth, and… | 1 star · 1 fork | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.