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 | 99.9496 | markitdownmcp · other | Integrates with Microsoft's MarkItDown tool to convert documents like PDFs, Word files, and PowerPoint presentations into clean, structured markdown… | 177,617 stars · 13,061 forks · 1 mention | No one-command install · Source | |
| 2 | 99.5663 | iskakaushik-clickhouse80b1mcp · other | Integrates with ClickHouse to enable natural language querying and exploration of large datasets while maintaining read-only safeguards. | 862 stars · 201 forks · passed install test | No one-command install · Source | |
| 3 | 99.5582 | czlonkowski-n8nmcp · other | Integrates with n8n workflow automation platform to provide conversational access to 525+ nodes including AI-capable nodes and triggers, enabling… | 22,820 stars · 3,638 forks | No one-command install · Source | |
| 4 | 99.5009 | screenpipemcp · other | give context of what you do 24/7 to AI | 21,718 stars · 2,214 forks · 2 mentions | No one-command install · Source | |
| 5 | 99.3745 | justinpbarnett-unitymcp · other | Allow MCP clients to perform Unity Editor actions. | 13,821 stars · 1,461 forks | No one-command install · Source | |
| 6 | 99.3098 | mrexodio-ida-promcp · other | Automated reverse engineering with IDA Pro. | 11,756 stars · 1,396 forks | No one-command install · Source | |
| 7 | 99.2768 | beehiveinnovations-geminimcp · other | Give your development workflow access to all state of the art AI models for enhanced code analysis, problem-solving, and collaborative development. | 11,731 stars · 1,032 forks | No one-command install · Source | |
| 8 | 99.2513 | desktop-commandermcp · other | Integrates terminal and filesystem capabilities for executing system commands, managing processes, and performing advanced file operations on the… | 9,766 stars · 1,220 forks | No one-command install · Source | |
| 9 | 99.2413 | lauriewired-ghidramcp · other | Decompile and analyze binaries in Ghidra. | 9,912 stars · 1,023 forks | No one-command install · Source | |
| 10 | 99.0449 | firebasemcp · other | Give AI-powered development tools the ability to work with your Firebase projects | 4,462 stars · 1,244 forks | No one-command install · Source | |
| 11 | 98.9904 | coding-solo-godotmcp · other | Interface with the Godot game engine. Provides tools for launching the editor, running projects, and capturing debug output. | 5,461 stars · 464 forks | No one-command install · Source | |
| 12 | 98.9453 | mcp-openshortsmcp · other | OpenShorts turns long videos into vertical clips readys for Social Media posting | 3,816 stars · 1,001 forks | No one-command install · Source | |
| 13 | 98.8946 | haris-musa-excelmcp · other | Enables Excel file manipulation without Microsoft Excel installation using openpyxl, providing workbook operations, data validation detection… | 4,149 stars · 457 forks | No one-command install · Source | |
| 14 | 98.8915 | antv-chart-generatormcp · other | Enables AI to generate data visualizations using AntV's charting capabilities, supporting various chart types from structured data without requiring… | 4,347 stars · 415 forks | No one-command install · Source | |
| 15 | 98.7516 | homeassistant-aimcp · other | Enables natural language control of Home Assistant smart home devices, automations, and system management | 4,594 stars · 202 forks | No one-command install · Source | |
| 16 | 98.6327 | jgravelle-jcodemunchmcp · other | Token-efficient code exploration via tree-sitter AST parsing supporting 25+ programming languages. | 2,643 stars · 361 forks | No one-command install · Source | |
| 17 | 98.6157 | zcaceres-markdownifymcp · other | Converts diverse file types and web content to Markdown format using specialized tools for PDFs, images, audio, web pages, and more. | 2,998 stars · 255 forks | No one-command install · Source | |
| 18 | 98.5501 | msgbyte-tianjimcp · other | Bridges AI assistants with the Tianji platform to enable survey management, including querying results, retrieving detailed information, and listing… | 3,100 stars · 193 forks | No one-command install · Source | |
| 19 | 98.5417 | samuel-gursky-davinci-resolvemcp · other | Enables developers and video editors to automate complex workflows in DaVinci Resolve by providing a flexible Python-based scripting interface for… | 2,360 stars · 281 forks | No one-command install · Source | |
| 20 | 98.4982 | office-wordmcp · other | Provides a bridge to Microsoft Word for creating and modifying documents with features like text formatting, table manipulation, image scaling, and… | 2,110 stars · 287 forks | No one-command install · Source | |
| 21 | 98.4212 | chrisryugj-kordocmcp · other | Parses Korean government and legal documents with structured data extraction and metadata analysis. | 1,784 stars · 323 forks | No one-command install · Source | |
| 22 | 98.3750 | codergamester-unitymcp · other | Integrate with the Unity Editor game engine. | 1,883 stars · 239 forks | No one-command install · Source | |
| 23 | 98.3657 | office-powerpointmcp · other | Enables creation and manipulation of PowerPoint presentations with tools for adding and formatting slides, text, images, tables, charts and shapes… | 1,852 stars · 246 forks | No one-command install · Source | |
| 24 | 98.3634 | pentest-aimcp · other | Provides penetration testing tools for reconnaissance, vulnerability scanning, and exploit assistance. | 1,641 stars · 315 forks | No one-command install · Source | |
| 25 | 98.2992 | gyoridavid-short-video-makermcp · other | Automates short-form video creation by combining text-to-speech, captions, background videos, and music for platforms like TikTok, Instagram Reels… | 1,326 stars · 418 forks | No one-command install · Source | |
| 26 | 98.2942 | mukul975-cvemcp · other | Security intelligence with 27 tools across 21 sources including NVD, EPSS, VirusTotal, and Shodan. | 1,587 stars · 261 forks | No one-command install · Source | |
| 27 | 98.2880 | nugetmcp · other | Real-time NuGet package management with vulnerability detection and intelligent version updates | 1,554 stars · 275 forks | No one-command install · Source | |
| 28 | 98.2550 | elevenlabsmcp · other | Integrates with ElevenLabs to provide high-quality text-to-speech, voice cloning, and conversational capabilities with customizable voice profiles and… | 1,534 stars · 251 forks | No one-command install · Source | |
| 29 | 98.2329 | supermemorymcp · other | Personal knowledge platform that helps collect, organize, and recall information from various sources with end-to-end encryption and optional… | 1,722 stars · 176 forks | No one-command install · Source | |
| 30 | 98.2319 | g-mcp-godot-studiomcp · other | Control a live Godot editor with 120+ tools for creating scenes, editing scripts, wiring signals, and managing game assets. | 2,077 stars · 127 forks | No one-command install · Source | |
| 31 | 98.1728 | lpigeon-ros-robot-controlmcp · other | Provides a bridge between natural language commands and Robot Operating System (ROS) for controlling robot movement through WebSocket communication… | 1,429 stars · 206 forks | No one-command install · Source | |
| 32 | 98.1363 | arkonmcp · other | Self-hosted enterprise knowledge hub that compiles organizational docs into a structured wiki and serves it to AI clients via MCP with fine-grained… | 1,256 stars · 270 forks | No one-command install · Source | |
| 33 | 98.0850 | voicemcp · other | Enables two-way voice conversations through multiple transport methods including local microphone recording and LiveKit room-based communication, with… | 1,346 stars · 189 forks | No one-command install · Source | |
| 34 | 98.0552 | datalayer-jupytermcp · other | Integrates Jupyter notebooks with MCP to enable code execution, content manipulation, and interactive data exploration within notebook environments. | 1,270 stars · 194 forks | No one-command install · Source | |
| 35 | 97.9961 | loopwork-macos-system-servicesmcp · other | Access to macOS Messages, Contacts, Location, Reminders and other Apple services. | 1,533 stars · 117 forks | No one-command install · Source | |
| 36 | 97.9695 | codesightmcp · other | Provides 13 MCP tools for codebase analysis, wiki generation, and knowledge mapping, enabling AI assistants to understand project structure and… | 1,408 stars · 123 forks | No one-command install · Source | |
| 37 | 97.9407 | portswigger-burp-suitemcp · other | Integrates with Burp Suite for web security testing, enabling HTTP request manipulation, proxy history analysis, and security testing operations for… | 1,124 stars · 185 forks | No one-command install · Source | |
| 38 | 97.8735 | jjsantos-qgismcp · other | Enables AI systems to perform complex GIS operations in QGIS through a socket-based architecture that exposes geospatial capabilities like adding… | 1,075 stars · 168 forks | No one-command install · Source | |
| 39 | 97.8553 | aidc-ai-pixellemcp · other | Integrates with ComfyUI workflows to provide text-to-image, image-to-image, and image-to-video generation capabilities through natural language… | 1,108 stars · 150 forks | No one-command install · Source | |
| 40 | 97.7395 | negokaz-excelmcp · other | Integrates with Microsoft Excel to enable reading and writing of text data in xlsx files for spreadsheet manipulation and analysis tasks. | 1,017 stars · 128 forks | No one-command install · Source | |
| 41 | 97.7237 | safedep-vetmcp · other | Protect against malicious open source packages | 1,107 stars · 111 forks | No one-command install · Source | |
| 42 | 97.7217 | yifancong-rsdoctormcp · other | Build analysis and optimization recommendations for Rspack projects | 1,139 stars · 102 forks | No one-command install · Source | |
| 43 | 97.6523 | arben-adm-sequential-thinkingmcp · other | Implements structured step-by-step reasoning to break down and methodically analyze complex problems. | 947 stars · 118 forks | No one-command install · Source | |
| 44 | 97.6226 | pyth-networkmcp · other | Real-time and historical price feeds for crypto, equities, FX, and commodities. | 247 stars · 346 forks | No one-command install · Source | |
| 45 | 97.5896 | gh05tcrew-metasploit-frameworkmcp · other | Provides a secure interface to Metasploit Framework's penetration testing capabilities, enabling exploit execution, payload generation, session… | 732 stars · 207 forks | No one-command install · Source | |
| 46 | 97.5413 | a-bonus-google-docsmcp · other | Provides a bridge between Google Docs and AI tools for reading document content, appending text, and applying formatting to specific text within… | 653 stars · 213 forks | No one-command install · Source | |
| 47 | 97.5341 | jacksteamdev-obsidian-toolsmcp · other | Integrates AI-powered tools with Obsidian for enhanced note-taking, linking, and knowledge management workflows. | 832 stars · 118 forks | No one-command install · Source | |
| 48 | 97.5311 | zcaceres-fetchmcp · other | Fetches and transforms web content into various formats. | 819 stars · 123 forks | No one-command install · Source | |
| 49 | 97.4996 | docling-mcpmcp · other | Provides tools for document conversion, processing, and generation, enabling PDF to structured JSON conversion, document creation, and caching for… | 758 stars · 142 forks | No one-command install · Source | |
| 50 | 97.4676 | cyfrin-aderynmcp · other | Provides intelligent Solidity smart contract analysis through the Aderyn static analyzer, scanning codebases to identify security vulnerabilities… | 794 stars · 117 forks | No one-command install · Source | |
| 51 | 97.4353 | shtse8-pdf-readermcp · other | Securely extracts text, metadata, and page information from PDF files within a project directory using pdfjs-dist for both local files and remote… | 909 stars · 81 forks | No one-command install · Source | |
| 52 | 97.4278 | gcloudmcp · other | Interact with Google Cloud environments using the gcloud CLI through natural language | 896 stars · 83 forks | No one-command install · Source | |
| 53 | 97.3795 | caiovicentino-polymarketmcp · other | Prediction market trading with 38 tools for orders, market analysis, and portfolio management with safety controls | 665 stars · 137 forks | No one-command install · Source | |
| 54 | 97.3517 | sirkirby-unifimcp · other | AI-powered management for UniFi Network, Protect, and Access controllers. | 772 stars · 99 forks | No one-command install · Source | |
| 55 | 97.3147 | guangxiangdebizi-finance-market-datamcp · other | Provides real-time financial data and news through tools for stock market information, market indices tracking, and financial news updates | 658 stars · 120 forks | No one-command install · Source | |
| 56 | 97.3046 | osomai-servicenowmcp · other | Provides a bridge to ServiceNow ITSM functionality for managing incidents, service catalogs, change requests, workflows, and changesets through… | 297 stars · 227 forks | No one-command install · Source | |
| 57 | 97.2482 | steipete-macos-automatormcp · other | Automates macOS tasks through AppleScript and JavaScript for Automation with a rich library of pre-defined scripts for application control, file… | 874 stars · 65 forks | No one-command install · Source | |
| 58 | 97.2371 | stevenstavrakis-obsidianmcp · other | Integrates with Obsidian to enable natural language-based note creation, editing, and management within vaults. | 731 stars · 92 forks · 1 mention | No one-command install · Source | |
| 59 | 97.2153 | dbtmcp · other | Provides a bridge between dbt (data build tool) resources and natural language interfaces, enabling execution of CLI commands, discovery of model… | 602 stars · 127 forks | No one-command install · Source | |
| 60 | 97.2028 | yuniko-software-minecraft-botmcp · other | Enables AI control of Minecraft bots through Mineflayer-based tools for movement, block manipulation, inventory management, and environment… | 715 stars · 86 forks | No one-command install · Source | |
| 61 | 97.1362 | taibumcp · other | Enables traditional Chinese metaphysics tools like Bazi, Ziwei, and Qimen via MCP, integrating AI analysis for divination and fortune-telling. | 584 stars · 116 forks | No one-command install · Source | |
| 62 | 97.1177 | makafeli-n8n-workflow-buildermcp · other | Enables creation and management of n8n workflows for simplified automation and integration tasks. | 544 stars · 128 forks | No one-command install · Source | |
| 63 | 97.0849 | arcadeai-blueprintmcp · other | Generates technical diagrams from text descriptions using image generation with asynchronous job management | 731 stars · 68 forks | No one-command install · Source | |
| 64 | 97.0712 | kimtaeyoon83-youtube-transcriptsmcp · other | Extract and analyze video captions and subtitles in multiple languages. | 590 stars · 98 forks | No one-command install · Source | |
| 65 | 97.0696 | sbroenne-excelmcp · other | Automates Microsoft Excel through Windows COM with comprehensive operations for Power Query, DAX, PivotTables, and VBA | 649 stars · 78 forks | No one-command install · Source | |
| 66 | 97.0680 | jtang613-ghidra-assistmcp · other | Integrates with Ghidra's analysis framework to provide binary reverse engineering capabilities including function decompilation, disassembly… | 732 stars · 66 forks | No one-command install · Source | |
| 67 | 97.0507 | wjc9011-comsol-multiphysicsmcp · other | COMSOL Multiphysics simulation control through the MPh Python library. | 683 stars · 68 forks | No one-command install · Source | |
| 68 | 97.0414 | cantian-ai-bazi-astrologymcp · other | Provides a bridge to Chinese BaZi astrology calculations, enabling fortune-telling and personality analysis based on birth date and time without… | 427 stars · 162 forks | No one-command install · Source | |
| 69 | 97.0013 | spences10-sequentialthinking-toolsmcp · other | Provides structured problem-solving tools for step-by-step analysis, branching thoughts, and adaptive reasoning strategies in complex decision-making… | 590 stars · 85 forks | No one-command install · Source | |
| 70 | 96.9211 | levnikolaevich-hex-researchmcp · other | Research graph tools for hypotheses, goals, experiment runs, source quality audits, and generated maps. | 556 stars · 83 forks | No one-command install · Source | |
| 71 | 96.8841 | semgrepmcp · other | Integrates with Semgrep's static analysis engine to scan code for security vulnerabilities and coding issues, enabling developers to identify and fix… | 685 stars · 56 forks | No one-command install · Source | |
| 72 | 96.8817 | ferrislucas-itermmcp · other | Enables direct execution of shell commands in the active iTerm tab, streamlining terminal-based workflows and automation tasks. | 567 stars · 74 forks | No one-command install · Source | |
| 73 | 96.8785 | markuspfundstein-mcp-gsuitemcp · other | Interact with Google Docs, Sheets, and other Workspace products. | 489 stars · 98 forks | No one-command install · Source | |
| 74 | 96.8765 | hald-thingsmcp · other | Integrates with the Things task management app to enable natural language queries and updates for tasks, projects, and areas. | 601 stars · 67 forks | No one-command install · Source | |
| 75 | 96.8627 | ee0pdt-godot-script-integrationmcp · other | Integrates with Godot to enable AI interaction with scripts, supporting features like reading, listing, and updating script information for enhanced… | 616 stars · 64 forks | No one-command install · Source | |
| 76 | 96.8394 | hustcc-mermaidmcp · other | Generates Mermaid diagrams by accepting Mermaid syntax with customizable themes, background colors, and output formats including PNG images, SVG… | 638 stars · 59 forks | No one-command install · Source | |
| 77 | 96.8148 | hanlulong-statamcp · other | Integrates Stata statistical software with code editors like VS Code and Cursor, enabling direct command execution, real-time output viewing, and… | 491 stars · 85 forks | No one-command install · Source | |
| 78 | 96.7550 | roblox-studiomcp · other | Enables Roblox Studio developers to insert marketplace models and execute Luau code through a plugin. | 484 stars · 80 forks | No one-command install · Source | |
| 79 | 96.7369 | vivekvells-mcp-pandocmcp · other | Document format conversion using Pandoc, enabling transformation of content between PDF, HTML, Markdown, .docx, .rst, .epuc, .latex, and more. | 579 stars · 60 forks | No one-command install · Source | |
| 80 | 96.7321 | anaisbetts-youtubemcp · other | Extract and analyze video subtitle data for content understanding. | 544 stars · 64 forks | No one-command install · Source | |
| 81 | 96.7276 | wereadmcp · other | Integrates with WeRead e-book platform to provide access to book content, user highlights, and annotations with efficient cache management for… | 574 stars · 60 forks | No one-command install · Source | |
| 82 | 96.7272 | appiummcp · other | Mobile automation testing for iOS and Android devices with intelligent test generation | 465 stars · 87 forks | No one-command install · Source | |
| 83 | 96.7197 | token-optimizermcp · other | Intelligent token optimization achieving 95%+ reduction through caching and compression | 536 stars · 65 forks | No one-command install · Source | |
| 84 | 96.6958 | hvkshetry-autocad-lt-autolispmcp · other | Enables natural language control of AutoCAD LT through AutoLISP code generation and execution for creating engineering drawings, process equipment… | 476 stars · 75 forks | No one-command install · Source | |
| 85 | 96.6562 | zhongweili-nanobananamcp · other | AI-powered image generation and editing using Google's Gemini models | 393 stars · 117 forks | No one-command install · Source | |
| 86 | 96.6408 | tevonsb-homeassistant-mcpmcp · other | Connect to the Home Assistant platform, enabling smart home control. | 575 stars · 54 forks | No one-command install · Source | |
| 87 | 96.6165 | rhnvrm-zerodha-kitemcp · other | Integrates with Zerodha Kite trading platform to enable algorithmic trading and portfolio management for Indian stock markets. | 308 stars · 130 forks | No one-command install · Source | |
| 88 | 96.6016 | cyanheads-atlasmcp · other | ATLAS enables AI assistants to manage complex projects by breaking them down into hierarchical tasks with rich content support. | 477 stars · 65 forks | No one-command install · Source | |
| 89 | 96.5344 | todoistmcp · other | Official task management integration for organizing work and life | 539 stars · 52 forks | No one-command install · Source | |
| 90 | 96.5111 | mcpdotdirect-evm-blockchainmcp · other | Integrates with EVM-compatible blockchains to enable querying data, transferring tokens, reading smart contracts, and resolving ENS names across… | 379 stars · 103 forks | No one-command install · Source | |
| 91 | 96.4722 | 8beeeaaat-touchdesignermcp · other | Provides a bridge between TouchDesigner visual programming environment and natural language commands, enabling real-time control of nodes, properties… | 512 stars · 51 forks | No one-command install · Source | |
| 92 | 96.4257 | koreal6803-finlab-aimcp · other | Quantitative trading toolkit with extensive data access, backtesting, and strategy development tools. | 413 stars · 67 forks | No one-command install · Source | |
| 93 | 96.4136 | storybloqmcp · other | Enables AI coding assistants to persist and manage project context across sessions, including tickets, roadmap, handovers, and lessons learned, via a… | 699 stars · 35 forks | No one-command install · Source | |
| 94 | 96.3897 | sec-edgarmcp · other | Provides access to SEC EDGAR financial data through tools for retrieving company submissions, financial concepts, standardized facts, and XBRL frames… | 355 stars · 95 forks | No one-command install · Source | |
| 95 | 96.3155 | aahl-aktoolsmcp · other | Integrates with Chinese financial markets through akshare library to provide real-time and historical stock and cryptocurrency data with caching… | 393 stars · 64 forks | No one-command install · Source | |
| 96 | 96.3151 | dnakov-fridamcp · other | Enables dynamic instrumentation of mobile and desktop applications through Frida toolkit, providing capabilities for process management, device… | 428 stars · 56 forks | No one-command install · Source | |
| 97 | 96.2968 | joshrutkowski-applescriptmcp · other | Integrates AppleScript to enable natural language control of macOS applications and system functions. | 393 stars · 63 forks | No one-command install · Source | |
| 98 | 96.2880 | daniel-steigman-software-planning-toolmcp · other | Guides developers through a structured, question-based approach to break down software goals into actionable implementation plans with detailed task… | 396 stars · 61 forks | No one-command install · Source | |
| 99 | 96.2435 | adhikasp-redditmcp · other | Integrates with Reddit to fetch and analyze posts, comments, and trends across subreddits for content curation and social media insights. | 423 stars · 53 forks | No one-command install · Source | |
| 100 | 96.1713 | sysprog21-zhtw-lintingmcp · other | Enforces Taiwan Ministry of Education standards for Traditional Chinese text, catching Mainland Chinese regional drift in vocabulary, punctuation, and… | 467 stars · 42 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.