Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3601 | 95.5001 | dnakov-radare2mcp · other | Provides direct access to radare2's binary analysis framework for reverse engineering, malware analysis, and debugging through a simple stdin/stdout… | 311 stars · 39 forks | No one-command install · Source | |
| 3602 | 95.5038 | mikrotik-mcpmcp · other | Provides a bridge between AI assistants and MikroTik RouterOS devices, enabling natural language management of VLANs, firewall rules, DNS settings… | 262 stars · 57 forks | No one-command install · Source | |
| 3603 | 95.5263 | wrale-tree-sittermcp · other | Provides code analysis capabilities through tree-sitter parsing, enabling structured understanding and manipulation of source code across multiple… | 310 stars · 40 forks | No one-command install · Source | |
| 3604 | 95.5632 | maxanatsko-powerbi-enginemcp · other | Natural language Power BI model interaction including DAX queries, measure creation, and relationship management. | 255 stars · 65 forks | No one-command install · Source | |
| 3605 | 95.5640 | tsmztech-salesforcemcp · other | Integrates with Salesforce CRM for natural language-driven data management, querying, and administration tasks. | 167 stars · 93 forks | No one-command install · Source | |
| 3606 | 95.6064 | kevinwatt-yt-dlpmcp · other | Integrates with YouTube using yt-dlp to enable downloading of videos and subtitles for content analysis and processing tasks. | 277 stars · 58 forks | No one-command install · Source | |
| 3607 | 95.6957 | gh-smart-mcp-proxy-mcpproxymcp · other | Smart proxy with BM25 tool discovery, quarantine security, and token savings. | 330 stars · 44 forks | No one-command install · Source | |
| 3608 | 95.6974 | recursechat-apple-shortcuts-macosmcp · other | Control Apple Shortcuts automations on macOS. | 344 stars · 41 forks | No one-command install · Source | |
| 3609 | 95.7368 | nckgnd-tmuxmcp · other | Interact with and view tmux session content. | 300 stars · 55 forks | No one-command install · Source | |
| 3610 | 95.7368 | ue-mcpmcp · other | Gives AI assistants deep read/write access to the Unreal Editor through 21 category tools covering 525+ actions, plus a YAML flow engine for… | 300 stars · 55 forks | No one-command install · Source | |
| 3611 | 95.7465 | linux-adminmcp · other | Performs read-only Linux system administration, diagnostics, and troubleshooting on RHEL-based systems via SSH. | 291 stars · 62 forks | No one-command install · Source | |
| 3612 | 95.7550 | nkarasiak-qgismcp · other | Connects to QGIS for managing layers, editing features, running processing algorithms, rendering maps, and controlling projects through 50 specialized… | 273 stars · 71 forks | No one-command install · Source | |
| 3613 | 95.7775 | renderdoc-jiabolimcp · other | GPU frame capture analysis and graphics pipeline debugging using RenderDoc, supporting D3D11, D3D12, OpenGL, and Vulkan captures on Windows. | 329 stars · 48 forks | No one-command install · Source | |
| 3614 | 95.8022 | barckley75-davinci-resolvemcp · other | Control DaVinci Resolve Studio via natural language with 48 tools covering timelines, color grading, AI features, and rendering. | 346 stars · 45 forks | No one-command install · Source | |
| 3615 | 95.8193 | cheffromspace-windows-remote-controlmcp · other | Enables remote automation of Windows systems for controlling mouse, keyboard, and screen capture via nut.js. | 330 stars · 50 forks | No one-command install · Source | |
| 3616 | 95.8287 | sunriseapps-imagesorcerymcp · other | Provides powerful image manipulation capabilities including resizing, cropping, object detection, OCR text extraction, and finding objects based on… | 329 stars · 51 forks | No one-command install · Source | |
| 3617 | 95.8479 | gh-alisaitteke-photoshopmcp · other | Automate Adobe Photoshop operations including layer management, filters, and image manipulation. | 375 stars · 42 forks | No one-command install · Source | |
| 3618 | 95.8600 | ankimcp-ankimcp · other | Comprehensive Anki flashcard integration with card review, note management, deck operations, and media handling | 461 stars · 33 forks | No one-command install · Source | |
| 3619 | 95.9009 | jlcases-paelladocmcp · other | Generates structured documentation for software projects through code analysis, template management, and specialized commands for consistent… | 337 stars · 54 forks | No one-command install · Source | |
| 3620 | 95.9196 | maamcpmcp · other | 基于 MaaFramework 的 MCP 服务器，为 AI 助手提供 Android 设备和 Windows 桌面自动化能力。 | 381 stars · 44 forks | No one-command install · Source | |
| 3621 | 95.9515 | joshuarileydev-app-store-connectmcp · other | Manage iOS app distribution and testing workflows. | 331 stars · 58 forks | No one-command install · Source | |
| 3622 | 95.9841 | open-accountantsmcp · other | AI tax computation skills for financial transaction classification and tax documentation across 134 countries. | 358 stars · 51 forks | No one-command install · Source | |
| 3623 | 96.0408 | ai-dashboad-flutter-skillmcp · other | AI E2E testing bridge for apps across 8 platforms with 40+ tools. | 363 stars · 54 forks | No one-command install · Source | |
| 3624 | 96.1037 | mordavid-bloodhoundmcp · other | Integrates with BloodHound security tool to analyze Active Directory and Azure environments for attack paths, privilege escalation opportunities, and… | 375 stars · 56 forks | No one-command install · Source | |
| 3625 | 96.1570 | isaacphi-gdrivemcp · other | Integrates Google Drive and Sheets functionality for file operations and spreadsheet data manipulation. | 283 stars · 105 forks | No one-command install · Source | |
| 3626 | 96.1626 | ebook-mcpmcp · other | Enables natural language interaction with e-books, extracting metadata, table of contents, and chapter content from EPUB and PDF files. | 394 stars · 53 forks | No one-command install · Source | |
| 3627 | 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 | |
| 3628 | 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 | |
| 3629 | 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 | |
| 3630 | 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 | |
| 3631 | 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 | |
| 3632 | 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 | |
| 3633 | 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 | |
| 3634 | 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 | |
| 3635 | 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 | |
| 3636 | 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 | |
| 3637 | 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 | |
| 3638 | 96.5344 | todoistmcp · other | Official task management integration for organizing work and life | 539 stars · 52 forks | No one-command install · Source | |
| 3639 | 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 | |
| 3640 | 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 | |
| 3641 | 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 | |
| 3642 | 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 | |
| 3643 | 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 | |
| 3644 | 96.7197 | token-optimizermcp · other | Intelligent token optimization achieving 95%+ reduction through caching and compression | 536 stars · 65 forks | No one-command install · Source | |
| 3645 | 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 | |
| 3646 | 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 | |
| 3647 | 96.7321 | anaisbetts-youtubemcp · other | Extract and analyze video subtitle data for content understanding. | 544 stars · 64 forks | No one-command install · Source | |
| 3648 | 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 | |
| 3649 | 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 | |
| 3650 | 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 | |
| 3651 | 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 | |
| 3652 | 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 | |
| 3653 | 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 | |
| 3654 | 96.8785 | markuspfundstein-mcp-gsuitemcp · other | Interact with Google Docs, Sheets, and other Workspace products. | 489 stars · 98 forks | No one-command install · Source | |
| 3655 | 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 | |
| 3656 | 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 | |
| 3657 | 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 | |
| 3658 | 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 | |
| 3659 | 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 | |
| 3660 | 97.0507 | wjc9011-comsol-multiphysicsmcp · other | COMSOL Multiphysics simulation control through the MPh Python library. | 683 stars · 68 forks | No one-command install · Source | |
| 3661 | 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 | |
| 3662 | 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 | |
| 3663 | 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 | |
| 3664 | 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 | |
| 3665 | 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 | |
| 3666 | 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 | |
| 3667 | 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 | |
| 3668 | 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 | |
| 3669 | 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 | |
| 3670 | 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 | |
| 3671 | 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 | |
| 3672 | 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 | |
| 3673 | 97.3517 | sirkirby-unifimcp · other | AI-powered management for UniFi Network, Protect, and Access controllers. | 772 stars · 99 forks | No one-command install · Source | |
| 3674 | 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 | |
| 3675 | 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 | |
| 3676 | 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 | |
| 3677 | 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 | |
| 3678 | 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 | |
| 3679 | 97.5311 | zcaceres-fetchmcp · other | Fetches and transforms web content into various formats. | 819 stars · 123 forks | No one-command install · Source | |
| 3680 | 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 | |
| 3681 | 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 | |
| 3682 | 97.5843 | jaywebtech-autoshortscli · otherContributed by Sentinel | AutoShorts is a local-first desktop application for turning long-form video or audio recordings into high-impact, vertical short-form clip candidates… | 788 stars · 164 forks · 3 mentions | No one-command install · Source | |
| 3683 | 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 | |
| 3684 | 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 | |
| 3685 | 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 | |
| 3686 | 97.7217 | yifancong-rsdoctormcp · other | Build analysis and optimization recommendations for Rspack projects | 1,139 stars · 102 forks | No one-command install · Source | |
| 3687 | 97.7237 | safedep-vetmcp · other | Protect against malicious open source packages | 1,107 stars · 111 forks | No one-command install · Source | |
| 3688 | 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 | |
| 3689 | 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 | |
| 3690 | 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 | |
| 3691 | 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 | |
| 3692 | 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 | |
| 3693 | 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 | |
| 3694 | 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 | |
| 3695 | 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 | |
| 3696 | 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 | |
| 3697 | 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 | |
| 3698 | 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 | |
| 3699 | 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 | |
| 3700 | 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 |
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.