Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3001 | 62.994 | cloudflare-api-mcpmcp · back-end | Enables AI agents to interact with the Cloudflare REST API for managing DNS records, zones, and other Cloudflare resources. | 10 forks | No one-command install · Source | |
| 3002 | 62.857 | openfda-mcp-server-2mcp · back-end | Query FDA data on drugs, food, devices, and recalls via openFDA. STDIO or Streamable HTTP. | 5,001 installs | No commit datelisted | No one-command install · Source |
| 3003 | 62.472 | vastlintmcp · back-end | VAST XML validator MCP server that checks video ad tags against IAB VAST 2.0–4.3 specifications with 108 validation rules. | 18 stars | No one-command install · Source | |
| 3004 | 62.312 | xpozmcp · back-end | Social media intelligence for AI agents: search and analyze Twitter/X, Instagram, Reddit, and TikTok through natural language. Billions of posts… | 4,846 installs | No commit datelisted | No one-command install · Source |
| 3005 | 62.111 | workflows-mcpmcp · back-end | Run YAML workflows as MCP tools so agents can automate real tasks with one server. | 7 stars · 3 forks | No one-command install · Source | |
| 3005 | 62.111 | horizonmcp · back-end | An MCP server that connects AI assistants to university D2L Brightspace and Piazza, enabling query of courses, grades, assignments, deadlines, files… | 7 stars · 3 forks | No one-command install · Source | |
| 3005 | 62.111 | job-search-mcpmcp · back-end | MCP server that exposes job search data from multiple boards, enabling clients to query and manage job listings via natural language. | 7 stars · 3 forks | No one-command install · Source | |
| 3005 | 62.111 | spranab-truenasmcp · back-end | MCP server for managing TrueNAS storage systems, enabling AI assistants to monitor and control NAS devices and datasets. | 7 stars · 3 forks | No one-command install · Source | |
| 3005 | 62.111 | ninjatrader-8-mcp-servermcp · back-end | Enables Claude Code to directly access NinjaTrader 8 accounts, positions, orders, market data, charts, and strategy management through a NinjaScript… | 7 stars · 3 forks | No one-command install · Source | |
| 3005 | 62.111 | wechat-fastbridgemcp · back-end | Local macOS MCP server for verified WeChat reading, sending, media, and token-efficient allowlisted monitoring. Its Docker image supports registry… | 7 stars · 3 forks | No one-command install · Source | |
| 3005 | 62.111 | ai-repo-adventures-mcpmcp · back-end | Transforms code repositories into interactive, themed adventures for exploration and learning through a Model Context Protocol server. | 7 stars · 3 forks | No one-command install · Source | |
| 3005 | 62.111 | mcp-state-sidecar-servermcp · back-end | An MCP-native state sidecar that externalises workflow state for distributed agent deployments. | 7 stars · 3 forks | No one-command install · Source | |
| 3005 | 62.111 | webull-mcp-servermcp · back-endalso listed as webull-openapi-mcp | Connects to Webull's trading platform with tools for market data, order management, and account operations across stocks, futures, crypto, and… | 7 stars · 3 forks | No one-command install · Source | |
| 3005 | 62.111 | 404f0x-google-colabmcp · back-end | MCP server for controlling Google Colab with notebook editing, runtime connection, shell commands, file operations, and GPU monitoring. | 7 stars · 3 forks | No one-command install · Source | |
| 3005 | 62.111 | aigroup-market-mcpmcp · back-end | A financial data MCP server providing stock, fund, macroeconomic, and news queries through Tushare and Baidu News. | 7 stars · 3 forks | No one-command install · Source | |
| 3005 | 62.111 | mkidawa-friscomcp · back-end | MCP server for frisco.pl Polish online grocery store with product search, cart management, and nutritional information. | 7 stars · 3 forks | No one-command install · Source | |
| 3005 | 62.111 | boostcamp-mcp-servermcp · back-end | Integrates with the Boostcamp fitness platform to provide access to training history, workout programs, custom exercises, and analytics through… | 7 stars · 3 forks | No one-command install · Source | |
| 3005 | 62.111 | repo-graphrag-mcpmcp · back-end | An MCP server that builds a knowledge graph from code and text documents, enabling Q\&A and implementation planning via tools like graph_create… | 7 stars · 3 forks | No one-command install · Source | |
| 3005 | 62.111 | michael98671-agentbaymcp · back-end | Provides serverless cloud infrastructure for AI agents. | 7 stars · 3 forks | No one-command install · Source | |
| 3005 | 62.111 | web-auditmcp · back-end | Provides web-based security audit capabilities for Node.js projects by scanning package.json files, running npm audit commands, and generating… | 7 stars · 3 forks | No one-command install · Source | |
| 3005 | 62.111 | anime-js-mcp-servermcp · back-end | Provides AI assistants with comprehensive access to the Anime.js animation library, including API coverage, documentation, examples, and performance… | 7 stars · 3 forks | No one-command install · Source | |
| 3005 | 62.111 | ibmi-mcp-servermcp · back-end | An MCP server that enables AI assistants to interact with IBM i AS/400 source members for source code management, compilation, and development… | 7 stars · 3 forks | No one-command install · Source | |
| 3005 | 62.111 | bluesky-mcpmcp · back-end | A Model Context Protocol (MCP) server for Bluesky that can post on your behalf by using the AT Protocol. | 7 stars · 3 forks | No one-command install · Source | |
| 3005 | 62.111 | stackoverflow-mcp-servermcp · back-end | Enables AI assistants to search and access Stack Overflow content, including questions, answers, and error solutions. | 7 stars · 3 forks | No one-command install · Source | |
| 3005 | 62.111 | nexus-mcp-servermcp · back-end | Enables AI agents to interact with the Nexus blockchain, providing tools for querying blockchain data, smart contract calls, transaction submission… | 7 stars · 3 forks | No one-command install · Source | |
| 3005 | 62.111 | timing-mcp-servermcp · back-end | This MCP server enables AI assistants to interact with the Timing application for managing time tracking and tasks, including project and time entry… | 7 stars · 3 forks | No one-command install · Source | |
| 3005 | 62.111 | jaceromri-openapi-proxymcp · back-end | Transforms OpenAPI specifications into MCP tools, enabling AI assistants to interact with existing REST APIs without custom implementations for each… | 7 stars · 3 forks | No one-command install · Source | |
| 3005 | 62.111 | arodoid-fastlymcp · back-end | Enables management of Fastly CDN services through authenticated API requests and CLI commands for DevOps teams using natural language interactions. | 7 stars · 3 forks | No one-command install · Source | |
| 3005 | 62.111 | matter-mcp-servermcp · back-end | Enables AI assistants to directly interact with Matter devices and protocol operations, including device commissioning, attribute read/write… | 7 stars · 3 forks | No one-command install · Source | |
| 3005 | 62.111 | piddlingtuna-tfnsw-realtime-alertsmcp · back-end | Integrates with Transport for NSW's Realtime Alerts API to retrieve, filter, and summarize up-to-date public transport disruptions and alerts across… | 7 stars · 3 forks | No one-command install · Source | |
| 3032 | 62.046 | mcp-server-rtmcp · back-end | Connects AI assistants to a Request Tracker (RT) instance, enabling natural language ticket search, creation, updates, and queue management via the… | 8 stars · 2 forks | No one-command install · Source | |
| 3032 | 62.046 | davidmosiah-wellness-nourishmcp · back-endalso listed as wellness-nourish | Local-first nutrition MCP server for food search, barcode lookup, meal logging, hydration tracking, and dietary goal management. | 8 stars · 2 forks | No one-command install · Source | |
| 3032 | 62.046 | servicenow-mcp-aimcp · back-end | An MCP server that enables running commands against a ServiceNow instance via its REST APIs, including Table, Aggregate, Attachment, Import Set… | 8 stars · 2 forks | No one-command install · Source | |
| 3032 | 62.046 | dimitrovakulenko-dwgmcp · back-end | MCP server for inspecting AutoCAD DWG files, providing read-only access to drawing contents as queryable objects. | 8 stars · 2 forks | No one-command install · Source | |
| 3032 | 62.046 | simap-mcp-servermcp · back-end | Enables AI assistants to search and view public tenders from Switzerland's simap.ch platform. | 8 stars · 2 forks | No one-command install · Source | |
| 3032 | 62.046 | jamfmcpmcp · back-end | An async MCP server for Jamf Pro integration, providing AI assistants with tools for computer health analysis, inventory management, and policy… | 8 stars · 2 forks | No one-command install · Source | |
| 3032 | 62.046 | 3akhp-prtsmcp · back-end | Access Arknights game data via the PRTS Wiki API, including operator profiles, voice lines, story events, and wiki articles. | 8 stars · 2 forks | No one-command install · Source | |
| 3032 | 62.046 | snowstorm-mcp-servermcp · back-end | Enables AI assistants to look up, search, validate, navigate hierarchies, and expand value sets for SNOMED CT clinical terminology through the Model… | 8 stars · 2 forks | No one-command install · Source | |
| 3032 | 62.046 | halo-gemma-by-googlemcp · back-end | An MCP server providing AI-powered cybersecurity, penetration testing, reconnaissance, vulnerability assessment, and security automation tools through… | 8 stars · 2 forks | No one-command install · Source | |
| 3032 | 62.046 | tincel-mcp-servermcp · back-end | Enables human-like non-fiction authoring by training custom voices, applying tone presets, auditing drafts for AI tells, and managing dictionaries… | 8 stars · 2 forks | No one-command install · Source | |
| 3032 | 62.046 | dorukardahan-twitterapi-docsmcp · back-end | Offline access to TwitterAPI.io API documentation with fuzzy search across 54 endpoints, guides, and pricing details | 8 stars · 2 forks | No one-command install · Source | |
| 3032 | 62.046 | itr-mcpmcp · back-end | Local-first MCP server for Indian income tax computation, enabling users to compute taxes, compare regimes, plan advance tax, and parse Form 26AS… | 8 stars · 2 forks | No one-command install · Source | |
| 3032 | 62.046 | pbpk-mcp-servermcp · back-end | Public MCP endpoint for physiologically based pharmacokinetic (PBPK) simulation, qualification, and dossier export. | 8 stars · 2 forks | No one-command install · Source | |
| 3032 | 62.046 | ianaleck-harvest-mcp-servermcp · back-end | Harvest time tracking integration with 40+ tools for managing time entries, projects, clients, tasks, and generating time reports via the Harvest API… | 8 stars · 2 forks | No one-command install · Source | |
| 3032 | 62.046 | dassian-adtmcp · back-end | MCP server for SAP ABAP development via the ADT API. Connect AI assistants to your SAP system — read, write, test, and deploy ABAP code without SAP… | 8 stars · 2 forks | No one-command install · Source | |
| 3032 | 62.046 | word-aimcp · back-end | Structure-preserving Word DOCX editing MCP server with a .NET Open XML backend and Office.js live sessions. Enables safe, auditable, incremental… | 8 stars · 2 forks | No one-command install · Source | |
| 3032 | 62.046 | avatarbook-mcp-servermcp · back-end | Enables delegation of work to AI agents with cryptographic verification and token-based settlement via 41 MCP tools. | 8 stars · 2 forks | No one-command install · Source | |
| 3032 | 62.046 | toolmuxmcp · back-end | Aggregates multiple MCP servers via a single interface with token optimization and multiple operating modes (Gateway, Meta, Proxy, Search, Code). | 8 stars · 2 forks | No one-command install · Source | |
| 3032 | 62.046 | stobo-mcpmcp · back-end | Retired MCP server that originally provided SEO/AEO audits; now only exposes a stobo_status tool indicating the service has been shut down. | 8 stars · 2 forks | No one-command install · Source | |
| 3032 | 62.046 | bvisible-elementormcp · back-end | Manages Elementor pages, elements, templates, and global settings in WordPress through REST API and MCP abilities. | 8 stars · 2 forks | No one-command install · Source | |
| 3032 | 62.046 | pdf-figures-mcp-servermcp · back-end | Extracts figures and tables from PDF documents via a FastAPI service, wrapping PDFFigures 2.0. Enables AI agents to programmatically retrieve… | 8 stars · 2 forks | No one-command install · Source | |
| 3032 | 62.046 | hyunjae-labs-loremcp · back-end | Semantic search across Claude Code conversations using hybrid vector and keyword search, fully local with no API keys required. | 8 stars · 2 forks | No one-command install · Source | |
| 3032 | 62.046 | sogou-weixin-mcp-servermcp · back-end | Enables searching for WeChat official account articles through the Sogou WeChat platform, returning structured article information. | 8 stars · 2 forks | No one-command install · Source | |
| 3032 | 62.046 | dovetail-mcp-servermcp · back-end | Connects AI tools to the Dovetail API, enabling them to interact with Dovetail features. | 8 stars · 2 forks | No one-command install · Source | |
| 3032 | 62.046 | wtsolutions-excel-to-jsonmcp · back-end | Converts Excel files and CSV data to JSON format with automatic data type detection, multi-sheet support, and serverless processing for data analysis… | 8 stars · 2 forks | No one-command install · Source | |
| 3032 | 62.046 | storyblok-mcp-servermcp · back-end | Provides access to the Storyblok Management API via MCP, enabling content management and operations on Storyblok spaces through natural language… | 8 stars · 2 forks | No one-command install · Source | |
| 3032 | 62.046 | taobaoscraper-mcp-servermcp · back-end | An MCP server for scraping product data from Taobao/Tmall and JD.com, providing 8 tools for scraping, task management, notifications, and system… | 8 stars · 2 forks | No one-command install · Source | |
| 3032 | 62.046 | perplexity-ask-openroutermcp · back-end | An MCP server that connects to OpenRouter's API to provide Perplexity's models (Sonar, Sonar Deep Research, Sonar Reasoning) for use with any… | 8 stars · 2 forks | No one-command install · Source | |
| 3032 | 62.046 | sonatype-mcp-servermcp · back-end | A Model Context Protocol (MCP) server for Sonatype Nexus Repository Manager that enables AI assistants to interact with Nexus repositories through a… | 8 stars · 2 forks | No one-command install · Source | |
| 3032 | 62.046 | maximo-mcp-servermcp · back-end | IBM Maximo integration for API discovery, OSLC querying, and UI generation. | 8 stars · 2 forks | No one-command install · Source | |
| 3032 | 62.046 | cyberedu-mcp-servermcp · back-end | Official MCP server for the CyberEdu CTF platform that automatically discovers and exposes all CyberEduClient methods as tools, enabling seamless… | 8 stars · 2 forks | No one-command install · Source | |
| 3032 | 62.046 | chrome-mcp-server-security-hardenedmcp · back-end | Enterprise-grade Chrome automation for AI agents with compliance-ready logging, post-quantum encryption, and SIEM integration. | 8 stars · 2 forks | No one-command install · Source | |
| 3032 | 62.046 | threlte-mcpmcp · back-end | An MCP server for inspecting and manipulating Three.js/Threlte scenes in real-time. | 8 stars · 2 forks | No one-command install · Source | |
| 3032 | 62.046 | dida365-mcp-servermcp · back-end | Enables AI assistants to directly manage Dida365 (TickTick) tasks, including creating, editing, completing, and setting priorities, deadlines… | 8 stars · 2 forks | No one-command install · Source | |
| 3032 | 62.046 | cryptosquanch-legends-mcpmcp · back-end | Chat with 36 legendary founders & investors (Elon Musk, Warren Buffett, Steve Jobs, CZ). AI personas with authentic voices, frameworks, and… | 8 stars · 2 forks | No one-command install · Source | |
| 3032 | 62.046 | rsshub-mcp-servermcp · back-end | A Model Context Protocol server for RSSHub that enables AI assistants to access and query various RSS feeds, manage subscriptions, and search routes… | 8 stars · 2 forks | No one-command install · Source | |
| 3032 | 62.046 | apple-docs-mcp-servermcp · back-end | Search and retrieve information from Apple's complete developer documentation, including API references, code examples, and Human Interface… | 8 stars · 2 forks | No one-command install · Source | |
| 3032 | 62.046 | mcp-metricflowmcp · back-end | A Model Context Protocol (MCP) server that provides MetricFlow CLI tools through both SSE and STDIO interfaces, enabling users to query metrics, list… | 8 stars · 2 forks | No one-command install · Source | |
| 3032 | 62.046 | alipayplus-mcp-servermcp · back-end | Integrates Ant International's AlipayPlus payment APIs, enabling AI assistants to handle payment and refund operations seamlessly. | 8 stars · 2 forks | No one-command install · Source | |
| 3032 | 62.046 | mcp-server-capptmcp · back-end | Enables generating outlines and presentations using Cappt. | 8 stars · 2 forks | No one-command install · Source | |
| 3032 | 62.046 | mitchybawesome-aws-service-referencemcp · back-end | Integrates with AWS Service Reference API to provide real-time access to AWS service capabilities and API actions for developers and cloud architects. | 8 stars · 2 forks | No one-command install · Source | |
| 3032 | 62.046 | ducthinh993-endoflifemcp · back-end | Integrates with the endoflife.date API to provide software end-of-life status checks for dependency management, security auditing, and upgrade… | 8 stars · 2 forks | No one-command install · Source | |
| 3032 | 62.046 | diazoxide-wordpressmcp · back-end | Integrates with WordPress REST API to automatically discover and expose all available endpoints as callable tools with intelligent filtering for… | 8 stars · 2 forks | No one-command install · Source | |
| 3032 | 62.046 | nist-nvd-mcp-servermcp · back-end | Enables AI agents to search, retrieve, and analyze vulnerability data from the NIST National Vulnerability Database through a comprehensive Model… | 8 stars · 2 forks | No one-command install · Source | |
| 3032 | 62.046 | mcp-server-chart-offlinemcp · back-end | A fully offline MCP server for generating 15 types of SVG charts, including line, bar, pie, and more, without any network dependency. | 8 stars · 2 forks | No one-command install · Source | |
| 3032 | 62.046 | gemini-a2a-chatmcp · back-end | Node.js chat app using Gemini function calling and an A2A server to interact with Google Maps APIs | 8 stars · 2 forks | No one-command install · Source | |
| 3032 | 62.046 | congress-gov-api-mcp-servermcp · back-end | Enables querying U.S. legislative data from Congress.gov API using MCP resources for direct lookups and tools for searching and retrieving related… | 8 stars · 2 forks | No one-command install · Source | |
| 3032 | 62.046 | kajirita2002-esamcp · back-end | Provides a bridge to esa's API for document management, enabling search, creation, updates, and deletion of posts and comments with member management… | 8 stars · 2 forks | No one-command install · Source | |
| 3032 | 62.046 | firebird-mcp-servermcp · back-end | A Model Context Protocol server that provides read-only access to Firebird databases, enabling LLMs to inspect database schemas and execute read-only… | 8 stars · 2 forks | No one-command install · Source | |
| 3082 | 62.040 | e3d-aimcp · back-end | Blockchain analytics and AI agent platform for Ethereum. Query live token prices, on-chain stories, investment theses, and the E3D autonomous agent… | 4,838 installs | No commit datelisted | No one-command install · Source |
| 3083 | 62.026 | tiingo-mcpmcp · back-end | An MCP server that wraps the Tiingo financial data API, enabling access to stocks, forex, crypto, news, fundamentals, and corporate actions through… | 10 stars · 1 fork | No one-command install · Source | |
| 3083 | 62.026 | gitlab-apimcp · back-end | MCP server for interacting with GitLab API, supporting dynamic tool selection and enterprise-grade security. | 10 stars · 1 fork | No one-command install · Source | |
| 3083 | 62.026 | obsidian-brainmcp · back-end | A standalone Node MCP server that provides semantic search, knowledge graph, and vault editing over an Obsidian vault. It runs locally as a single… | 10 stars · 1 fork | No one-command install · Source | |
| 3083 | 62.026 | te1000-mcpmcp · back-end | MCP server for Beckhoff TwinCAT XAE / TE1000 Automation Interface, enabling control of XAE Shell, TwinCAT tree manipulation, PLC operations, and build… | 10 stars · 1 fork | No one-command install · Source | |
| 3083 | 62.026 | mcp-chaos-rigmcp · back-end | A local MCP server that breaks on demand, allowing you to test your client against auth failures, disappearing tools, flaky responses, and token… | 10 stars · 1 fork | No one-command install · Source | |
| 3083 | 62.026 | tomato-writer-mcpmcp · back-end | MCP server for Fanqie novel author backend, enabling multi-novel management, reading statistics analysis, and chapter publishing with scheduling. | 10 stars · 1 fork | No one-command install · Source | |
| 3083 | 62.026 | frenoid-yunikorn-schedulermcp · back-endalso listed as yunikorn-mcp-server | MCP server for observing and interacting with the Apache YuniKorn Kubernetes batch workload scheduler. | 10 stars · 1 fork | No one-command install · Source | |
| 3083 | 62.026 | openrefine-mcp-servermcp · back-end | Enables MCP-capable clients to interact with OpenRefine's HTTP API for creating projects, applying operations, exporting CSV, and deleting projects. | 10 stars · 1 fork | No one-command install · Source | |
| 3083 | 62.026 | godprofile-mcp-toolkitmcp · back-end | An MCP server that generates stunning animated SVGs, glassmorphic widgets, and bento-grid layouts to enhance your GitHub profile README. | 10 stars · 1 fork | No one-command install · Source | |
| 3083 | 62.026 | twh66666-windows-computer-usemcp · back-end | MCP server for Windows desktop automation with 9 tools covering screenshots, mouse control, keyboard input, and window enumeration. | 10 stars · 1 fork | No one-command install · Source | |
| 3083 | 62.026 | model-drive-protocol-mcp-servermcp · back-end | Exposes runtime-local capabilities from browsers, apps, devices, and local processes to AI agents through a unified MCP bridge, enabling path-based… | 10 stars · 1 fork | No one-command install · Source | |
| 3083 | 62.026 | gh-cybercrazetech-thu-agentmcp · back-end | Terminal coding agent powered by Tsinghua University lab proxy API with interactive command execution and document retrieval. | 10 stars · 1 fork | No one-command install · Source | |
| 3083 | 62.026 | dohyung1-x402-fpl-apimcp · back-end | Personalized Fantasy Premier League intelligence — scored captain picks, transfer suggestions, differentials, fixture outlook, price predictions, live… | 10 stars · 1 fork | No one-command install · Source | |
| 3083 | 62.026 | gh-tongzhao9417-minerumcp · back-end | Document-to-Markdown conversion server wrapping MinerU API for PDFs, Word, PowerPoint, and images with OCR support. | 10 stars · 1 fork | No one-command install · Source | |
| 3083 | 62.026 | cn-funds-mcpmcp · back-end | A China fund & stock data MCP server powered by EastMoney free API, enabling querying of fund and stock data without API keys. | 10 stars · 1 fork | No one-command install · Source | |
| 3083 | 62.026 | coreshub-mcp-servermcp · back-end | Enables interaction with the CoreHub cloud platform to manage containers, EPFS filesystems, distributed training, and inference services through MCP… | 10 stars · 1 fork | No one-command install · Source | |
| 3083 | 62.026 | rclone-mcpmcp · back-end | MCP server for the Rclone RC API. Gives AI assistants the ability to manage cloud storage remotes, copy/sync files, list directories, and more — all… | 10 stars · 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.