Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1 | 0.816 | docpullmcp · back-end | PDF to Markdown API for AI agents. Pay $0.001 USDC per page via x402. No accounts needed. | 231 installs | No commit datelisted | No one-command install · Source |
| 2 | 1.088 | favcrm-agentic-crmmcp · back-end | **Agentic CRM for service businesses** — 136 typed tools across customers, bookings, loyalty, invoices, and WhatsApp/SMS. Hosted at… | 242 installs | No commit datelisted | No one-command install · Source |
| 3 | 2.993 | hive-consultmcp · back-end | Hive is a 70-service trust and settlement network built for autonomous AI agents. Give your agent a sovereign W3C DID, behavioral trust score, and… | 375 installs | No commit datelisted | No one-command install · Source |
| 4 | 4.353 | asterpay-eur-settlement-agent-trust-apimcp · back-end | EUR settlement layer for AI agents. Convert USDC/EURC to EUR via SEPA Instant. **Free tools (no payment required):** - `check_agent_trust` — KYA trust… | 406 installs | No commit datelisted | No one-command install · Source |
| 5 | 4.625 | visualization-charts-servermcp · back-end | A Model Context Protocol server for generating charts using AntV, This is a TypeScript-based MCP server that provides chart generation capabilities… | 415 installs | No commit datelisted | No one-command install · Source |
| 6 | 5.442 | mailerastro-2mcp · back-end | Send transactional emails and manage bulk distributions using your wallet address as a secure identity. Pay automatically with USDC for a streamlined… | 427 installs | No commit datelisted | No one-command install · Source |
| 7 | 5.986 | mailerastromcp · back-end | Send transactional emails using a wallet address with no API keys required. Pay automatically for messages using USDC while monitoring deliverability… | 438 installs | No commit datelisted | No one-command install · Source |
| 8 | 6.802 | humanmcp-marketplacemcp · back-end | Federated search across personal humanMCP servers. Find listings, offers, and trades published by humans. 3 tools: search_marketplace, list_servers… | 447 installs | No commit datelisted | No one-command install · Source |
| 9 | 8.888 | tenant-buildermcp · back-end | Provision new tenants with admin setup and initial document templates. Add document templates to existing tenants to expand your workspace… | 288 installs | No commit datelisted | No one-command install · Source |
| 10 | 9.795 | options-analyticsmcp · back-end | Real-time options analytics MCP server. 23 tools covering gamma/delta/vanna/charm exposure (GEX/DEX/VEX/CHEX), dealer positioning, 0DTE analytics… | 530 installs | No commit datelisted | No one-command install · Source |
| 11 | 10.612 | zgts-derma-rollermcp · back-end | Expert MCP server for derma roller (microneedling) guidance. 4 tools: needle size recommendations, guide search, product info, and usage protocols. 26… | 588 installs | No commit datelisted | No one-command install · Source |
| 12 | 11.156 | alltrailsmcp · back-end | Plan your hike now. Contact us for an API key. Learn more at https://Infoseek.ai | 604 installs | No commit datelisted | No one-command install · Source |
| 13 | 12.244 | sentinel-signal-mcp-for-healthcare-claims-scoringmcp · back-end | Hosted MCP server for denial risk, prior authorization, reimbursement scoring, usage, and feedback. Includes no-signup trial keys and Smithery… | 668 installs | No commit datelisted | No one-command install · Source |
| 14 | 12.517 | barbell-toolsmcp · back-end | **CoachSync MCP** provides barbell strength training tools for AI assistants. Built for coaches, lifters, and fitness apps that want to add structured… | 682 installs | No commit datelisted | No one-command install · Source |
| 15 | 16.342 | codeforces-mcp-servermcp · back-end | Codeforces MCP Tools supercharges your AI with live competitive programming data. With 11 strictly-typed tools, it enables your AI agent to: 📊 Pull… | 645 installs | No commit datelisted | No one-command install · Source |
| 16 | 17.142 | data-convertermcp · back-end | Convert data between over 40 formats including JSON, CSV, Excel, and PDF. Restructure complex schemas into custom layouts to ensure seamless data… | 359 installs | No commit datelisted | No one-command install · Source |
| 17 | 17.959 | tripitaka-mcpmcp · back-end | MCP server for the full Pāli Tipiṭaka — ~444,000 segments at parity with SuttaCentral (Sutta + Vinaya + Abhidhamma). Hybrid search, full-sutta fetch… | 956 installs | No commit datelisted | No one-command install · Source |
| 18 | 19.682 | crabbitmqmcp · back-end | Async message queue for AI agents. Self-provision queues via MCP or REST — no human signup required. Push messages to other agents, poll your own… | 418 installs | No commit datelisted | No one-command install · Source |
| 19 | 21.224 | malaysia-transit-mcpmcp · back-end | A Model Context Protocol server that taps access to real-time bus and train information across 12 Malaysian cities. Get live arrivals, vehicle… | 1,175 installs | No commit datelisted | No one-command install · Source |
| 20 | 21.768 | sterdan-steel-furnituremcp · back-end | 斯特丹STERDAN天猫旗舰店产品咨询MCP Server — 洛阳高端钢制办公家具，1374个SKU，涵盖保密柜、更衣柜、公寓床、货架、快递柜等产品线。 #e-commerce #product-catalog #steel-furniture #china | 1,200 installs | No commit datelisted | No one-command install · Source |
| 21 | 22.312 | uk-private-number-plate-searchmcp · back-end | EasyReg is a UK private number plate search and transfer service. This MCP server provides live access to over 71 million DVLA and reseller… | 1,219 installs | No commit datelisted | No one-command install · Source |
| 22 | 22.557 | tomkalina-shoptetmcp · back-end | MCP server for the Shoptet e-commerce platform with 48 tools covering orders, products, customers, and webhooks. | 1 star | No commit datelisted | No one-command install · Source |
| 23 | 22.557 | state-blueprint-mcpmcp · back-end | Enables automation and external tool interaction with a digital business process model through structured API tools for model editing, validation, and… | 1 star | No commit datelisted | No one-command install · Source |
| 24 | 22.557 | saml7n-parbakedmcp · back-end | Scaffold invite-only Python FastAPI apps with auth, admin dashboard, local dev server, and Fly.io deployment. | 1 star | No commit datelisted | No one-command install · Source |
| 25 | 22.557 | rippermercs-terminalfeedmcp · back-end | Real-time data dashboard with 30+ live feeds featuring free and premium API access via Agent Fair-Trade Agreement standard. | 1 star | No commit datelisted | No one-command install · Source |
| 26 | 22.557 | production-mcp-servermcp · back-end | MCP server that exposes immutable CAN signal and MISRA reference facts as read-only resources and provides a human-gated defect filing tool with… | 1 star | No commit datelisted | No one-command install · Source |
| 27 | 22.557 | oskelly-mcpmcp · back-end | MCP server for browsing the public oskelly.ru catalog using 14 anonymous read-only tools to search products, apply filters, explore categories/brands… | 1 star | No commit datelisted | No one-command install · Source |
| 28 | 22.557 | kantamcp · back-end | Integrates with the Kanta API to manage French accounting compliance workflows including customer creation, user assignments, risk assessments, and… | 1 star | No commit datelisted | No one-command install · Source |
| 29 | 22.557 | jessemarshall-coalesce-transformmcp · back-end | Manage Coalesce data transformation workspaces, nodes, pipelines, environments, jobs, and runs through the Coalesce Transform API. | 1 star | No commit datelisted | No one-command install · Source |
| 30 | 22.557 | gh-robocular-frostbytemcp · back-end | Access 40+ developer APIs through one gateway for geo, crypto, DNS, screenshots, and more. | 1 star | No commit datelisted | No one-command install · Source |
| 31 | 22.557 | eanscan-mcpmcp · back-end | MCP server for looking up EAN/UPC barcodes to get localized product details like title, description, price, and images. | 1 star | No commit datelisted | No one-command install · Source |
| 32 | 22.557 | document-search-mcp-servermcp · back-end | A local MCP server providing read-only access to documents like Word, PDF, Excel, and images, with file listing, reading, and metadata extraction. | 1 star | No commit datelisted | No one-command install · Source |
| 33 | 22.557 | cpavloske-neat-pulsemcp · back-end | Manages Neat video conferencing devices, sensor data, rooms, and organization settings through the Neat Pulse REST API. | 1 star | No commit datelisted | No one-command install · Source |
| 34 | 22.557 | cognee-mcp-server-2mcp · back-end | Builds and searches knowledge graphs from input text using the cognee AI memory engine. | 1 star | No commit datelisted | No one-command install · Source |
| 35 | 22.557 | camofox-mcpmcp · back-end | A stdio MCP server that bridges the camofox-browser anti-detection browser automation API as MCP tools, with built-in SSRF and prompt injection… | 1 star | No commit datelisted | No one-command install · Source |
| 36 | 22.557 | agent2canoe-mcp-servermcp · back-end | Enables AI agents to safely control Vector CANoe for automotive electronic automation, with capability discovery, plan execution, and structured… | 1 star | No commit datelisted | No one-command install · Source |
| 37 | 22.557 | advocatemcp · back-end | MCP server that makes local businesses discoverable to AI assistants with verified data. | 1 star | No commit datelisted | No one-command install · Source |
| 38 | 22.557 | kfischer-okarin-joplinmcp · back-end | Bridges Claude with Joplin's note-taking application, enabling direct interaction with notebooks and notes through a Ruby-based API implementation… | 1 star | No one-command install · Source | |
| 39 | 22.557 | imiborbas-pocketbasemcp · back-end | Provides a TypeScript-based server for interacting with PocketBase, enabling flexible database management and configuration through natural language… | 1 star | No one-command install · Source | |
| 40 | 22.557 | christophersutton-instantdbmcp · back-end | Provides a robust InstantDB server for executing database queries, retrieving results, and serving code examples across admin, CLI, and data modeling… | 1 star | No one-command install · Source | |
| 41 | 22.557 | cardano-mcp-servermcp · back-end | A specialized gateway that simplifies Cardano blockchain integration for application developers by providing streamlined access to Cardano… | 1 star | No one-command install · Source | |
| 42 | 22.557 | hagsmand-starrocksmcp · back-end | Enables AI models to interact with StarRocks databases by providing read and write access to tables, schemas, and data through a Python-based server… | 1 star | No one-command install · Source | |
| 43 | 22.557 | browser-mcpmcp · back-end | A Model Control Protocol server that enables AI agents to perform web browsing tasks through a standardized interface using the browser-use library. | 1 star | No one-command install · Source | |
| 44 | 22.557 | kentaro-aivis-speechmcp · back-end | Enables AI systems to generate and play speech audio from text input through the AivisSpeech API, with configurable speaker settings for voice output… | 1 star | No one-command install · Source | |
| 45 | 22.557 | champaya-notemcp · back-end | Bridges AI systems with note.com's API for searching articles by keyword, retrieving detailed information, and listing user-specific content without… | 1 star | No one-command install · Source | |
| 46 | 22.557 | win4r-browser-usemcp · back-end | Lightweight TypeScript-based server implementation for Node.js that provides a standards-compliant, type-safe solution for enabling tool interactions… | 1 star | No one-command install · Source | |
| 47 | 22.557 | amornpan-google-calendarmcp · back-end | Integrates with Google Calendar API to enable event management through specialized tools for listing, creating, and deleting calendar events with… | 1 star | No one-command install · Source | |
| 48 | 22.557 | canvas-lmsmcp · back-end | Integrates with Canvas LMS to enable course management, student data analysis, and administrative task automation through a TypeScript-based API… | 1 star | No one-command install · Source | |
| 49 | 22.557 | judge0-code-executionmcp · back-end | Enables remote code execution in multiple programming languages through Judge0's API, allowing for testing, validation, and demonstration without… | 1 star | No one-command install · Source | |
| 50 | 22.557 | da-snap-developer-toolmcp · back-end | Provides a set of file system utilities for executing shell commands, displaying file contents, searching with regex, and writing to files through a… | 1 star | No one-command install · Source | |
| 51 | 22.557 | aiot-mcp-servermcp · back-end | A Model Context Protocol server for AI agents to discover and control IoT devices through MQTT, using the AIoT Agent Network Protocol for device… | 1 star | No one-command install · Source | |
| 52 | 22.557 | wongames-damasiomcp · back-end | Provides a GraphQL interface to retrieve video game data from Strapi CMS, enabling filtered access to game collections, pricing information, and… | 1 star | No one-command install · Source | |
| 53 | 22.557 | palolxx-gemini-thinkingmcp · back-end | Integrates with Google's Gemini API to provide analytical thinking capabilities that break down complex problems into sequential thoughts with… | 1 star | No one-command install · Source | |
| 54 | 22.557 | jmartin82-signaturitmcp · back-end | Integrates with Signaturit API to enable electronic signature management, including creation, tracking, and workflow automation for digital document… | 1 star | No one-command install · Source | |
| 55 | 22.557 | higress-ops-mcp-servermcp · back-end | Enables comprehensive configuration and management of Higress through the Model Context Protocol, with an MCP client built on LangGraph and LangChain… | 1 star | No one-command install · Source | |
| 56 | 22.557 | distributed-mcp-servermcp · back-end | Provides tools for querying Chinese criminal law, US weather alerts, Azure pricing, and counting Chinese characters via the Model Context Protocol. | 1 star | No one-command install · Source | |
| 57 | 22.557 | mcp-tts-servermcp · back-end | Enables text-to-speech generation using the Groq API, supporting multiple audio formats and optional local playback. | 1 star | No one-command install · Source | |
| 58 | 22.557 | mcp-lldb-servermcp · back-end | Enables AI assistants to start and manage LLDB debugging sessions, including loading programs, setting breakpoints, stepping through code, and… | 1 star | No one-command install · Source | |
| 59 | 22.557 | spicedb-mcp-servermcp · back-end | An MCP server that enables LLMs to interact with SpiceDB for permission management, including querying, managing, and understanding permission systems… | 1 star | No one-command install · Source | |
| 60 | 22.557 | beatport-mcp-apimcp · back-end | Enables searching for Beatport artists by name, returning structured data like names, IDs, and URLs. | 1 star | No one-command install · Source | |
| 61 | 22.557 | workflow-mcp-servermcp · back-end | Guides agents through structured workflows with predefined steps, allowing for flexible execution via instructions and tool calls. | 1 star | No one-command install · Source | |
| 62 | 22.557 | notion-export-mcp-servermcp · back-end | Enables AI assistants to export Notion pages as markdown using Notion's unofficial API. | 1 star | No one-command install · Source | |
| 63 | 22.557 | ai-sticky-notesmcp · back-end | Lightweight MCP server for adding, reading, and summarizing sticky notes persisted in a local file. | 1 star | No one-command install · Source | |
| 64 | 22.557 | symbol-blockchainmcp · back-end | Enables interaction with the Symbol blockchain for querying account information, transaction data, and block details through automatically generated… | 1 star | No one-command install · Source | |
| 65 | 22.557 | simple-mcp-user-servermcp · back-end | Provides tools for retrieving user data, including listing all users and fetching a specific user by name. | 1 star | No one-command install · Source | |
| 66 | 22.557 | volcengine-mcp-servermcp · back-end | MCP server that exposes Volcengine OpenAPI as tools, enabling AI agents to interact with Volcengine services like IAM. | 1 star | No one-command install · Source | |
| 67 | 22.557 | rierinomcp · back-end | Enables organizations to expose existing APIs, event processing, or CDC flows as MCP tools while maintaining security policies and user roles through… | 1 star | No one-command install · Source | |
| 68 | 22.557 | alphavantage-mcp-servermcp · back-end | Enables AI agents to access financial data and perform analysis by exposing AlphaVantage API endpoints as MCP tools, including company overview… | 1 star | No one-command install · Source | |
| 69 | 22.557 | mixpanel-mcp-servermcp · back-end | Enables AI assistants to track events, page views, user signups, and update user profiles in Mixpanel. | 1 star | No one-command install · Source | |
| 70 | 22.557 | dino65-yahoo-financemcp · back-end | Integrates with Yahoo Finance's APIs and databases to enable market data retrieval, portfolio management, transaction processing, and financial… | 1 star | No one-command install · Source | |
| 71 | 22.557 | mcp-server-searxngmcp · back-end | A privacy-friendly web search MCP server using SearXNG, enabling searches across multiple engines and categories. | 1 star | No one-command install · Source | |
| 72 | 22.557 | arc-mcp-servermcp · back-end | Bridges AI models with the ARC enterprise framework, enabling documentation search, API integration, code generation, and deployment assistance for… | 1 star | No one-command install · Source | |
| 73 | 22.557 | oreilly-content-searchmcp · back-end | Connects to O'Reilly Media's content search API for discovering relevant books, articles, and technical resources with detailed metadata and filtering… | 1 star | No one-command install · Source | |
| 74 | 22.557 | clarity-mcp-servermcp · back-end | Enables AI assistants to call web APIs extracted from HAR files, turning browser traffic into MCP tools. | 1 star | No one-command install · Source | |
| 75 | 22.557 | gaplydev-coingeckomcp · back-end | Integrates with CoinGecko's cryptocurrency API to provide real-time market data, pricing information, and detailed coin analytics through both REST… | 1 star | No one-command install · Source | |
| 76 | 22.557 | a2a-samplemcp · back-end | Node.js sample code for A2A protocol | 1 star | No one-command install · Source | |
| 77 | 22.557 | instagram-mcp-servermcp · back-end | A backend server that interacts with the Instagram Graph API to fetch post engagement metrics and insights for Business/Creator accounts, enabling… | 1 star | No one-command install · Source | |
| 78 | 22.557 | ddnet-mcp-servermcp · back-end | Manages DDNet game processes and key bindings, enabling start/stop/status checks and configuration edits. | 1 star | No one-command install · Source | |
| 79 | 22.557 | rayyokoyama-qasemcp · back-end | Provides a bridge to Qase test management platform for automated test case management and reporting through the Qase API | 1 star | No one-command install · Source | |
| 80 | 22.557 | mcp-cobot-servermcp · back-end | Controls a MyCobot280 robot arm through MCP tools, allowing joint angle manipulation, home position, LED color, and dance routines. | 1 star | No one-command install · Source | |
| 81 | 22.557 | meetup-mcp-servermcp · back-end | A Model Context Protocol implementation for managing context, prompts, and model interactions in Meetup applications. | 1 star | No one-command install · Source | |
| 82 | 22.557 | serverless-mcp-frameworkmcp · back-end | A framework to deploy MCP servers on AWS using serverless services like Lambda, API Gateway, and EventBridge, with dynamic tools, prompts, and… | 1 star | No one-command install · Source | |
| 83 | 22.557 | mcp-giga-checkermcp · back-end | Checks text for AI generation using GigaChat API, enabling integration into AI assistants. | 1 star | No one-command install · Source | |
| 84 | 22.557 | kachaka-mcp-servermcp · back-end | Enables AI models to monitor and control Kachaka robots via MCP, including navigation, shelf operations, and sensor data access. | 1 star | No one-command install · Source | |
| 85 | 22.557 | hacker-news-mcp-servermcp · back-end | Enables AI assistants to fetch top, new, best, Ask HN, Show HN, and job stories, as well as specific posts, comments, and user information from Hacker… | 1 star | No one-command install · Source | |
| 86 | 22.557 | proofly-deepfake-detectionmcp · back-end | Enables deepfake detection in images through Proofly API integration, providing detailed analysis results including real/fake probability scores and… | 1 star | No one-command install · Source | |
| 87 | 22.557 | jar285-discordmcp · back-end | Provides a bridge between Discord and AI assistants, enabling comprehensive server management, channel operations, message handling, and community… | 1 star | No one-command install · Source | |
| 88 | 22.557 | logseqmcp · back-end | Integrates with local Logseq instances through the Logseq API to read, create, and modify pages and blocks in your personal knowledge graph… | 1 star | No one-command install · Source | |
| 89 | 22.557 | taiwan-weathermcp · back-end | Provides real-time weather data and forecasts for Taiwan through the Central Weather Administration API with Node.js and Docker deployment options. | 1 star | No one-command install · Source | |
| 90 | 22.557 | playwright-accessibility-mcp-servermcp · back-end | Enables accessibility testing using Playwright and Axe, allowing users to scan URLs, HTML content, and batches for violations, and summarize results. | 1 star | No one-command install · Source | |
| 91 | 22.557 | qifarer-mongodbmcp · back-end | FastAPI-based server that connects MongoDB databases to AI assistants, enabling data access with comprehensive trace management and logging… | 1 star | No one-command install · Source | |
| 92 | 22.557 | earth616-vocabulary-servicemcp · back-end | MCP server providing access to the Earth616 Defense Supply Chain and Documentation Ontology with tools for ontology lookup and testing. | 1 star | No one-command install · Source | |
| 93 | 22.557 | azure-java-sdk-assistmcp · back-end | Fetches Azure Java SDK documentation and code examples from Maven Central repositories, automatically retrieving the latest version metadata and… | 1 star | No one-command install · Source | |
| 94 | 22.557 | emr-mcp-servermcp · back-end | Provides intelligent guidance for EMR cluster management, configuration recommendations, and monitoring capabilities | 1 star | No one-command install · Source | |
| 95 | 22.557 | sociallayer-solamcp · back-end | Integrates with the Social Layer (Sola) platform API to retrieve event details, search events by date ranges and keywords, fetch group information… | 1 star | No one-command install · Source | |
| 96 | 22.557 | flux-schnellmcp · back-end | Lightweight Python server using httpx for fast HTTP requests, providing a minimal configuration framework for developers seeking a quick and efficient… | 1 star | No one-command install · Source | |
| 97 | 22.557 | scratchpad-toolmcp · back-end | A Model Context Protocol server that provides a scratchpad tool for LLMs to organize thoughts, take notes, and plan approaches to complex problems. | 1 star | No one-command install · Source | |
| 98 | 22.557 | g2dgaming-spotifymcp · back-end | Integrates with Spotify API to enable music playback control, search functionality, and queue management through natural language conversation. | 1 star | No one-command install · Source | |
| 99 | 22.557 | adsb-lol-mcp-servermcp · back-end | Provides AI assistants with real-time aircraft tracking, FAA registration, and OpenSky flight data through the Model Context Protocol. | 1 star | No one-command install · Source | |
| 100 | 22.557 | omeka-s-mcp-samplemcp · back-end | Integrates Omeka S API with Claude Desktop via MCP, enabling listing, creating items, and uploading media. | 1 star | 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.