Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 101 | 96.9094 | automation-ai-labs-openapi-linkmcp · back-end | Transforms OpenAPI specifications into tool endpoints, enabling seamless interaction with any API described in OpenAPI format without custom adapter… | 623 stars · 66 forks | No one-command install · Source | |
| 102 | 96.9051 | domdomegg-airtable-mcp-servermcp · back-end | Provides read and write access to Airtable databases. | 456 stars · 132 forks | No one-command install · Source | |
| 103 | 96.8965 | utensils-nixosmcp · back-end | Provides a server for accessing NixOS packages, system options, Home Manager, and nix-darwin configurations with multi-level caching and advanced… | 844 stars · 45 forks | No one-command install · Source | |
| 104 | 96.8345 | technocore-mcpmcp · back-end | MCP server (stdio) for technocore-chat. Tools: read_room, wait_for_message, say, list_rooms, discover_rooms, read_note, write_note, list_notes… | 143 stars · 224 forks | armory install technocore-mcp --cli claude | |
| 105 | 96.8128 | vibing-steampunkmcp · back-end | Enables AI assistants to access SAP ADT APIs for reading, writing, debugging, deploying, and testing ABAP code through natural language or DSL… | 452 stars · 111 forks | No one-command install · Source | |
| 106 | 96.7902 | saseq-discord-mcpmcp · back-end | A MCP server for the Discord integration. Enable your AI assistants to seamlessly interact with Discord. Enhance your Discord experience with powerful… | 468 stars · 97 forks | No one-command install · Source | |
| 107 | 96.7707 | r-huijts-stravamcp · back-end | Integrates with Strava's API to access and analyze fitness data, retrieve athlete profiles, activities, segments, routes, and clubs, with features for… | 475 stars · 90 forks | No one-command install · Source | |
| 108 | 96.7591 | gdli6177-promptmcp · back-end | Provides pre-defined YAML prompts for common software development tasks as tools, including code review, refactoring, API documentation, test… | 247 stars · 156 forks | No one-command install · Source | |
| 109 | 96.7495 | base-blockchainmcp · back-end | Enables Claude to interact with the Base blockchain and Coinbase API for cryptocurrency operations including wallet management, fund transfers, and… | 350 stars · 138 forks | No one-command install · Source | |
| 110 | 96.7218 | ssh-managermcp · back-end | Enables secure SSH command execution, file transfers, and automated deployments across multiple remote servers with connection pooling, profile-based… | 493 stars · 71 forks | No one-command install · Source | |
| 111 | 96.7134 | reading-plus-ai-mcp-server-data-explorationmcp · back-end | Explore and visualize CSV datasets with the power of pandas and matplotlib. | 544 stars · 63 forks | No one-command install · Source | |
| 112 | 96.6834 | pskill9-web-searchmcp · back-end | An MCP server that enables free web searching using Google search results, with no API keys required. | 471 stars · 76 forks | No one-command install · Source | |
| 113 | 96.6484 | jkawamoto-youtube-transcriptmcp · back-end | Integrates with YouTube's transcript API to retrieve and process captions from video URLs, enabling content analysis and information extraction from… | 476 stars · 69 forks | No one-command install · Source | |
| 114 | 96.6244 | massive-com-mcp-servermcp · back-end | Provides an LLM-friendly interface to the Massive.com financial data API through composable tools for searching endpoints, calling APIs, and querying… | 391 stars · 112 forks | No one-command install · Source | |
| 115 | 96.6184 | fosdickio-binary-ninjamcp · back-end | Integrates with Binary Ninja reverse engineering platform to enable binary analysis tasks like function listing, code decompilation, symbol renaming… | 428 stars · 87 forks | No one-command install · Source | |
| 116 | 96.5981 | anyproto-anytypemcp · back-end | Converts any OpenAPI 3.0/3.1 specification into callable tools by automatically generating schemas from REST API endpoints, handling authentication… | 517 stars · 57 forks | No one-command install · Source | |
| 117 | 96.5565 | debugmcpmcp · back-end | Enables AI agents to debug code inside VS Code by setting breakpoints, stepping through execution, inspecting variables, and evaluating expressions… | 489 stars · 59 forks | No one-command install · Source | |
| 118 | 96.5547 | azan-mcpmcp · back-end | Azan-MCP is an open-source Model Context Protocol (MCP) server that brings a comprehensive suite of Islamic utilities directly into AI assistants such… | 383 stars · 107 forks | No one-command install · Source | |
| 119 | 96.5480 | comfyui-mcp-servermcp · back-end | Generate and refine AI images/audio/video through natural conversation. | 409 stars · 83 forks | No one-command install · Source | |
| 120 | 96.4969 | gomarble-facebook-adsmcp · back-end | Integrates with Facebook's advertising platform to retrieve and analyze ad account data, campaign metrics, ad sets, creatives, and performance… | 360 stars · 110 forks | No one-command install · Source | |
| 121 | 96.4877 | jasonjmcghee-claude-debuggermcp · back-end | Integrates with VS Code's debugging capabilities to enable interactive code debugging and expression evaluation. | 515 stars · 51 forks | No one-command install · Source | |
| 122 | 96.4489 | peakmojo-applescriptmcp · back-end | Enables AI to execute AppleScript code on macOS systems, providing access to applications and system features like Notes, Calendar, Contacts… | 462 stars · 58 forks | No one-command install · Source | |
| 123 | 96.4244 | okx-trade-mcpmcp · back-end | MCP server connecting AI assistants to OKX exchange, enabling trading, market data, account management, and more via 150+ tools across 11 modules. | 418 stars · 66 forks | No one-command install · Source | |
| 124 | 96.3954 | abhiz123-todoist-mcp-servermcp · back-end | Create and manage tasks in Todoist through natural language. | 392 stars · 72 forks | No one-command install · Source | |
| 125 | 96.3222 | blurrah-graphqlmcp · back-end | Provides a GraphQL interface for querying and manipulating structured data from diverse GraphQL sources. | 407 stars · 61 forks | No one-command install · Source | |
| 126 | 96.3193 | dataforseomcp · back-end | Integrates with DataForSEO's SEO and marketing analytics APIs to provide direct access to search engine results, keyword research, content analysis… | 242 stars · 118 forks | No one-command install · Source | |
| 127 | 96.3071 | diivi-aseprite-mcpmcp · back-end | MCP server using the Aseprite API to create pixel art | 477 stars · 46 forks | No one-command install · Source | |
| 128 | 96.2715 | geli2001-shopifymcp · back-end | Bridges to the Shopify GraphQL Admin API, enabling product searches, customer information retrieval, order management, and inventory updates without… | 236 stars · 117 forks | No one-command install · Source | |
| 129 | 96.2624 | enescinr-twitter-mcpmcp · back-end | Interact with X (Twitter) by posting tweets and searching for tweets through the X API. | 401 stars · 57 forks | No one-command install · Source | |
| 130 | 96.2562 | zapiermcp · back-end | Generate a dynamic MCP server that connects to any of your favorite 8000+ apps on Zapier. | 397 stars · 58 forks | No one-command install · Source | |
| 131 | 96.2470 | drhelius-gearsystemmcp · back-end | Cross-platform Sega Master System, Game Gear, and SG-1000 emulator with embedded MCP server for AI-assisted debugging and hardware inspection. | 386 stars · 62 forks | No one-command install · Source | |
| 132 | 96.2052 | baidu-mapsmcp · back-end | Integrates with Baidu Maps API for location-based operations including geocoding, route planning, and location search within the Baidu Maps ecosystem. | 440 stars · 47 forks | No one-command install · Source | |
| 133 | 96.1993 | google-drive-mcp-servermcp · back-end | Enables management of Google Drive files, Docs, Sheets, Slides, and Calendar events through natural language using the MCP protocol. | 221 stars · 114 forks · 1 mention | No one-command install · Source | |
| 134 | 96.1909 | evalstate-mcp-hfspacemcp · back-end | MCP server that seamlessly integrates Hugging Face Spaces with AI assistants, enabling easy access to diverse AI models and tools without manual… | 387 stars · 57 forks | No one-command install · Source | |
| 135 | 96.1770 | hugging-face-mcp-servermcp · back-end | Connects LLMs to the Hugging Face Hub and thousands of Gradio AI applications, enabling model interaction and search. | 299 stars · 104 forks | No one-command install · Source | |
| 136 | 96.1637 | korea-real-estate-mcpmcp · back-end | Connects to Korea's MOLIT real estate API to provide 14+ tools for live transaction data and financial scenarios like buy now, buy later, or invest… | 373 stars · 61 forks | No one-command install · Source | |
| 137 | 96.1591 | docforkmcp · back-end | Retrieves up-to-date documentation and code examples for any software library through the Docfork API, automatically selecting relevant libraries and… | 488 stars · 39 forks | No one-command install · Source | |
| 138 | 96.1412 | mcp-server-12306mcp · back-end | Queries China's 12306 railway system for real-time train tickets, schedules, seat availability, pricing, and transfer routes with station fuzzy… | 376 stars · 58 forks | No one-command install · Source | |
| 139 | 96.1365 | postmanmcp · back-end | Connect AI agents, assistants, and chatbots directly to your APIs on Postman. | 311 stars · 84 forks | No one-command install · Source | |
| 140 | 96.0736 | wong2-mcp-climcp · back-end | CLI tool for testing MCP servers | 443 stars · 41 forks | No one-command install · Source | |
| 141 | 96.0683 | onchainos-mcp-servermcp · back-end | Enables on-chain operations including token search, market data, wallet management, swap execution, and DApp interactions across 20+ blockchains. | 328 stars · 68 forks | No one-command install · Source | |
| 142 | 96.0454 | apollographql-graphqlmcp · back-end | Enables AI agents to interact with GraphQL APIs by exposing operations as tools, supporting both local schema files and Apollo GraphOS integration… | 308 stars · 74 forks | No one-command install · Source | |
| 143 | 96.0215 | wegotdocs-open-mcpmcp · back-end | Turn a web API into an MCP server in 10 seconds and add it to the open source registry: https://open-mcp.org | 367 stars · 52 forks | No one-command install · Source | |
| 144 | 96.0074 | jerhadf-linear-mcp-servermcp · back-end | Track and manage issues via Linear's project management API. | 348 stars · 56 forks · 2 mentions | No one-command install · Source | |
| 145 | 95.9315 | fortress-mcp-servermcp · back-end | Provides 29 stealth-browsing tools for AI agents, enabling undetected web automation and scraping through a patched Chromium engine. | 477 stars · 33 forks | No one-command install · Source | |
| 146 | 95.8759 | livecontextmcp · back-end | LiveContext is a self-hosted AI automation platform that exposes its whole surface over MCP: build and run workflows, manage agents and skills, read… | 380 stars · 42 forks | No one-command install · Source | |
| 147 | 95.8726 | disler-aidermcp · back-end | Aider MCP Server offloads AI coding tasks to Aider's specialized implementation, reducing costs and enhancing development efficiency through natural… | 307 stars · 60 forks | No one-command install · Source | |
| 148 | 95.8631 | v-3-discordmcp · back-end | Integrates with the Discord API to enable direct interaction with channels, supporting automated messaging and conversation management within servers. | 227 stars · 97 forks | No one-command install · Source | |
| 149 | 95.8504 | voska-home-assistantmcp · back-end | Integrates with Home Assistant to enable natural language control of smart home devices, querying device states, troubleshooting automations, and… | 338 stars · 50 forks | No one-command install · Source | |
| 150 | 95.8391 | matanyemini-bitbucketmcp · back-end | Integrates with Bitbucket Cloud and Server APIs for repository and pull request management | 165 stars · 105 forks | No one-command install · Source | |
| 151 | 95.8246 | canvrno-proxmoxmcp · back-end | Integrates with Proxmox virtualization environments to enable monitoring and management of virtual machines, containers, storage pools, and cluster… | 288 stars · 69 forks | No one-command install · Source | |
| 152 | 95.8204 | mcp-server-for-revit-pythonmcp · back-end | Enables Large Language Models to access and manipulate Autodesk Revit models through a pyRevit-based bridge and the Model Context Protocol. | 175 stars · 102 forks | No one-command install · Source | |
| 153 | 95.8082 | nim-langservermcp · back-end | Official Nim language server with MCP support for symbol navigation, diagnostics, and type resolution in Nim projects. | 314 stars · 53 forks | No one-command install · Source | |
| 154 | 95.7906 | ivo-toby-openapimcp · back-end | Integrates with OpenAPI specifications to expose REST API endpoints as MCP resources, enabling dynamic discovery and utilization of many web services. | 297 stars · 61 forks | No one-command install · Source | |
| 155 | 95.7892 | 1c-mcp-toolkitmcp · back-end | Integrates AI agents with 1C:Enterprise databases via MCP and REST API, supporting a built-in HTTP server (no Python required) or a Python proxy mode. | 279 stars · 72 forks | No one-command install · Source | |
| 156 | 95.7513 | ergut-logseqmcp · back-end | Integrates with LogSeq API to enable automated note-taking, content searching, and knowledge management tasks. | 324 stars · 47 forks | No one-command install · Source | |
| 157 | 95.7346 | mcp-server-macos-usemcp · back-end | Enables controlling macOS applications via accessibility APIs, supporting actions like clicking, typing, and keyboard input through MCP commands. | 355 stars · 40 forks | No one-command install · Source | |
| 158 | 95.7330 | mcp-documentation-servermcp · back-end | Local-first document management and semantic search for AI coding agents, with a built-in web dashboard and REST API. | 342 stars · 43 forks | No one-command install · Source | |
| 159 | 95.7299 | docker-hub-mcpmcp · back-end | Official MCP server to interact with Docker Hub, providing access to repositories, hub search and Docker Hardened Images | 162 stars · 101 forks | No one-command install · Source | |
| 160 | 95.7226 | dawncr0w-affinemcp · back-end | Integrates with AFFiNE workspaces through GraphQL and WebSocket connections to enable document operations, real-time collaboration, version control… | 269 stars · 70 forks | No one-command install · Source | |
| 161 | 95.6814 | hobson-stock-analyzermcp · back-end | Integrates with Tiingo API to perform technical analysis on stocks, providing key indicators for trading decisions. | 273 stars · 65 forks | No one-command install · Source | |
| 162 | 95.6613 | mpeirone-zabbix-mcp-servermcp · back-end | Zabbix integration for hosts, items, triggers, templates, problems, data and more. | 251 stars · 78 forks | No one-command install · Source | |
| 163 | 95.6480 | daily-news-mcp-servermcp · back-end | Enables AI assistants to fetch news categories and hot news/tweets across various topics like crypto, DeFi, and AI. | 350 stars · 38 forks | No one-command install · Source | |
| 164 | 95.6320 | gojue-molingmcp · back-end | Enables AI to interact with local system resources through a secure, configurable server that provides browser automation, file operations, and… | 338 stars · 40 forks | No one-command install · Source | |
| 165 | 95.6285 | jkf87-hwpmcp · back-end | Enables direct creation, editing, and formatting of Korean documents in Hangul Word Processor (HWP) format through Python or Node.js interfaces that… | 266 stars · 64 forks | No one-command install · Source | |
| 166 | 95.6140 | biboyqg-wechatmcp · back-end | Integrates with WeChat on macOS through accessibility APIs to enable automated message reading, sending, and contact management for customer service… | 247 stars · 76 forks | No one-command install · Source | |
| 167 | 95.5957 | sonpiaz-watch-climcp · back-end | MCP server that downloads social video frames and transcripts from YouTube, X, LinkedIn, TikTok, and other platforms. | 253 stars · 68 forks | No one-command install · Source | |
| 168 | 95.5806 | rabbitholemcp · back-end | Rabbithole provides an infinite canvas for learning by allowing users to open documents, select text, ask questions, and receive answers that open as… | 309 stars · 42 forks | No one-command install · Source | |
| 169 | 95.5590 | public-ui-kolibrimcp · back-end | Streaming KoliBri MCP server (NPM: `@public-ui/mcp`) delivering 200+ guaranteed accessible web component samples, specs, docs, and scenarios via… | 280 stars · 54 forks | No one-command install · Source | |
| 170 | 95.5311 | sosumi-aimcp · back-end | Converts Apple Developer documentation, HIG, WWDC transcripts, and external Swift-DocC pages into Markdown for AI consumption via MCP tools and HTTP… | 470 stars · 26 forks | No one-command install · Source | |
| 171 | 95.5091 | mcp-server-crypto-newsmcp · back-end | Free, no-auth crypto news API with 200+ sources for fetching real-time and historical crypto news. | 301 stars · 42 forks | No one-command install · Source | |
| 172 | 95.4603 | mixelpixx-google-searchmcp · back-end | Integrates with Google Custom Search API and web scraping tools to enable web searches, content extraction, and analysis for research and data… | 256 stars · 57 forks | No one-command install · Source | |
| 173 | 95.4568 | mcp-bridgemcp · back-end | MCP server for Cocos Creator that enables AI tools to automate scene editing, resource management, and project operations via HTTP and stdio… | 223 stars · 79 forks | No one-command install · Source | |
| 174 | 95.4475 | automata-labs-code-sandboxmcp · back-end | Provides a sandboxed code execution environment for secure, multi-language code running with resource limits and network restrictions. | 327 stars · 36 forks | No one-command install · Source | |
| 175 | 95.4439 | ahonn-mcp-server-gscmcp · back-end | Analyze SEO metrics and search performance data. | 261 stars · 54 forks | No one-command install · Source | |
| 176 | 95.4433 | veritasgraphmcp · back-end | Zero-trust, air-gapped Enterprise GraphRAG MCP server. Build knowledge graphs from local documents and run multi-hop, citation-grounded queries… | 313 stars · 37 forks | No one-command install · Source | |
| 177 | 95.4385 | google-ads-adloopmcp · back-end | An MCP server that gives your AI assistant read + write access to Google Ads and GA4 — with safety guardrails that prevent accidental spend. | 255 stars · 56 forks | No one-command install · Source | |
| 178 | 95.4290 | ditrixnew-1c-edtmcp · back-end | Integrates with 1C:EDT workspace to expose project management, configuration properties, validation errors, bookmarks, tasks, and check descriptions… | 261 stars · 53 forks | No one-command install · Source | |
| 179 | 95.4132 | hagaihen-facebook-pages-managermcp · back-end | Integrates with Facebook Pages to enable direct management of posts, comments, and engagement metrics through the Graph API for streamlined social… | 215 stars · 78 forks | No one-command install · Source | |
| 180 | 95.4093 | metatrader-5-mcp-servermcp · back-end | Enables AI assistants to connect to MetaTrader 5 for trading, market data access, and account management through the Model Context Protocol. | 214 stars · 78 forks | No one-command install · Source | |
| 181 | 95.4035 | api-agentmcp · back-end | Turn any API into an MCP server. Query in English. Get results—even when the API can't. | 285 stars · 44 forks | No one-command install · Source | |
| 182 | 95.3576 | vishalsachdev-canvas-learning-management-systemmcp · back-end | Integrates with the Canvas Learning Management System API to enable course management, assignment tracking, and student engagement analysis in… | 219 stars · 76 forks | No one-command install · Source | |
| 183 | 95.3420 | simonb97-windows-cli-mcp-servermcp · back-end | Control Windows command-line interfaces securely. | 269 stars · 45 forks | No one-command install · Source | |
| 184 | 95.3212 | gbrigandi-mcp-server-wazuhmcp · back-end | 🚨 🍎 🪟 🐧 - A Rust-based MCP server bridging Wazuh SIEM with AI assistants, providing real-time security alerts and event data for enhanced… | 237 stars · 61 forks | No one-command install · Source | |
| 185 | 95.3184 | facebook-ads-library-mcp-servermcp · back-end | Enables searching and analyzing Facebook's public ads library for any brand, including ad images, text, and video analysis. | 295 stars · 38 forks | No one-command install · Source | |
| 186 | 95.3007 | easy-autocadmcp · back-end | Enables programmatic interaction with AutoCAD by providing a Python-based server that supports database management and task automation through… | 251 stars · 49 forks | No one-command install · Source | |
| 187 | 95.2718 | burningion-video-editingmcp · back-end | Integrates with Video Jungle API to enable AI-powered video editing and content searching through natural language queries and automated clip… | 288 stars · 38 forks | No one-command install · Source | |
| 188 | 95.2689 | elusznik-code-execution-modemcp · back-end | Execute Python in isolated containers while bridging access to other MCP servers through auto-discovered proxies | 338 stars · 30 forks | No one-command install · Source | |
| 189 | 95.2675 | freecad-robust-mcp-servermcp · back-end | An MCP server that enables AI assistants to interact with FreeCAD for 3D modeling, macro development, and debugging through 150+ tools supporting… | 238 stars · 56 forks | No one-command install · Source | |
| 190 | 95.2521 | jelasin-ida-promcp · back-end | Bridges IDA Pro disassembler with external tools through a proxy architecture that enables remote access to binary analysis capabilities, disassembly… | 247 stars · 48 forks | No one-command install · Source | |
| 191 | 95.2220 | yanxingliu-difymcp · back-end | Integrates with the Dify API to enable workflow execution and management for automated task processing and decision making across domains. | 280 stars · 38 forks | No one-command install · Source | |
| 192 | 95.1617 | gh-enuno-unifimcp · back-end | Manage UniFi network devices, clients, and settings through the official UniFi API. | 244 stars · 45 forks | No one-command install · Source | |
| 193 | 95.1429 | brijr-meta-mcpmcp · back-endContributed by Sentinel | MCP Server for connecting to the Meta Marketing API | 196 stars · 71 forks · 4 mentions | No one-command install · Source | |
| 194 | 95.1198 | spotifyscraper-mcp-servermcp · back-end | Enables AI agents to access public Spotify data (tracks, albums, artists, playlists, podcasts) without an API key, including lyrics and podcast… | 301 stars · 31 forks | No one-command install · Source | |
| 195 | 95.1164 | a2a-directorymcp · back-end | AgentCards, Servers, Clients, Docs | 239 stars · 46 forks | No one-command install · Source | |
| 196 | 95.1086 | saileaxh-ida-promcp · back-end | IDA Pro plugin that exposes static binary analysis capabilities to AI assistants via 79 MCP tools over a local HTTP server. | 273 stars · 36 forks | No one-command install · Source | |
| 197 | 95.1067 | gannonh-firebasemcp · back-end | Enables Firebase Authentication, Firestore, and Storage operations for developers building applications that require seamless backend service… | 248 stars · 41 forks | No one-command install · Source | |
| 198 | 95.0927 | scriptedalchemy-devtools-debuggermcp · back-end | Provides full Chrome DevTools Protocol debugging capabilities for Node.js applications with breakpoint management, stepping controls, call stack… | 348 stars · 26 forks | No one-command install · Source | |
| 199 | 95.0670 | akshare-one-mcp-servermcp · back-end | Provide access to Chinese stock market data including historical prices, real-time data, news, and financial statements. Retrieve comprehensive… | 226 stars · 51 forks | No one-command install · Source | |
| 200 | 95.0643 | azure-api-management-gateway-with-entra-id-authenticationmcp · back-end | Secures remote AI servers using Azure API Management as a gateway with Microsoft Entra ID authentication, enabling enterprise-grade access control for… | 128 stars · 79 forks | 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.