Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2901 | 29.013 | kwp-lab-fetchmcp · back-end | Fetches and converts web pages to markdown format with automatic image extraction and proxy support for accessing content through corporate networks… | 1 star · 1 fork | No one-command install · Source | |
| 2902 | 29.013 | mcp-everestmcp · back-end | An unofficial MCP server for Percona Everest that enables AI-powered interaction with database clusters, including listing, retrieving details… | 1 star · 1 fork | No one-command install · Source | |
| 2903 | 29.013 | quickchart-mcp-servermcp · back-end | Generates and downloads charts using QuickChart.io through Claude Desktop and other MCP clients. | 1 star · 1 fork | No one-command install · Source | |
| 2904 | 29.013 | simctl-mcp-servermcp · back-end | Provides structured access to iOS Simulator management via xcrun simctl commands, enabling device, app, media, and testing operations through natural… | 1 star · 1 fork | No one-command install · Source | |
| 2905 | 29.013 | pytest-mcp-servermcp · back-end | MCP server for debugging pytest failures, allowing users to register test failures, apply systematic debugging principles, and analyze failure… | 1 star · 1 fork | No one-command install · Source | |
| 2906 | 29.013 | customer-support-ticket-automation-mcp-servermcp · back-end | Enables AI-driven customer support ticket processing, including classification, response generation, and automated email sending and Google Sheets… | 1 star · 1 fork | No one-command install · Source | |
| 2907 | 29.013 | kelseyee-calculatormcp · back-end | Provides basic arithmetic operations including addition, subtraction, multiplication, and division through a simple Python-based server for… | 1 star · 1 fork | No one-command install · Source | |
| 2908 | 29.013 | kafka-mcp-servermcp · back-end | Enables interaction with Kafka clusters via MCP, supporting topic management (list, create, delete, inspect), connection initialization, and more… | 1 star · 1 fork | No one-command install · Source | |
| 2909 | 29.013 | alfresco-mcp-chatmcp · back-end | Turns hundreds of Alfresco MCP REST endpoints into a small set of tools for a local LLM, enabling natural language interaction with Alfresco while… | 1 star · 1 fork | No one-command install · Source | |
| 2910 | 29.013 | apple-notifier-mcpmcp · back-end | Enhanced MCP server for sending native macOS notifications with terminal-notifier, interactive dialogs, text-to-speech, screenshots, and file… | 1 star · 1 fork | No one-command install · Source | |
| 2911 | 29.013 | windows-calculator-mcp-servermcp · back-end | Connects Claude Desktop to Windows Calculator, enabling accurate mathematical calculations using Windows' native PowerShell calculation engine. | 1 star · 1 fork | No one-command install · Source | |
| 2912 | 29.013 | chrisurf-dalle3-image-generationmcp · back-end | Integrates with OpenAI's DALL-E 3 API to generate high-quality images with configurable size, quality, and style parameters, automatically saving… | 1 star · 1 fork | No one-command install · Source | |
| 2913 | 29.013 | base-dos-dados-mcpmcp · back-end | This MCP server provides AI-optimized access to Brazil's largest open data platform, Base dos Dados, enabling dataset search and direct BigQuery SQL… | 1 star · 1 fork | No one-command install · Source | |
| 2914 | 29.013 | t-rekttt-cgv-cinemamcp · back-end | Integrates with CGV Cinema's API to provide movie showtimes, cinema locations, and seat availability information for planning cinema outings through… | 1 star · 1 fork | No one-command install · Source | |
| 2915 | 29.013 | rbw-mcpmcp · back-end | MCP server that enables AI models to securely interact with a Bitwarden password manager vault via the rbw CLI. | 1 star · 1 fork | No one-command install · Source | |
| 2916 | 29.013 | document-image-extractor-mcpmcp · back-end | A Model Context Protocol (MCP) server that provides tools for extracting images from PDF and Word documents. | 1 star · 1 fork | No one-command install · Source | |
| 2917 | 29.013 | hk-housing-mcp-servermcp · back-end | Enables querying Hong Kong private storage statistics such as completions, stock, and vacancy data via a FastMCP interface, sourced from the Rating… | 1 star · 1 fork | No one-command install · Source | |
| 2918 | 29.013 | unstorage-mcp-servermcp · back-end | Enables key-value storage operations using multiple backends (memory, filesystem, redis, MongoDB, HTTP) via MCP tools like get, set, and list. | 1 star · 1 fork | No one-command install · Source | |
| 2919 | 29.013 | mcp-ping-servermcp · back-end | Enables Claude Desktop to perform network ping tests and internet connectivity checks. | 1 star · 1 fork | No one-command install · Source | |
| 2920 | 29.013 | feyod-mcp-servermcp · back-end | Enables natural language querying of Feyenoord football match data, converting questions to SQL queries and returning results. | 1 star · 1 fork | No one-command install · Source | |
| 2921 | 29.013 | skuvault-mcp-servermcp · back-end | Enables interaction with the SkuVault inventory management system API for product management, inventory control, warehouse operations, and analytics… | 1 star · 1 fork | No one-command install · Source | |
| 2922 | 29.013 | chrome-bookmark-mcp-servermcp · back-end | A Model Context Protocol (MCP) server implementation that provides seamless integration between Chrome bookmarks and AI assistants. This server… | 1 star · 1 fork | No one-command install · Source | |
| 2923 | 29.013 | danijeun-fanar-mcp-servermcp · back-end | A Model Context Protocol server for Fanar API tools: Islamic RAG, image generation, and translation. | 1 star · 1 fork | No one-command install · Source | |
| 2924 | 29.013 | comics-mcpmcp · back-end | Model Context Protocol server for comic data sources with plugin architecture, enabling character information retrieval from Comic Vine API. | 1 star · 1 fork | No one-command install · Source | |
| 2925 | 29.013 | qianjue-cn-random-orgmcp · back-end | Integrates with Random.org's API to generate cryptographically secure random data using atmospheric noise for applications requiring true randomness… | 1 star · 1 fork | No one-command install · Source | |
| 2926 | 29.013 | gcp-diagram-mcp-servermcp · back-end | Enables generating GCP architecture, sequence, flow, and class diagrams using natural language or Python code via the diagrams library. | 1 star · 1 fork | No one-command install · Source | |
| 2927 | 29.013 | burkeholland-vscode-button-generatormcp · back-end | Generates VS Code install buttons and markdown badges for MCP servers and GitHub Copilot extensions, providing one-click installation experiences… | 1 star · 1 fork | No one-command install · Source | |
| 2928 | 29.013 | gdrive-mcpmcp · back-end | A Model Context Protocol (MCP) server that provides AI assistants with secure access to your Google Docs. | 1 star · 1 fork | No one-command install · Source | |
| 2929 | 29.013 | inventorysystem-mcp-servermcp · back-end | A Python MCP server that connects to an Inventory Management System, providing 15 tools for CRUD operations on users, inventory items, and bills. | 1 star · 1 fork | No one-command install · Source | |
| 2930 | 29.013 | mcp-vps-managermcp · back-end | Enables LLMs to securely manage Virtual Private Servers via SSH, with features including command execution, file operations, system monitoring, and… | 1 star · 1 fork | No one-command install · Source | |
| 2931 | 29.013 | trendy-post-xiaohongshumcp · back-end | Transforms screenshot images into trending Xiaohongshu social media posts by extracting text content through OCR and generating culturally appropriate… | 1 star · 1 fork | No one-command install · Source | |
| 2932 | 29.013 | product-mcp-servermcp · back-end | Enables natural language product management (CRUD) with multiple classification methods, including LLM-based and fast ML classifiers, for product… | 1 star · 1 fork | No one-command install · Source | |
| 2933 | 29.013 | spider-cloud-mcp-servermcp · back-end | Enables AI assistants to scrape, crawl, search, and extract data from websites via the Spider Cloud API, with anti-bot bypass and JavaScript… | 1 star · 1 fork | No one-command install · Source | |
| 2934 | 29.013 | lnfi-network-rgb-lightningmcp · back-end | Integrates with RGB Lightning Node APIs to provide Bitcoin Layer 2 asset management, Lightning Network operations, on-chain transactions, and asset… | 1 star · 1 fork | No one-command install · Source | |
| 2935 | 29.013 | mcp-n8nmcp · back-end | MCP server for integrating with n8n, enabling workflow automation and management through natural language. | 1 star · 1 fork | No one-command install · Source | |
| 2936 | 29.013 | pubmed-enhanced-search-mcp-servermcp · back-end | A Model Content Protocol server that provides enhanced tools to search and retrieve academic papers from PubMed, with features including MeSH term… | 1 star · 1 fork | No one-command install · Source | |
| 2937 | 29.013 | sendgrid-mcp-servermcp · back-end | Enables AI models to send emails, manage contacts, and interact with SendGrid's email platform via MCP. | 1 star · 1 fork | No one-command install · Source | |
| 2938 | 29.013 | mail-mcpmcp · back-end | An MCP server for email operations supporting IMAP and SMTP protocols, enabling sending, receiving, searching, and managing emails with attachments. | 1 star · 1 fork | No one-command install · Source | |
| 2939 | 29.013 | monad-mcp-servermcp · back-end | Enables interaction with the Monad Testnet blockchain, including reading block data, balances, transactions, and token operations via natural… | 1 star · 1 fork | No one-command install · Source | |
| 2940 | 29.013 | volatility-mcp-servermcp · back-end | Enables automated memory forensics analysis using Volatility 3, supporting Windows, Linux, and macOS memory dumps through a modular plugin interface. | 1 star · 1 fork | No one-command install · Source | |
| 2941 | 29.013 | filipkrayem-ai-consultantmcp · back-end | Integrates with OpenRouter's API to provide AI consultation capabilities across multiple models with intelligent model selection, conversation history… | 1 star · 1 fork | No one-command install · Source | |
| 2942 | 29.013 | tool4lmmcp · back-end | Provides local research toolkit with web search, document processing, academic databases, and mathematical computation without requiring external API… | 1 star · 1 fork | No one-command install · Source | |
| 2943 | 29.013 | berrydev-gojqmcp · back-end | Executes jq filters on JSON files with validation and error handling for data analysis, API response processing, and configuration file manipulation | 1 star · 1 fork | No one-command install · Source | |
| 2944 | 29.013 | ayon1997-health-remindermcp · back-end | Provides automated desktop notifications for wellness activities like water intake, posture breaks, and eye rest with configurable reminder intervals… | 1 star · 1 fork | No one-command install · Source | |
| 2945 | 29.013 | transmission-mcpmcp · back-end | MCP server for managing Transmission BitTorrent client. Provides tools to add, remove, monitor, and control torrents, as well as configure session… | 1 star · 1 fork | No one-command install · Source | |
| 2946 | 29.013 | fabien-desablens-google-searchmcp · back-end | Integrates with Google's Custom Search API using automatic key rotation and quota management to provide high-volume web search capabilities with… | 1 star · 1 fork | No one-command install · Source | |
| 2947 | 29.013 | realtimex-cli-mcpsmcp · back-end | Enables running arbitrary CLI tools as MCP server tools, configured via environment variables. | 1 star · 1 fork | No one-command install · Source | |
| 2948 | 29.013 | datalastic-mcpmcp · back-end | MCP server that enables AI assistants to access real-time vessel tracking, port information, and maritime data through the Datalastic Marine AIS Data… | 1 star · 1 fork | No one-command install · Source | |
| 2949 | 29.013 | dependency-mcp-servermcp · back-end | A Model Context Protocol server for checking package versions and metadata across multiple package managers including npm, PyPI, Maven, NuGet… | 1 star · 1 fork | No one-command install · Source | |
| 2950 | 29.013 | quip-mcp-server-typescriptmcp · back-end | A Model Context Protocol (MCP) server for interacting with Quip spreadsheets. It provides tools to read spreadsheet data from Quip documents and… | 1 star · 1 fork | No one-command install · Source | |
| 2951 | 29.013 | amazon-q-cli-mcp-servermcp · back-end | Wraps the Amazon Q CLI to enable MCP hosts to interact with Amazon Q's AI capabilities for chat, command translation, and status checks. | 1 star · 1 fork | No one-command install · Source | |
| 2952 | 29.013 | openwrt-mcp-controllermcp · back-end | Enables management and control of OpenWrt devices via a simple API, including reboot, status checks, log reading, and LED control. | 1 star · 1 fork | No one-command install · Source | |
| 2953 | 29.013 | netadx-ai-core-mcp-api-boilerplatemcp · back-end | A minimal, production-ready MCP server boilerplate for building AI-powered backend services with TypeScript, MongoDB, and JWT authentication. | 1 star · 1 fork | No one-command install · Source | |
| 2954 | 29.013 | kingdee-search-servermcp · back-end | 搜索金蝶开发者社区知识库的 MCP 服务器，支持根据关键字检索并返回结果表格。 | 1 star · 1 fork | No one-command install · Source | |
| 2955 | 29.013 | croit-cephmcp · back-end | Integrates with Croit platform's OpenAPI to dynamically generate tools for Ceph cluster management operations including storage administration… | 1 star · 1 fork | No one-command install · Source | |
| 2956 | 29.013 | chrome-browser-automation-mcp-servermcp · back-end | Enables AI assistants to control Chrome browser for tab management, content extraction, and browser interactions via REST API. | 1 star · 1 fork | No one-command install · Source | |
| 2957 | 29.013 | mcp-ignite-servermcp · back-end | Provides access to Microsoft Ignite 2025 conference data including sessions, speakers, personal schedule, and favorites via 7 MCP tools with smart… | 1 star · 1 fork | No one-command install · Source | |
| 2958 | 29.013 | kukapay-bybit-announcementsmcp · back-end | Integrates with Bybit's public announcements API to retrieve cryptocurrency exchange announcements with filtering by locale, type, and tag, supporting… | 1 star · 1 fork | No one-command install · Source | |
| 2959 | 29.013 | jmeter-mcp-servermcp · back-end | A powerful MCP server for automated JMeter test generation and execution with Docker integration and comprehensive performance analysis. | 1 star · 1 fork | No one-command install · Source | |
| 2960 | 29.013 | void-mcp-filesystem-servermcp · back-end | A secure, sandboxed MCP server that provides Void Editor with safe filesystem access, enabling AI to create, read, modify, and delete files with… | 1 star · 1 fork | No one-command install · Source | |
| 2961 | 29.013 | pavel-bc-blockchain-querymcp · back-end | Integrates with Blockchain.com's Data and Query APIs to enable Bitcoin blockchain data retrieval, analysis, and market monitoring for cryptocurrency… | 1 star · 1 fork | No one-command install · Source | |
| 2962 | 29.013 | ilspy-mcp-servermcp · back-end | Exposes all major ILSpy CLI features as separate MCP tools for decompiling .NET assemblies, enabling automated end-to-end processing and structured… | 1 star · 1 fork | No one-command install · Source | |
| 2963 | 29.013 | rdrs-mcp-servermcp · back-end | Enables natural language interaction with Rocket Data Replicate and Sync (RDRS) through AI assistants. Supports management of agents, data sources… | 1 star · 1 fork | No one-command install · Source | |
| 2964 | 29.013 | watchdealer-pavel-watchbasemcp · back-end | Integrates with WatchBase Data Feed API to provide structured access to comprehensive watch metadata including brands, collections, reference numbers… | 1 star · 1 fork | No one-command install · Source | |
| 2965 | 29.013 | realtime-register-mcpmcp · back-end | An MCP server for domain management, enabling domain availability checks, bulk domain checks, and API connectivity testing through the… | 1 star · 1 fork | No one-command install · Source | |
| 2966 | 29.013 | mcp-makefile-servermcp · back-end | Exposes Makefile targets as MCP tools, allowing AI agents to execute project automation tasks like build, test, and deploy through natural language. | 1 star · 1 fork | No one-command install · Source | |
| 2967 | 29.013 | creatomate-mcp-servermcp · back-end | An MCP server that interfaces with the Creatomate API, turning LLMs into autonomous motion designers that can generate social media videos, ads, and… | 1 star · 1 fork | No one-command install · Source | |
| 2968 | 29.013 | krisk248-obsidian-notesmcp · back-end | Integrates with Obsidian vaults through the Local REST API plugin for reading, creating, updating, and searching notes with comprehensive note… | 1 star · 1 fork | No one-command install · Source | |
| 2969 | 29.013 | sourcegraph-mcpmcp · back-end | MCP server for searching code via SourceGraph's GraphQL API, enabling fast symbol and text search across local or cloud SourceGraph instances. | 1 star · 1 fork | No one-command install · Source | |
| 2970 | 29.013 | anti-searchmcp · back-end | MCP server for web search and URL reading via CLIProxyAPI Antigravity backend, enabling web search, URL content retrieval, and grounded research. | 1 star · 1 fork | No one-command install · Source | |
| 2971 | 29.013 | tfl-mcp-server-for-pokemcp · back-end | Enables AI assistants to access real-time Transport for London data, including tube/bus arrivals, line status, journey planning, and disruptions. | 1 star · 1 fork | No one-command install · Source | |
| 2972 | 29.013 | rope-mcp-servermcp · back-end | Provides Python refactoring capabilities via the Rope library, enabling AI agents to perform safe, project-wide code transformations such as renaming… | 1 star · 1 fork | No one-command install · Source | |
| 2973 | 29.013 | multimodal-mcp-servermcp · back-end | Enables MCP-compatible clients to leverage OpenAI's multimodal capabilities (vision, image generation, speech-to-text, text-to-speech) through… | 1 star · 1 fork | No one-command install · Source | |
| 2974 | 29.013 | worker-mcpmcp · back-end | A high-performance MCP server for Cloudflare Workers/Pages with a web dashboard and built-in tools including web search, URL reading, and structured… | 1 star · 1 fork | No one-command install · Source | |
| 2975 | 29.013 | research-mcp-servermcp · back-end | Enables searching and managing academic papers from arXiv with tools, resources, and prompt templates for literature review. | 1 star · 1 fork | No one-command install · Source | |
| 2976 | 29.013 | notion-enhancedmcp · back-end | Enhanced Notion MCP server supporting all 24 property types, auto-pagination, block operations, and markdown conversion for database and page… | 1 star · 1 fork | No one-command install · Source | |
| 2977 | 29.013 | appsai-mcp-servermcp · back-end | Enables AI agents to build, deploy, and manage full-stack applications on AppsAI's platform, with tools for project management, backend/frontend… | 1 star · 1 fork | No one-command install · Source | |
| 2978 | 29.013 | focalboard-mcp-servermcp · back-end | Enables AI assistants to manage Focalboard boards and blocks through the Model Context Protocol, supporting both Stdio and HTTP transport modes. | 1 star · 1 fork | No one-command install · Source | |
| 2979 | 29.013 | mcp-iconikmcp · back-end | MCP server providing tools for the Iconik media asset management API. Supports assets, collections, search, metadata, jobs, users, groups, and more… | 1 star · 1 fork | No one-command install · Source | |
| 2980 | 29.013 | gravitas-core-mcpmcp · back-end | Production-grade, autonomous Model Context Protocol (MCP) server that elevates AI models from stateless code generators into persistent… | 1 star · 1 fork | No one-command install · Source | |
| 2981 | 29.013 | mcp-server-tuyamcp · back-end | Enables AI assistants to control Tuya/Smart Life smart home devices via tools like on/off, brightness, color, and custom commands. | 1 star · 1 fork | No one-command install · Source | |
| 2982 | 29.013 | osc-mcp-servermcp · back-end | MCP server for controlling Behringer X-Air digital mixers via OSC, with symbolic naming and dB-to-float conversion. | 1 star · 1 fork | No one-command install · Source | |
| 2983 | 29.013 | mcp-server-pdfnoodlemcp · back-end | Enables AI assistants to generate PDF documents from templates or raw HTML using natural language, with tools for template creation, PDF generation… | 1 star · 1 fork | No one-command install · Source | |
| 2984 | 29.013 | openkrx-mcp-servermcp · back-end | Provides Korean Exchange (KRX) Open API data as MCP tools, supporting 31 APIs for indices, stocks, ETP, bonds, derivatives, commodities, and ESG. | 1 star · 1 fork | No one-command install · Source | |
| 2985 | 29.013 | iotlodge-mcpfarmmcp · back-end | Centralized gateway that aggregates multiple MCP servers into a single endpoint with Docker-managed containers, auto-discovery, authentication, rate… | 1 star · 1 fork | No one-command install · Source | |
| 2986 | 29.013 | mcp-ynabmcp · back-end | FastMCP server that exposes the YNAB API for budget management, enabling interaction with YNAB data through MCP tools. | 1 star · 1 fork | No one-command install · Source | |
| 2987 | 29.013 | fizzy-mcpmcp · back-end | MCP server for Fizzy (Kanban tool by 37signals) that enables AI assistants to read and manage boards, cards, columns, tags, comments, and more. | 1 star · 1 fork | No one-command install · Source | |
| 2988 | 29.013 | evolution-mcpmcp · back-end | MCP server for GNOME Evolution that enables calendar and email operations such as listing calendars/events, sending emails, and searching messages… | 1 star · 1 fork | No one-command install · Source | |
| 2989 | 29.013 | rchanllc-joltsmsmcp · back-end | SMS messaging tools for sending, receiving, and managing text messages via JoltSMS API. | 1 star · 1 fork | No one-command install · Source | |
| 2990 | 29.013 | wasabi-wacm-connect-mcpmcp · back-end | MCP server for the Wasabi WACM Connect API, enabling management of account hierarchy, storage, and billing data through Claude with 18 read-only and… | 1 star · 1 fork | No one-command install · Source | |
| 2991 | 29.013 | mcp-otobomcp · back-end | MCP server for Otobo ITSM enabling AI assistants to search, create, update, and manage tickets via the Generic Interface REST API. | 1 star · 1 fork | No one-command install · Source | |
| 2992 | 29.013 | cellosaurus-mcp-servermcp · back-end | Enables searching and retrieving detailed information about cell lines from the Cellosaurus knowledge resource, including disease associations, tissue… | 1 star · 1 fork | No one-command install · Source | |
| 2993 | 29.013 | leonardo-ai-mcp-servermcp · back-end | Integrates Leonardo AI image generation capabilities into MCP-compatible clients like Cursor, Claude Desktop, and VS Code, allowing natural language… | 1 star · 1 fork | No one-command install · Source | |
| 2994 | 29.013 | webfetch-camouflagemcp · back-end | MCP server for fetching web content with browser fingerprint camouflage, converting HTML to clean Markdown to bypass bot detection. | 1 star · 1 fork | No one-command install · Source | |
| 2995 | 29.013 | w3ship-w3ledger-mcp-servermcp · back-end | Self-verifying ledger MCP server with dual-signed transactions, gift cards, sponsor cards, and W3SH loyalty tiers. Supports EVM, ML-DSA-65, and… | 1 star · 1 fork | No one-command install · Source | |
| 2996 | 29.013 | mcp-ssh-toolmcp · back-end | A Model Context Protocol (MCP) SSH client server that provides autonomous SSH operations for GitHub Copilot and VS Code. Enable natural language SSH… | 1 star · 1 fork | No one-command install · Source | |
| 2997 | 29.013 | outlook-mcp-3mcp · back-end | MCP server for Outlook — enables AI assistants to access email, contacts, and calendars via Windows COM interface. | 1 star · 1 fork | No one-command install · Source | |
| 2998 | 29.013 | betrusty-mcp-servermcp · back-end | Enables to calculate property prices and check availability via BeTrusty API, supporting MCP-compatible clients like Claude Desktop and Cursor. | 1 star · 1 fork | No one-command install · Source | |
| 2999 | 29.013 | markly-mcp-servermcp · back-end | Enables AI agents to add text or logo watermarks to images via URL, batch watermark up to 20 images, and check usage, with a free tier available. | 1 star · 1 fork | No one-command install · Source | |
| 3000 | 29.013 | marklymcp · back-end | Add text or logo watermarks to images via the Markly.cloud API with batch support. | 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.