Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3301 | 86.8196 | kush36agrawal-video-editormcp · other | Integrates FFmpeg for video editing operations, enabling tasks like trimming, merging, and format conversion through natural language commands. | 50 stars · 13 forks | No one-command install · Source | |
| 3302 | 86.8974 | i-tozer-excalidrawmcp · other | Enables creation and management of Excalidraw drawings with tools for creating, updating, exporting, and storing visual content directly within… | 45 stars · 18 forks | No one-command install · Source | |
| 3303 | 86.9339 | d-d-knowledge-navigatormcp · other | Connects AI assistants to Dungeons & Dragons 5e game information via the Model Context Protocol, enabling queries for spells, monsters, equipment, and… | 48 stars · 15 forks | No one-command install · Source | |
| 3304 | 86.9518 | byungsookang-atom-of-thoughtsmcp · other | Enables structured problem-solving by breaking down complex tasks into atomic thought units for step-by-step reasoning and solution development | 62 stars · 9 forks | No one-command install · Source | |
| 3305 | 86.9518 | esamcp · other | Manage posts, comments, categories, tags, and team members on the esa.io documentation sharing platform. | 62 stars · 9 forks | No one-command install · Source | |
| 3306 | 86.9792 | mrexodia-user-feedbackmcp · other | Enable a human-in-the-loop workflow in tools like Cline and Cursor. | 53 stars · 12 forks | No one-command install · Source | |
| 3307 | 87.0862 | mcp-workspacemcp · other | Enables AI assistants to perform file system operations within a specified project directory, including reading, writing, editing, and managing files… | 48 stars · 16 forks | No one-command install · Source | |
| 3308 | 87.1056 | atomicchonk-roadrecon-analyzermcp · other | Exposes Azure AD security data collected by ROADrecon for analyzing tenant security posture, identifying privileged users, evaluating MFA status… | 52 stars · 13 forks | No one-command install · Source | |
| 3309 | 87.1056 | bggmcp · other | Access BoardGameGeek game data, user collections, and profiles | 52 stars · 13 forks | No one-command install · Source | |
| 3310 | 87.1101 | linxule-music-studiomcp · other | Creative music composition tool with multi-instrument playback, style presets, visual sheet music, and ABC notation support. | 69 stars · 8 forks | No one-command install · Source | |
| 3311 | 87.2010 | kazuph-fetchmcp · other | Integrates web scraping and image processing capabilities to fetch, extract, and optimize web content. | 41 stars · 20 forks | No one-command install · Source | |
| 3312 | 87.2406 | ilyagusev-academiamcp · other | Integrates with ArXiv, ACL Anthology, Semantic Scholar, and Hugging Face datasets to enable scientific literature discovery, citation analysis, LaTeX… | 90 stars · 6 forks | No one-command install · Source | |
| 3313 | 87.2408 | hugoduncan-clojure-replmcp · other | Exposes Clojure REPL functionality over SSE transport, enabling remote code execution and interactive data analysis. | 58 stars · 11 forks | No one-command install · Source | |
| 3314 | 87.2408 | uuuuzz-unreal-engine-bridgemcp · other | Native C++ Unreal Engine 5.6+ plugin exposing the Unreal Editor to AI clients over Streamable HTTP. | 58 stars · 11 forks | No one-command install · Source | |
| 3315 | 87.3357 | antonytm-sitecoremcp · other | Enables AI interaction with Sitecore CMS instances | 48 stars · 18 forks | No one-command install · Source | |
| 3316 | 87.3372 | blpapi-mcpmcp · other | Enables access to Bloomberg financial data via MCP, requiring a Bloomberg Terminal. | 59 stars · 11 forks | No one-command install · Source | |
| 3317 | 87.4617 | allenporter-home-assistantmcp · other | Interact with Home Assistant for querying and controlling smart home devices. | 68 stars · 9 forks | No one-command install · Source | |
| 3318 | 87.4624 | based-h-10-deepseek-reasonermcp · other | Integrates DeepSeek's R1 reasoning engine to enhance problem-solving, research assistance, and decision support capabilities. | 52 stars · 15 forks | No one-command install · Source | |
| 3319 | 87.4624 | dynamo-mcpmcp · other | Exposes cookiecutter templates through MCP, enabling discovery, registration, management, and project generation from templates. | 52 stars · 15 forks | No one-command install · Source | |
| 3320 | 87.4624 | alejandroballesteros-document-operationsmcp · other | Enables document operations on Microsoft Word, Excel, and PDF files through FastMCP and Python tools for creating, editing, converting, and… | 52 stars · 15 forks | No one-command install · Source | |
| 3321 | 87.5382 | archhub-mcpmcp · other | Enables natural language access to 11 Korean building data tools including building registers, permits, comprehensive profiles with zoning, floor… | 64 stars · 10 forks | No one-command install · Source | |
| 3322 | 87.6294 | codescenemcp · other | Code Health analysis and technical debt management | 62 stars · 11 forks | No one-command install · Source | |
| 3323 | 87.6612 | origin-mcpmcp · other | Enables AI assistants to control Origin/OriginPro on Windows, including data import, worksheet editing, graphing, analysis, and figure export. | 85 stars · 7 forks | No one-command install · Source | |
| 3324 | 87.6792 | jasperket-clankimcp · other | Integrates with Anki flashcards to provide card creation and deck management capabilities. | 44 stars · 21 forks | No one-command install · Source | |
| 3325 | 87.6930 | adhikasp-youtube-transcriptmcp · other | Fetch and analyze YouTube video transcripts. | 50 stars · 19 forks | No one-command install · Source | |
| 3326 | 87.6946 | gh-lofifren-picocalcmcp · other | Connect AI assistants to PicoCalc MicroPython hardware over USB. | 77 stars · 8 forks | No one-command install · Source | |
| 3327 | 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 | |
| 3328 | 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 | |
| 3329 | 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 | |
| 3330 | 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 | |
| 3331 | 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 | |
| 3332 | 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 | |
| 3333 | 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 | |
| 3334 | 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 | |
| 3335 | 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 | |
| 3336 | 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 | |
| 3337 | 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 | |
| 3338 | 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 | |
| 3339 | 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 | |
| 3340 | 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 | |
| 3341 | 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 | |
| 3342 | 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 | |
| 3343 | 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 | |
| 3344 | 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 | |
| 3345 | 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 | |
| 3346 | 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 | |
| 3347 | 88.2490 | tradeitmcp · other | Execute stock, crypto, and options trades through natural language commands | 60 stars · 15 forks | No one-command install · Source | |
| 3348 | 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 | |
| 3349 | 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 | |
| 3350 | 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 | |
| 3351 | 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 | |
| 3352 | 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 | |
| 3353 | 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 | |
| 3354 | 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 | |
| 3355 | 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 | |
| 3356 | 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 | |
| 3357 | 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 | |
| 3358 | 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 | |
| 3359 | 88.5322 | bharathvag-ganesan-whoismcp · other | WHOIS domain lookups | 60 stars · 17 forks | No one-command install · Source | |
| 3360 | 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 | |
| 3361 | 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 | |
| 3362 | 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 | |
| 3363 | 88.5989 | yokingma-timemcp · other | Temporal awareness tools for timezone conversion, timestamps, and calendar calculations | 71 stars · 12 forks | No one-command install · Source | |
| 3364 | 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 | |
| 3365 | 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 | |
| 3366 | 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 | |
| 3367 | 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 | |
| 3368 | 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 | |
| 3369 | 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 | |
| 3370 | 88.7731 | pansila-gdbmcp · other | GDB/MI protocol integration providing remote application debugging capabilities. | 68 stars · 14 forks | No one-command install · Source | |
| 3371 | 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 | |
| 3372 | 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 | |
| 3373 | 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 | |
| 3374 | 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 | |
| 3375 | 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 | |
| 3376 | 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 | |
| 3377 | 89.0592 | hopxmcp · other | Execute code in isolated cloud containers | 155 stars · 6 forks | No one-command install · Source | |
| 3378 | 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 | |
| 3379 | 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 | |
| 3380 | 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 | |
| 3381 | 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 | |
| 3382 | 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 | |
| 3383 | 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 | |
| 3384 | 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 | |
| 3385 | 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 | |
| 3386 | 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 | |
| 3387 | 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 | |
| 3388 | 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 | |
| 3389 | 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 | |
| 3390 | 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 | |
| 3391 | 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 | |
| 3392 | 89.3455 | vidhupv-x-twittermcp · other | Create and manage X/Twitter posts. | 61 stars · 25 forks | No one-command install · Source | |
| 3393 | 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 | |
| 3394 | 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 | |
| 3395 | 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 | |
| 3396 | 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 | |
| 3397 | 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 | |
| 3398 | 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 | |
| 3399 | 89.4570 | tjnull-ludusmcp · other | Manage Ludus cyber range environments through natural language commands. | 84 stars · 12 forks | No one-command install · Source | |
| 3400 | 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 |
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.