Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3401 | 89.500 | 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 | |
| 3402 | 89.506 | 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 | |
| 3403 | 89.528 | 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 | |
| 3404 | 89.530 | 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 | |
| 3405 | 89.544 | 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 | |
| 3406 | 89.583 | 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 | |
| 3407 | 89.622 | 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 | |
| 3408 | 89.624 | 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 | |
| 3409 | 89.637 | 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 | |
| 3410 | 89.719 | 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 | |
| 3411 | 89.732 | 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 | |
| 3412 | 89.752 | 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 | |
| 3413 | 89.754 | 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 | |
| 3414 | 89.796 | 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 | |
| 3415 | 89.807 | 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 | |
| 3416 | 89.816 | 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 | |
| 3417 | 89.822 | 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 | |
| 3418 | 89.836 | cdnsteve-sugarmcp · other | Autonomous AI development system with persistent task queue and background execution. | 93 stars · 12 forks | No one-command install · Source | |
| 3419 | 89.870 | 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 | |
| 3420 | 89.930 | 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 | |
| 3421 | 90.012 | hannesrudolph-imessage-querymcp · other | Query and analyze iMessage conversations on macOS. | 79 stars · 17 forks | No one-command install · Source | |
| 3422 | 90.094 | jztan-pdfmcp · other | Read, merge, split, rotate, and extract text from PDF documents. | 129 stars · 9 forks | No one-command install · Source | |
| 3423 | 90.116 | 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 | |
| 3424 | 90.173 | 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 | |
| 3425 | 90.202 | 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 | |
| 3426 | 90.204 | kukapay-cryptopanicmcp · other | Integrates with CryptoPanic to provide real-time cryptocurrency news, analysis, and video content with configurable pagination for financial analysis… | 74 stars · 22 forks | No one-command install · Source | |
| 3427 | 90.233 | openmf-mcp-mifosxmcp · other | A core banking integration for managing clients, loans, savings, shares, financial transactions and generating financial reports. | 25 stars · 38 forks | No one-command install · Source | |
| 3428 | 90.234 | ilikepizza2-ground-ng-qamcp · other | Automates web testing by putting the client in a feedback loop. Test recording, execution, and discovery with robust element identification and… | 67 stars · 28 forks | No one-command install · Source | |
| 3429 | 90.276 | kokoro-ttsmcp · other | Converts text to speech using the Kokoro TTS engine with configurable voices, speeds, and languages, supporting both local storage and S3 cloud… | 81 stars · 18 forks | No one-command install · Source | |
| 3430 | 90.282 | bschauer-strapimcp · other | Integrates Strapi CMS content into workflows, enabling manipulation of data for content management and querying in Strapi-powered applications. | 75 stars · 22 forks | No one-command install · Source | |
| 3431 | 90.325 | korigamik-markitdownmcp · other | Converts diverse file formats to Markdown using MarkItDown utility, enabling unified text-based workflows for content migration, documentation, and… | 87 stars · 16 forks | No one-command install · Source | |
| 3432 | 90.325 | adspirermcp · other | Campaign planning, research, and cross-platform ad creation | 87 stars · 16 forks | No one-command install · Source | |
| 3433 | 90.335 | hhopke-intervals-icumcp · other | Access Intervals.icu training, wellness, and performance data from AI assistants. | 61 stars · 29 forks | No one-command install · Source | |
| 3434 | 90.372 | julia-mcpmcp · other | Enables AI assistants to execute Julia code efficiently with persistent sessions, avoiding startup costs and maintaining state across calls. | 85 stars · 17 forks | No one-command install · Source | |
| 3435 | 90.391 | pantheon-security-notebooklm-securemcp · other | Security-hardened fork with post-quantum encryption, secrets scanning, and enterprise-grade protections | 81 stars · 19 forks | No one-command install · Source | |
| 3436 | 90.417 | transloaditmcp · other | Cloud media processing with 86+ robots for video, audio, images, and documents. | 73 stars · 26 forks | No one-command install · Source | |
| 3437 | 90.422 | niklauslee-frame0-diagrammingmcp · other | Provides a bridge to the Frame0 diagramming application for creating and manipulating visual elements like shapes, text, and connectors with… | 89 stars · 16 forks | No one-command install · Source | |
| 3438 | 90.425 | ricky-hacker-newsmcp · other | Integrates with Hacker News to fetch stories, comments, and user data, enabling tech news aggregation, trend analysis, and community engagement… | 76 stars · 23 forks | No one-command install · Source | |
| 3439 | 90.514 | zig-docs-mcpmcp · other | Provides up-to-date Zig standard library and builtin function documentation via MCP tools, using local Zig installation or remote ziglang.org sources. | 170 stars · 8 forks | No one-command install · Source | |
| 3440 | 90.532 | stefans71-wordpressmcp · other | Integrates WordPress with AI systems to enable automated content creation, site management, and data analysis for WordPress-based websites. | 80 stars · 21 forks | No one-command install · Source | |
| 3441 | 90.737 | griches-apple-appsmcp · other | Integrates with macOS native Apple applications including Notes, Messages, Contacts, Mail, Reminders, Calendar, and Maps through AppleScript… | 118 stars · 12 forks | No one-command install · Source | |
| 3442 | 90.801 | deepfates-replicatemcp · other | Bridges Replicate's AI model hosting platform, enabling seamless interaction with diverse machine learning models for tasks like image generation and… | 95 stars · 17 forks | No one-command install · Source | |
| 3443 | 90.810 | jztan-redminemcp · other | Integrates with Redmine project management systems for issue tracking, project coordination, and file management | 75 stars · 30 forks | No one-command install · Source | |
| 3444 | 90.812 | rishijatia-fantasy-premier-leaguemcp · other | Integrates with Fantasy Premier League data to provide player statistics, team information, and analytical tools for making informed fantasy football… | 80 stars · 25 forks | No one-command install · Source | |
| 3445 | 90.859 | jqlts1-omnifocus-enhancedmcp · other | Integrates with OmniFocus on macOS using AppleScript to provide complete task and project management capabilities including CRUD operations… | 60 stars · 32 forks | No one-command install · Source | |
| 3446 | 90.860 | xiaolaa2-ableton-copilotmcp · other | AI assistant for Ableton Live music production. | 91 stars · 19 forks | No one-command install · Source | |
| 3447 | 90.870 | gongrzhe-terminal-controllermcp · other | Enables secure terminal command execution, directory navigation, and file system operations across Windows and UNIX-based systems, with built-in… | 97 stars · 17 forks | No one-command install · Source | |
| 3448 | 90.927 | ghchen99-musescoremcp · other | Provides control of MuseScore music notation software through WebSocket communication, enabling composition, editing, and analysis of musical scores… | 82 stars · 25 forks | No one-command install · Source | |
| 3449 | 90.928 | ignacioh-copilot-moneymcp · other | Query and manage Copilot Money personal finance data including accounts, transactions, and budgets. | 77 stars · 30 forks | No one-command install · Source | |
| 3450 | 90.997 | multicad-mcpmcp · other | Controls CAD applications (AutoCAD, ZWCAD, etc.) via AI assistants through the Model Context Protocol, enabling drawing, layer management, and… | 94 stars · 19 forks | No one-command install · Source | |
| 3451 | 91.035 | dreamending-siemens-nxmcp · other | Controls Siemens NX CAD software through 47 tools covering 3D modeling, sketching, assembly, drawing creation, and measurement operations. | 95 stars · 19 forks | No one-command install · Source | |
| 3452 | 91.042 | armmcp · other | Code migration, optimization, and architecture guidance for Arm development | 93 stars · 20 forks | No one-command install · Source | |
| 3453 | 91.086 | optunamcp · other | Provides automated hyperparameter optimization and analysis using Optuna framework with support for multiple samplers, multi-objective optimization… | 85 stars · 25 forks | No one-command install · Source | |
| 3454 | 91.105 | excel-data-managermcp · other | Enables Excel file operations and data analysis with tools for statistical analysis, data filtering, pivot table creation, and visualization through… | 94 stars · 20 forks | No one-command install · Source | |
| 3455 | 91.142 | dschuler36-reaper-project-analyzermcp · other | Integrates with Reaper digital audio workstation to extract structured data from project files, enabling analysis and interaction with audio… | 118 stars · 14 forks | No one-command install · Source | |
| 3456 | 91.162 | stass-lldbmcp · other | Enable disassembly, debugging and analysis of native apps via LLDB on macOS and Linux. | 112 stars · 15 forks | No one-command install · Source | |
| 3457 | 91.165 | rgarcia-ynabmcp · other | Read-only access to YNAB budgets, accounts, categories, payees, and transactions. | 92 stars · 22 forks | No one-command install · Source | |
| 3458 | 91.194 | adancurusul-serial-portmcp · other | Enables serial port communication with embedded devices and hardware through configurable connection parameters, multiple data encodings, and session… | 89 stars · 24 forks | No one-command install · Source | |
| 3459 | 91.206 | sonirico-shellmcp · other | Provides a secure interface for executing controlled shell commands with comprehensive security features including allowlists, pattern-based blocking… | 101 stars · 18 forks | No one-command install · Source | |
| 3460 | 91.216 | stabgan-openrouter-multimodalmcp · other | Provides seamless access to OpenRouter's diverse AI models, enabling multimodal interactions across vision and language models with intelligent model… | 85 stars · 27 forks | No one-command install · Source | |
| 3461 | 91.231 | ying-dao-rpamcp · other | Bridges AI with Yingdao RPA platform to automate business processes through local and cloud-based robotic process automation applications. | 102 stars · 18 forks | No one-command install · Source | |
| 3462 | 91.252 | benzsevern-goldenmatchmcp · other | Entity resolution toolkit for deduplication, record matching, golden records, and PPRL. | 130 stars · 13 forks | No one-command install · Source | |
| 3463 | 91.259 | orellazri-codamcp · other | Provides a bridge between AI and Coda documents, enabling listing, creating, reading, updating, and duplicating pages for collaborative document… | 64 stars · 34 forks | No one-command install · Source | |
| 3464 | 91.262 | epistates-turbomcpmcp · other | TurboMCP SDK: Enterprise MCP SDK in Rust | 96 stars · 21 forks | No one-command install · Source | |
| 3465 | 91.282 | mikeyny-image-generation-replicate-flux-schnellmcp · other | Enables text-to-image generation using Replicate's flux-schnell model, offering configurable parameters for on-demand image creation in various… | 123 stars · 14 forks | No one-command install · Source | |
| 3466 | 91.294 | gongrzhe-jsonmcp · other | Provides a JSON manipulation interface using JSONPath syntax for querying, transforming, and analyzing structured data across diverse datasets. | 90 stars · 25 forks | No one-command install · Source | |
| 3467 | 91.295 | tadasant-stability-aimcp · other | Integrates Stability AI's image generation and manipulation capabilities for editing, upscaling, and more via Stable Diffusion models. | 84 stars · 29 forks | No one-command install · Source | |
| 3468 | 91.321 | chinawsb-delphi-compilermcp · other | Compiles Delphi projects and Pascal files using locally installed compilers with multi-version support and build history tracking. | 101 stars · 19 forks | No one-command install · Source | |
| 3469 | 91.339 | kentaroajisaka-japanese-tax-lawmcp · other | Retrieves Japanese tax laws, administrative circulars, and tribunal rulings from e-Gov and National Tax Agency sources to prevent hallucination. | 94 stars · 23 forks | No one-command install · Source | |
| 3470 | 91.462 | gh-clemensv-avrotizemcp · other | Schema conversion and schema-driven code generation across formats. | 131 stars · 14 forks | No one-command install · Source | |
| 3471 | 91.490 | elleryfamilia-terminalmcp · other | Provides direct access to a headless terminal emulator with tools for typing text, sending special keys, reading output, and capturing terminal state… | 132 stars · 14 forks | No one-command install · Source | |
| 3472 | 91.511 | mcptube-visionmcp · other | Transforms YouTube videos into a persistent, structured knowledge base using transcripts and visual frame analysis, enabling knowledge compounding and… | 154 stars · 12 forks | No one-command install · Source | |
| 3473 | 91.515 | strangelove-ventures-web3-blockchain-interfacemcp · other | Unifies interactions with multiple blockchains like Solana and Ethereum, enabling cross-chain operations such as balance checks and token transfers. | 95 stars · 25 forks | No one-command install · Source | |
| 3474 | 91.563 | deepl-translatormcp · other | Integrates with DeepL to provide high-quality text translation and rephrasing between numerous languages with formality controls for supported… | 112 stars · 18 forks | No one-command install · Source | |
| 3475 | 91.670 | sudowealth-schwabmcp · other | Access Charles Schwab accounts, trading data, and real-time market information. | 72 stars · 36 forks | No one-command install · Source | |
| 3476 | 91.735 | gh-yusong652-itasca-pfcmcp · other | Browse documentation, run simulations, and capture plots in ITASCA PFC discrete element software. | 164 stars · 12 forks | No one-command install · Source | |
| 3477 | 91.752 | 1c-metacode-mcpmcp · other | MCP сервер с встроенным AI агентом для поиска по графу метаданных и кода конфигураций 1С | 93 stars · 31 forks | No one-command install · Source | |
| 3478 | 91.756 | mrjoshuak-godoc-mcpmcp · other | Access Go package documentation and project structures. | 124 stars · 17 forks | No one-command install · Source | |
| 3479 | 91.790 | egoist-fetchmcp · other | Fetches web content and YouTube video transcripts, converting HTML to Markdown and extracting timestamps for reference in conversations. | 156 stars · 13 forks | No one-command install · Source | |
| 3480 | 91.790 | gh-crisnahine-rails-ai-contextmcp · other | Auto-expose Rails app structure to AI assistants via MCP with zero-config introspection. | 156 stars · 13 forks | No one-command install · Source | |
| 3481 | 91.838 | effytech-freshservicemcp · other | Enable AI assistants to manage IT service tickets and operations by integrating directly with Freshservice. Automate ticket creation, updates, and… | 36 stars · 47 forks | No one-command install · Source | |
| 3482 | 91.862 | isaacwasserman-vega-lite-data-visualizationmcp · other | Create data visualizations using Vega-Lite syntax by saving data tables and generating charts. | 100 stars · 27 forks | No one-command install · Source | |
| 3483 | 91.880 | fnewscrawlermcp · other | 已废弃的财经信息MCP服务，提供实时财经资讯，建议转向新项目OmniData。 | 110 stars · 22 forks | No one-command install · Source | |
| 3484 | 91.918 | cyberchitta-scrapling-fetchmcp · other | Enables AI to access text content from websites protected by bot detection mechanisms through three protection levels (basic, stealth, max-stealth)… | 113 stars · 21 forks | No one-command install · Source | |
| 3485 | 91.927 | hummingbotmcp · other | Automated multi-exchange cryptocurrency trading framework | 59 stars · 40 forks | No one-command install · Source | |
| 3486 | 91.938 | gongrzhe-travel-plannermcp · other | Integrates with Google Maps to enable AI-driven travel planning, itinerary optimization, and location-based services for automated trip management. | 99 stars · 29 forks | No one-command install · Source | |
| 3487 | 91.938 | christianhinge-dicommcp · other | Enables interaction with medical imaging systems through DICOM networking protocols for querying patient information, studies, series, and instances… | 99 stars · 29 forks | No one-command install · Source | |
| 3488 | 92.036 | chanmeng666-google-newsmcp · other | Integrates with Google News via SerpAPI to enable querying and retrieving current news articles, headlines, and related information for applications… | 126 stars · 19 forks | No one-command install · Source | |
| 3489 | 92.047 | licinexus-pncpmcp · other | Brazilian public procurement MCP providing access to PNCP tenders, contracts, and CNPJ company data. | 76 stars · 38 forks | No one-command install · Source | |
| 3490 | 92.057 | behivemcp · other | Open-source research engine that extracts structured knowledge from any topic via MCP, enabling AI assistants to get verified, scored claims and… | 143 stars · 16 forks | No one-command install · Source | |
| 3491 | 92.185 | my-mcpmcp · other | TO DO microsoft | 99 stars · 35 forks | No one-command install · Source | |
| 3492 | 92.192 | vortiago-azure-devopsmcp · other | Integrates with Azure DevOps services to enable natural language interactions for querying work items, retrieving project information, and managing… | 79 stars · 39 forks | No one-command install · Source | |
| 3493 | 92.213 | sammcj-package-versionmcp · other | Get package version data from npm and PyPI registries to assist with dependency management. | 122 stars · 22 forks | No one-command install · Source | |
| 3494 | 92.226 | skyworkai-mureka-music-generationmcp · other | Provides a bridge to Mureka.ai's music generation capabilities, enabling on-demand creation of lyrics, complete songs, and instrumental tracks without… | 112 stars · 26 forks | No one-command install · Source | |
| 3495 | 92.239 | bschoepke-ableton-livemcp · other | AI-driven control of Ableton Live DAW via natural language commands and direct Python execution. | 214 stars · 11 forks | No one-command install · Source | |
| 3496 | 92.259 | sky-pc-mcp-companionmcp · other | 本地MCP工具，通过截图、OCR、键盘和聊天输入与PC游戏《光遇》交互，支持AI客户端陪聊和实验。 | 148 stars · 17 forks | No one-command install · Source | |
| 3497 | 92.296 | yzfly-python-interpretermcp · other | Provides a secure Python execution environment with isolated working directories, enabling code execution, file operations, and package management for… | 102 stars · 34 forks | No one-command install · Source | |
| 3498 | 92.323 | ethanhenrickson-mathmcp · other | Provides basic mathematical and statistical functions for accurate numerical computations within AI-assisted applications. | 174 stars · 14 forks | No one-command install · Source | |
| 3499 | 92.347 | royshil-obsmcp · other | Enables control of OBS Studio through WebSocket protocol, allowing scene management, source control, streaming operations, and transitions for… | 122 stars · 24 forks | No one-command install · Source | |
| 3500 | 92.364 | organicmoron-super-productivitymcp · other | Bridges Super Productivity task management with natural language commands, automatically converting conversational scheduling syntax like 'tomorrow'… | 119 stars · 25 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.