Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 301 | 90.2026 | qainsights-jmetermcp · other | Enables natural language execution of JMeter performance tests in both GUI and non-GUI modes, returning detailed results for automated load testing… | 72 stars · 24 forks | No one-command install · Source | |
| 302 | 90.1734 | video-audio-editormcp · other | Provides comprehensive video and audio editing capabilities through FFmpeg, enabling operations like format conversion, trimming, subtitle addition… | 87 stars · 15 forks | No one-command install · Source | |
| 303 | 90.1164 | terminalman-wolfram-alphamcp · other | Integrates with WolframAlpha to enable computational knowledge queries, scientific calculations, and data analysis across diverse disciplines. | 75 stars · 20 forks | No one-command install · Source | |
| 304 | 90.0949 | jztan-pdfmcp · other | Read, merge, split, rotate, and extract text from PDF documents. | 129 stars · 9 forks | No one-command install · Source | |
| 305 | 90.0120 | hannesrudolph-imessage-querymcp · other | Query and analyze iMessage conversations on macOS. | 79 stars · 17 forks | No one-command install · Source | |
| 306 | 89.9309 | reaper-dawmcp · other | Provides complete control over REAPER DAW through a Lua bridge script, enabling track management, MIDI operations, FX processing, automation, project… | 82 stars · 15 forks | No one-command install · Source | |
| 307 | 89.8709 | amenti-labs-vibecraftmcp · other | AI-powered WorldEdit for Minecraft with 50+ tools for natural language building, terrain generation, and pattern placement | 99 stars · 11 forks | No one-command install · Source | |
| 308 | 89.8362 | cdnsteve-sugarmcp · other | Autonomous AI development system with persistent task queue and background execution. | 93 stars · 12 forks | No one-command install · Source | |
| 309 | 89.8220 | mitchhankins01-oura-ringmcp · other | Connect your Oura Ring to AI assistants for human-readable health insights with smart analysis tools. | 27 stars · 34 forks | No one-command install · Source | |
| 310 | 89.8165 | code-to-treemcp · other | Converts source code into Abstract Syntax Tree representations using tree-sitter parsers for multiple programming languages including C, C++, Rust… | 87 stars · 13 forks | No one-command install · Source | |
| 311 | 89.8076 | cyanheads-filesystemmcp · other | Provides a secure interface for interacting with local filesystems, enabling file reading, writing, updating, and directory management with robust… | 50 stars · 28 forks | No one-command install · Source | |
| 312 | 89.7962 | bnb-chain-blockchainmcp · other | Enables direct interaction with BNB Chain and other EVM-compatible networks for blockchain operations including block exploration, smart contract… | 60 stars · 27 forks | No one-command install · Source | |
| 313 | 89.7544 | mirno-ehf-ue5-blueprintmcp · other | Enables AI-assisted Unreal Engine 5 Blueprint development through tools for node management, connection handling, variable operations, and flow… | 73 stars · 18 forks | No one-command install · Source | |
| 314 | 89.7524 | reaper-reapy-mcpmcp · other | Enables AI assistants to control REAPER DAW via the Model Context Protocol, including track, FX, MIDI, and audio operations. | 82 stars · 14 forks | No one-command install · Source | |
| 315 | 89.7325 | ricocf-wolframalphamcp · other | Connects language models to Wolfram Alpha for performing mathematical calculations, scientific queries, and data analysis with structured results in… | 85 stars · 13 forks | No one-command install · Source | |
| 316 | 89.7194 | ai-vision-mcpmcp · other | Provides AI-powered image and video analysis using Google Gemini and Vertex AI models through the Model Context Protocol. | 76 stars · 16 forks | No one-command install · Source | |
| 317 | 89.6373 | remote-desktop-commandermcp · other | Enables secure remote access to your computer's filesystem and terminal through MCP, allowing AI assistants to manage files, run commands, and… | 88 stars · 12 forks | No one-command install · Source | |
| 318 | 89.6243 | arjunkmrm-minecraftmcp · other | Integrates with Minecraft to enable AI control and interaction within game environments for research, education, and automation. | 100 stars · 10 forks | No one-command install · Source | |
| 319 | 89.6228 | george5562-jiramcp · other | Integrates Jira's project management capabilities with AI systems to automate tasks, track progress, and streamline development workflows. | 63 stars · 26 forks | No one-command install · Source | |
| 320 | 89.5834 | migratorywhale-stackchanmcp · other | Controls Stack-chan robots via AI with text-to-speech, camera, and servo management through M5Stack CoreS3. | 71 stars · 18 forks | No one-command install · Source | |
| 321 | 89.5440 | lpigeon-unitree-go2mcp · other | Enables control of the Unitree Go2 quadruped robot through natural language commands, translating conversational instructions into precise ROS2… | 86 stars · 12 forks | No one-command install · Source | |
| 322 | 89.5300 | k-jarzyna-miromcp · other | Integrates with Miro's collaborative whiteboard platform, providing over 80 tools for managing boards, creating and manipulating various item types… | 65 stars · 22 forks | No one-command install · Source | |
| 323 | 89.5281 | zscalermcp · other | Manage Zscaler Zero Trust Exchange via 280+ tools across ZPA, ZIA, ZDX, ZCC, EASM, and more. | 50 stars · 27 forks | No one-command install · Source | |
| 324 | 89.5067 | genfilesmcpmcp · other | Generates PowerPoint, Excel, Word, and Markdown files from natural language requests and reviews Word documents with AI comments. | 85 stars · 12 forks | No one-command install · Source | |
| 325 | 89.5006 | unusual-whales-mcpmcp · other | Provides access to Unusual Whales market data including options flow, dark pool activity, congressional trades, and more via natural language queries. | 78 stars · 14 forks | No one-command install · Source | |
| 326 | 89.4682 | blacktop-saymcp · other | Provides text-to-speech capabilities through both native system voices and ElevenLabs integration, enabling vocalization of responses without leaving… | 68 stars · 19 forks | No one-command install · Source | |
| 327 | 89.4570 | tjnull-ludusmcp · other | Manage Ludus cyber range environments through natural language commands. | 84 stars · 12 forks | No one-command install · Source | |
| 328 | 89.4542 | adamzhang1987-kingdee-k3cloudmcp · other | Query and operate Kingdee K3Cloud ERP systems through natural language with 15 tools for reading, writing, and auditing business records. | 66 stars · 20 forks | No one-command install · Source | |
| 329 | 89.4355 | egoist-ffmpeg-media-toolsmcp · other | Provides a simplified interface for common FFmpeg media operations like video speed adjustment and audio extraction without requiring complex… | 119 stars · 8 forks | No one-command install · Source | |
| 330 | 89.4270 | alfredang-notebooklmmcp · other | Automates Google NotebookLM workflows for creating notebooks, adding content sources, and generating podcasts, videos, slide decks, mind maps… | 47 stars · 27 forks | No one-command install · Source | |
| 331 | 89.3897 | chuprinadaria-fartrunmcp · other | Local code scanner with 29 tools for security vulnerability detection, health analysis, and dead code identification without cloud uploads. | 139 stars · 7 forks | No one-command install · Source | |
| 332 | 89.3854 | kvadratni-speech-faster-whispermcp · other | Integrates voice interaction capabilities using faster-whisper and PyAudio for speech recognition and synthesis, enabling natural language voice… | 83 stars · 12 forks | No one-command install · Source | |
| 332 | 89.3854 | terhechte-rust-analyzer-toolsmcp · other | Integrates with Rust Analyzer to provide type information, documentation, references, implementations, and Cargo commands for Rust development… | 83 stars · 12 forks | No one-command install · Source | |
| 334 | 89.3455 | vidhupv-x-twittermcp · other | Create and manage X/Twitter posts. | 61 stars · 25 forks | No one-command install · Source | |
| 335 | 89.3072 | codemaestroai-advanced-unitymcp · other | Unity Editor package that enables direct integration between Unity development environments and external tools for game development workflows… | 93 stars · 10 forks | No one-command install · Source | |
| 336 | 89.2886 | hula-mcpmcp · other | 为HuLa即时通讯应用提供MCP服务，支持用户、群组和聊天资源的访问以及消息发送等工具操作。 | 24 stars · 32 forks | No one-command install · Source | |
| 337 | 89.2747 | giginet-xcodeprojmcp · other | Provides manipulation of Xcode project files through 21 specialized tools for creating projects, managing targets and build configurations… | 133 stars · 7 forks | No one-command install · Source | |
| 338 | 89.2636 | jmanhype-vggt-mpsmcp · other | Provides 3D vision and reconstruction capabilities through VGGT transformer model for multi-view reconstruction from image sequences, offering camera… | 92 stars · 10 forks | No one-command install · Source | |
| 339 | 89.2437 | ppt-translatormcp · other | Translates PowerPoint presentations using Amazon Bedrock models while preserving formatting, layouts, and styles, supporting selective slide… | 70 stars · 16 forks | No one-command install · Source | |
| 340 | 89.1940 | ruixingshi-deepseek-thinkermcp · other | Integrates with DeepSeek Thinker model to enable chain-of-thought reasoning and complex problem-solving for applications requiring advanced cognitive… | 69 stars · 16 forks | No one-command install · Source | |
| 341 | 89.1776 | bestk-vscode-internal-commandsmcp · other | VSCode extension that exposes VSCode's internal commands and functionality, enabling direct control of the editor environment for automated… | 63 stars · 20 forks | No one-command install · Source | |
| 342 | 89.1775 | berrykuipers-radarr-sonarrmcp · other | Integrates with Radarr and Sonarr to enable natural language querying and filtering of movie and TV show collections by various criteria like year… | 47 stars · 26 forks | No one-command install · Source | |
| 343 | 89.1666 | kastalien-research-thoughtboxmcp · other | Provides structured step-by-step reasoning capabilities through clear_thought tool that breaks down complex problems into manageable thoughts with… | 64 stars · 19 forks | No one-command install · Source | |
| 344 | 89.0915 | non906-omniparser-autoguimcp · other | Integrates computer vision and automation libraries to enable AI-assisted control of desktop applications through visual analysis and GUI… | 70 stars · 15 forks | No one-command install · Source | |
| 345 | 89.0858 | wyre-technology-connectwise-managemcp · other | Enables AI assistants to manage ConnectWise Manage tickets, companies, contacts, projects, time entries, and configurations. | 22 stars · 32 forks | No one-command install · Source | |
| 346 | 89.0656 | nayshins-ccxt-cryptocurrency-exchangemcp · other | Integrates with major cryptocurrency exchanges via CCXT to provide real-time and historical market data for analysis, trading, and portfolio tracking. | 62 stars · 20 forks | No one-command install · Source | |
| 347 | 89.0626 | f-poke-gatemcp · other | Tunnel local machine access to the Poke AI assistant via MCP over WebSocket. | 81 stars · 11 forks | No one-command install · Source | |
| 347 | 89.0626 | treesoop-hwp-hwpxmcp · other | Reads and writes Korean Hangul Word Processor (HWP/HWPX) documents with parsing and generation capabilities. | 81 stars · 11 forks | No one-command install · Source | |
| 349 | 89.0592 | hopxmcp · other | Execute code in isolated cloud containers | 155 stars · 6 forks | No one-command install · Source | |
| 350 | 89.0344 | sker65-testrailmcp · other | Bridges TestRail's test management platform with AI tools, enabling interaction with projects, test cases, runs, results, and datasets for streamlined… | 20 stars · 33 forks | No one-command install · Source | |
| 351 | 88.9848 | veenastudio-fl-studiomcp · other | Enables direct AI interaction with FL Studio's MIDI and recording capabilities through encrypted MIDI messages, democratizing music creation by… | 105 stars · 8 forks | No one-command install · Source | |
| 352 | 88.9279 | kakimochi-ros2-robot-controlmcp · other | Integrates ROS 2 with natural language processing to enable robot control through commands like 'move forward at 0.2 m/s for 5 seconds' via the… | 84 stars · 10 forks | No one-command install · Source | |
| 353 | 88.9165 | excel-automation-cppmcp · other | Provides Excel file manipulation capabilities through OpenXLSX, enabling creation, editing, and formatting of spreadsheets with cell operations… | 79 stars · 11 forks | No one-command install · Source | |
| 354 | 88.8303 | langcare-mcp-fhirmcp · other | FHIR-based access to EMR systems like Epic and Cerner. | 66 stars · 15 forks | No one-command install · Source | |
| 355 | 88.7734 | text2go-ai-humanizermcp · other | Integrates multiple AI text detection services to analyze content authenticity, writing style, and potential plagiarism. | 59 stars · 20 forks | No one-command install · Source | |
| 356 | 88.7731 | pansila-gdbmcp · other | GDB/MI protocol integration providing remote application debugging capabilities. | 68 stars · 14 forks | No one-command install · Source | |
| 356 | 88.7731 | vrtejus-pymolmcp · other | Enables direct interaction with PyMOL molecular visualization software for executing commands, manipulating structures, and analyzing molecular data… | 68 stars · 14 forks | No one-command install · Source | |
| 358 | 88.7579 | solana-foundation-solana-devmcp · other | Integrates with Solana blockchain to provide direct access to account data, transaction details, and network parameters through TypeScript-based RPC… | 43 stars · 25 forks | No one-command install · Source | |
| 359 | 88.7548 | reapermcpmcp · other | Connects AI assistants to REAPER for music production, enabling full control over tracks, MIDI, mixing, mastering, and audio analysis through 153… | 76 stars · 11 forks | No one-command install · Source | |
| 360 | 88.6953 | mcp-simple-voicevoxmcp · other | Provides VOICEVOX text-to-speech as an MCP tool. Requires a running VOICEVOX engine on localhost. | 72 stars · 12 forks | No one-command install · Source | |
| 361 | 88.6519 | qpd-v-guidemcp · other | Interactive tutorial and tools for understanding, implementing, and exploring MCP concepts and capabilities. | 66 stars · 14 forks | No one-command install · Source | |
| 362 | 88.6409 | jango-blockchained-homeassistantmcp · other | Integrates Home Assistant with language models to enable natural language control and querying of smart home devices. | 56 stars · 22 forks | No one-command install · Source | |
| 363 | 88.5989 | yokingma-timemcp · other | Temporal awareness tools for timezone conversion, timestamps, and calendar calculations | 71 stars · 12 forks | No one-command install · Source | |
| 364 | 88.5620 | neilberkman-clippymcp · other | Provides intelligent clipboard operations and recent file discovery for macOS, enabling text and file copying to clipboard, pasting content to… | 245 stars · 4 forks | No one-command install · Source | |
| 365 | 88.5498 | shenghaiwan-xcodebuildmcp · other | Integrates with Xcode to enable iOS project building, testing, and error handling for efficient development workflows in AI-assisted coding… | 84 stars · 9 forks | No one-command install · Source | |
| 366 | 88.5403 | drjforrest-things3mcp · other | Integrates with Things3 task management app on macOS, enabling creation and management of tasks and projects via AppleScript and x-callback-url, with… | 73 stars · 11 forks | No one-command install · Source | |
| 367 | 88.5322 | bharathvag-ganesan-whoismcp · other | WHOIS domain lookups | 60 stars · 17 forks | No one-command install · Source | |
| 368 | 88.5088 | ai-news-mcpmcp · other | Aggregates and curates AI/tech news from 12 sources every 6 hours, providing pre-summarized and Opus-curated top picks for vibe coders and AI builders… | 70 stars · 12 forks | No one-command install · Source | |
| 369 | 88.4873 | cynicalsally-climcp · other | Provides brutally honest code reviews, explanations, and refactoring suggestions via CLI and MCP tools. | 93 stars · 8 forks | No one-command install · Source | |
| 370 | 88.4716 | destinyfrancis-openclaw-knowledge-distillermcp · other | Extracts knowledge from YouTube, Bilibili, and Facebook videos through local transcription and AI-powered summarization. | 64 stars · 14 forks | No one-command install · Source | |
| 371 | 88.4550 | dearlordylord-hulymcp · other | Connects to the Huly project management platform for task and issue tracking. | 50 stars · 23 forks | No one-command install · Source | |
| 372 | 88.4012 | mcp-agro-brasilmcp · other | Provides Brazilian agribusiness data such as livestock, crop prices, weather, exchange rates, and news through MCP tools. | 60 stars · 16 forks | No one-command install · Source | |
| 372 | 88.4012 | r-huijts-ns-travel-informationmcp · other | Access real-time Dutch Railways data for trip planning. | 60 stars · 16 forks | No one-command install · Source | |
| 374 | 88.3364 | fliptheweb-yaziomcp · other | Access user nutrition data and food diary from Yazio tracking app | 58 stars · 17 forks | No one-command install · Source | |
| 375 | 88.3280 | microchartsmcp · other | Renders word-sized charts — sparklines, bars, bullets and 100+ more types — to self-contained SVG with generated alt text, small enough to sit inline… | 155 stars · 5 forks | No one-command install · Source | |
| 376 | 88.3030 | mitsuhiko-pexpectmcp · other | Provides remote process control and debugging capabilities through Python's pexpect library, enabling spawning, interaction with, and control of… | 74 stars · 10 forks | No one-command install · Source | |
| 377 | 88.2792 | pzfreo-build123dmcp · other | AI-driven 3D CAD via build123d — execute, render, measure, and export geometry interactively. | 70 stars · 11 forks | No one-command install · Source | |
| 378 | 88.2791 | ttjslbz001-aksharemcp · other | Integrates with AKShare to provide real-time financial data and analysis tools for Chinese and global markets, enabling stock, fund, bond, futures… | 54 stars · 20 forks | No one-command install · Source | |
| 379 | 88.2490 | tradeitmcp · other | Execute stock, crypto, and options trades through natural language commands | 60 stars · 15 forks | No one-command install · Source | |
| 380 | 88.2294 | kamel-irzouni-deepseek-r1mcp · other | Integrates with Deepseek R1 model for text generation and analysis tasks, enabling content creation and AI-assisted decision-making in various… | 69 stars · 11 forks | No one-command install · Source | |
| 381 | 88.1968 | s4dp4nd4-frida-c2mcp · other | Enables dynamic mobile application security testing by running Frida instrumentation directly on rooted Android devices through Termux for real-time… | 63 stars · 13 forks | No one-command install · Source | |
| 382 | 88.1700 | bitscorp-ffmpeg-video-processormcp · other | Enables video manipulation through FFmpeg, offering capabilities to resize videos to different resolutions and extract audio in various formats… | 61 stars · 14 forks | No one-command install · Source | |
| 383 | 88.0934 | shaike1-sshmcp · other | Provides secure remote access capabilities for executing commands, transferring files, and managing connections on remote systems via SSH. | 57 stars · 16 forks | No one-command install · Source | |
| 384 | 88.0057 | galaxymcp · other | Connect to the Galaxy bioinformatics platform to execute tools and manage workflows. | 38 stars · 23 forks | No one-command install · Source | |
| 385 | 87.9468 | wyre-technology-itgluemcp · other | Provides AI access to IT Glue for managing organizations, configurations, passwords, and documentation assets. | 17 stars · 29 forks | No one-command install · Source | |
| 386 | 87.9299 | mxcpmcp · other | Enterprise-grade MCP framework for building production-ready AI tools with data quality, security, audit trails, and comprehensive testing. | 69 stars · 10 forks | No one-command install · Source | |
| 387 | 87.9279 | scottcjn-iotamcp · other | Provides 20 tools for IOTA blockchain interaction including wallet management, Move smart contract development, and on-chain queries with… | 65 stars · 11 forks | No one-command install · Source | |
| 388 | 87.9100 | dazeb-markdown-downloadermcp · other | Downloads and processes Markdown content from URLs, enabling tasks like content aggregation, documentation management, and text analysis. | 55 stars · 16 forks | No one-command install · Source | |
| 389 | 87.8634 | iowarp-clio-adiosmcp · other | Scientific data analysis for ADIOS2 BP5 files with metadata extraction and variable inspection. | 26 stars · 25 forks | No one-command install · Source | |
| 390 | 87.8592 | homeassistant-mcpmcp · other | Enables AI assistants to control Home Assistant devices and services through the Model Context Protocol. | 105 stars · 6 forks | No one-command install · Source | |
| 391 | 87.8511 | rtuin-mermaid-validatormcp · other | Validates and renders Mermaid diagrams as SVG images, providing detailed error messages for invalid syntax to enhance visualization capabilities… | 56 stars · 15 forks | No one-command install · Source | |
| 392 | 87.8253 | twolven-stockscreenmcp · other | Integrates with Yahoo Finance to provide advanced stock screening and analysis capabilities for technical, fundamental, and options-based trading… | 48 stars · 21 forks | No one-command install · Source | |
| 393 | 87.8003 | gh-es617-obsidian-syncmcp · other | Access Obsidian vaults via filesystem or CouchDB with Self-hosted LiveSync support. | 50 stars · 20 forks | No one-command install · Source | |
| 394 | 87.7657 | howardpen9-kimi-codemcp · other | Delegates bulk codebase analysis to Kimi K2.5's 256K context window, enabling architecture reviews, security audits, dependency mapping, and… | 61 stars · 12 forks | No one-command install · Source | |
| 395 | 87.7578 | williamcloudqi-matlabmcp · other | Integrates with MATLAB to execute code, generate scripts from natural language, and access documentation, enabling complex mathematical operations and… | 55 stars · 15 forks | No one-command install · Source | |
| 396 | 87.7413 | rembermcp · other | Create flashcards and study/remember anything you care about with spaced repetition reviews on Rember. | 63 stars · 11 forks | No one-command install · Source | |
| 397 | 87.7312 | talhaorak-taigamcp · other | Integrates with Taiga project management platform to enable direct control over projects, epics, user stories, tasks and issues without context… | 38 stars · 22 forks | No one-command install · Source | |
| 398 | 87.7142 | phuc-nt-atlassianmcp · other | Integrates with Atlassian's Jira and Confluence to enable natural language interaction with project management tools, allowing users to read resources… | 53 stars · 16 forks | No one-command install · Source | |
| 399 | 87.7064 | wyre-technology-ninjaonemcp · other | Connects AI assistants to NinjaOne device management with tools for managing devices, organizations, alerts, and service tickets. | 24 stars · 25 forks | No one-command install · Source | |
| 400 | 87.6946 | gh-lofifren-picocalcmcp · other | Connect AI assistants to PicoCalc MicroPython hardware over USB. | 77 stars · 8 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.