Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2901 | 77.211 | adird-corporate-dystopia-toolkitmcp · other | Provides a satirical corporate dystopia toolkit with HR-related tools that parody toxic workplace behaviors through functions for requesting raises… | 37 stars · 2 forks | No one-command install · Source | |
| 2902 | 77.211 | kysigned-mcpmcp · other | Enables management of e-signature envelopes — create, check status, list, send reminders, and void — through natural language. | 37 stars · 2 forks | No one-command install · Source | |
| 2903 | 77.233 | agy-mcpmcp · other | Wraps Google Antigravity CLI into 11 typed MCP tools, enabling any MCP client to invoke agy for code review, prototyping, execution, and long-running… | 20 stars · 6 forks | No one-command install · Source | |
| 2904 | 77.286 | fl0w1nd-grok2-imagemcp · other | Enables AI assistants to generate images through the Grok2 model using stdio transport for seamless integration into existing workflows. | 29 stars · 3 forks | No one-command install · Source | |
| 2905 | 77.286 | nicktcode-swissgroceriesmcp · other | Real-time Swiss grocery shopping across Migros, Coop, Aldi, Denner, Lidl, and more with price comparison and store location. | 29 stars · 3 forks | No one-command install · Source | |
| 2906 | 77.366 | fellowtraveler-rust-filesystemmcp · other | Provides secure filesystem operations within allowed directories for controlled file management and data processing tasks. | 22 stars · 5 forks | No one-command install · Source | |
| 2907 | 77.401 | saleor-commercemcp · other | Interact with the Saleor Commerce platform to fetch information about products, orders and customers. | 18 stars · 8 forks | No one-command install · Source | |
| 2908 | 77.436 | turlockmike-chessmcp · other | Integrates with chess engines and libraries to provide game analysis, move generation, and position evaluation for chess applications and research. | 19 stars · 7 forks | No one-command install · Source | |
| 2909 | 77.436 | videocapturemcp · other | Provides webcam access for capturing still images with camera control features including brightness adjustment, resolution settings, and basic image… | 19 stars · 7 forks | No one-command install · Source | |
| 2910 | 77.436 | dhravya-apple-native-appsmcp · other | Enables native macOS integration with Apple applications like Contacts, Notes, Messages, Mail, Reminders, Calendar, and Maps through JXA and… | 19 stars · 7 forks | No one-command install · Source | |
| 2911 | 77.436 | yaddyvirus-darktablemcp · other | Controls Darktable photo editing software via natural language, supporting RAW and JPEG processing, non-destructive adjustments, batch editing, and… | 19 stars · 7 forks | No one-command install · Source | |
| 2912 | 77.488 | mcp-webdriveragentmcp · other | Provides tools to build, package, and sign WebDriverAgent for iOS, enabling natural language automation of Appium WebDriverAgent preparation via MCP. | 25 stars · 4 forks | No one-command install · Source | |
| 2913 | 77.488 | dphoeniixx-djebmcp · other | Integrates with JEB decompiler through a Python-Jython bridge to enable direct Android APK analysis, method decompilation, code element manipulation… | 25 stars · 4 forks | No one-command install · Source | |
| 2914 | 77.488 | tmdaidevs-fabric-ontologymcp · other | Full CRUD control of Ontology items in Microsoft Fabric, including entities, relationships, data bindings, and Power BI report links. | 25 stars · 4 forks | No one-command install · Source | |
| 2915 | 77.488 | cervonwong-ilspymcp · other | Wraps ILSpy for .NET binary decompilation and static analysis from AI assistants. | 25 stars · 4 forks | No one-command install · Source | |
| 2916 | 77.567 | monarch-moneymcp · other | Integrates with Monarch Money for accounts, transactions, budgets, cashflow, investments, and credit history. | 12 stars · 10 forks | No one-command install · Source | |
| 2917 | 77.746 | herosizy-cucumberstudiomcp · other | Integrates with CucumberStudio's testing platform for managing BDD projects, scenarios, action words, and test executions through dual stdio and HTTP… | 21 stars · 6 forks | No one-command install · Source | |
| 2918 | 77.754 | bsmi021-web-content-extractormcp · other | Extracts and processes web content using TypeScript, Cheerio, and Turndown for tasks like scraping, summarization, and data transformation. | 13 stars · 10 forks | No one-command install · Source | |
| 2919 | 77.779 | bytedreamer-dotnet-frameworkmcp · other | Provides .NET Framework development capabilities through TCP communication, enabling project building with MSBuild, test execution across… | 23 stars · 5 forks | No one-command install · Source | |
| 2920 | 77.779 | universal-firefly-iii-ai-bridgemcp · other | Provides comprehensive AI-agnostic access to all Firefly III personal finance features via 66 tools, enabling natural language management of accounts… | 23 stars · 5 forks | No one-command install · Source | |
| 2921 | 77.779 | pycli-mcpmcp · other | Enables natural language interaction with any Python CLI application (Click, Typer, Argparse) through the Model Context Protocol. | 23 stars · 5 forks | No one-command install · Source | |
| 2922 | 77.842 | titanmind-whatsappmcp · other | Integrates with TitanMind's WhatsApp platform to handle both free-form messaging within 24-hour windows and template-based campaigns, managing… | 18 stars · 9 forks | No one-command install · Source | |
| 2923 | 77.842 | jamiew-monarch-moneymcp · other | Access Monarch Money financial data including accounts, transactions, budgets, and investments. | 18 stars · 9 forks | No one-command install · Source | |
| 2924 | 77.862 | ab498-code-context-providermcp · other | Analyzes project directories to extract code structure and symbols using Tree-sitter parsers, providing tools for generating directory trees and… | 20 stars · 7 forks | No one-command install · Source | |
| 2925 | 77.862 | jonaolden-powerbi-tabularmcp · other | Connects to locally running Power BI Desktop tabular models via ADOMD.NET, enabling DAX query execution, metadata exploration, and model analysis with… | 20 stars · 7 forks | No one-command install · Source | |
| 2926 | 77.862 | butterlatte-zhang-unity-ai-bridgemcp · other | Remote-control Unity Editor from AI IDEs via file-based IPC with 62 tools covering scene, GameObject, asset, profiler, and test operations. | 20 stars · 7 forks | No one-command install · Source | |
| 2927 | 77.862 | abhiphile-fermatmcp · other | Provides mathematical computation and plotting capabilities through matplotlib for data visualization, NumPy for numerical operations, and SymPy for… | 20 stars · 7 forks | No one-command install · Source | |
| 2928 | 77.901 | zerocracy-project-managementmcp · other | Provides a bridge between Zerocracy's project management platform and development teams, offering actionable recommendations to improve productivity… | 9 stars · 11 forks | No one-command install · Source | |
| 2929 | 77.901 | sysknifemcp · other | Your sysadmin co-pilot — an AI that administers Linux through typed, approval-gated, Ed25519-audited actions instead of shell strings. Reference… | 9 stars · 11 forks | No one-command install · Source | |
| 2930 | 77.932 | nickzren-opentargetsmcp · other | Access biomedical research data for targets, diseases, drugs, variants, and evidence | 19 stars · 8 forks | No one-command install · Source | |
| 2931 | 77.958 | crazyrabbitltc-ethers-walletmcp · other | Integrates with Ethereum networks and smart contracts using ethers.js to enable wallet operations, transaction management, and blockchain… | 14 stars · 10 forks | No one-command install · Source | |
| 2932 | 78.054 | pranciskus-newsmcpmcp · other | Real-time world news aggregation with region and topic filtering. | 42 stars · 2 forks | No one-command install · Source | |
| 2933 | 78.079 | james-see-draw-thingsmcp · other | Enables local AI image generation on macOS through the Draw Things application. | 27 stars · 4 forks | No one-command install · Source | |
| 2934 | 78.097 | bigchx-3d-reliefmcp · other | Converts 2D images into 3D relief STL files for 3D printing by generating depth maps from brightness values and creating triangulated mesh surfaces… | 22 stars · 6 forks | No one-command install · Source | |
| 2935 | 78.097 | operantlabs-operantmcp · other | Security testing toolkit with 51 tools for penetration testing, forensics, and vulnerability assessment. | 22 stars · 6 forks | No one-command install · Source | |
| 2936 | 78.097 | ryan7t-wanyi-watermarkmcp · other | Removes watermarks from Chinese social media videos on Douyin and Xiaohongshu platforms using async processing and video manipulation to extract clean… | 22 stars · 6 forks | No one-command install · Source | |
| 2937 | 78.097 | mpalermiti-outlookmcp · other | Microsoft Outlook personal account access — 51 tools for mail, calendar, contacts, tasks, and drafts via Microsoft Graph. | 22 stars · 6 forks | No one-command install · Source | |
| 2938 | 78.177 | bsmi021-chain-of-draftmcp · other | Enables iterative reasoning through structured drafts with explicit reasoning chains, allowing for focused critiques and targeted revisions to improve… | 24 stars · 5 forks | No one-command install · Source | |
| 2939 | 78.177 | supercollider-osc-mcpmcp · other | Enables AI assistants to control SuperCollider audio synthesis via OSC, supporting melody, rhythm, and soundscape generation through MCP tools. | 24 stars · 5 forks | No one-command install · Source | |
| 2940 | 78.177 | codelipenghui-matmcp · other | Enables Java heap dump analysis through headless Eclipse MAT with OQL queries, leak detection reports, and 56 built-in analysis commands. | 24 stars · 5 forks | No one-command install · Source | |
| 2941 | 78.332 | jbr-cargomcp · other | Provides safe access to Rust development workflows through whitelisted Cargo commands including check, clippy, test, build, bench, fmt, dependency… | 16 stars · 10 forks | No one-command install · Source | |
| 2942 | 78.358 | qeinfinity-binancemcp · other | Integrates with Binance to provide real-time cryptocurrency market data streaming for spot and futures markets, enabling automated trading strategies… | 20 stars · 8 forks | No one-command install · Source | |
| 2943 | 78.358 | bmorphism-saymcp · other | Leverages macOS 'say' command for customizable text-to-speech functionality, enabling dynamic voice output. | 20 stars · 8 forks | No one-command install · Source | |
| 2944 | 78.358 | mushroomfleet-transcriptiontoolsmcp · other | Processes and enhances transcribed text through error correction, natural formatting of timestamped content, and intelligent summarization using ACE… | 20 stars · 8 forks | No one-command install · Source | |
| 2945 | 78.374 | stanfrbd-cyberbromcp · other | IOC extraction, enrichment, and reputation analysis for cybersecurity investigations. | 19 stars · 9 forks | No one-command install · Source | |
| 2946 | 78.375 | liorfranko-chain-of-thoughtmcp · other | Task management system that converts natural language into organized development tasks with dependency tracking, implementation guides, and… | 21 stars · 7 forks | No one-command install · Source | |
| 2947 | 78.375 | ifmelate-image-extractormcp · other | Enables image processing and analysis by extracting images from URLs or base64 data, with features for resizing, format conversion, and secure domain… | 21 stars · 7 forks | No one-command install · Source | |
| 2948 | 78.407 | gogogadgetbytes-plankamcp · other | Manage Planka kanban boards with full CRUD for cards, tasks, comments, and labels. | 8 stars · 12 forks | No one-command install · Source | |
| 2949 | 78.510 | nkkko-daytona-python-interpretermcp · other | Integrates with Daytona's secure Python execution environment to enable isolated code running and workspace management for testing and educational… | 23 stars · 6 forks | No one-command install · Source | |
| 2950 | 78.510 | bmorphism-anti-bullshitmcp · other | Integrates multiple epistemological frameworks to analyze claims, validate sources, and detect manipulation for enhanced fact-checking and critical… | 23 stars · 6 forks | No one-command install · Source | |
| 2951 | 78.522 | jmanhype-flux-studiomcp · other | Bridges Flux's image generation capabilities to coding environments, enabling text-to-image, image-to-image, inpainting, and structural control… | 25 stars · 5 forks | No one-command install · Source | |
| 2952 | 78.612 | laubplusco-webdavmcp · other | Enables interaction with WebDAV file systems through natural language commands, providing complete CRUD operations for files and directories with… | 18 stars · 10 forks | No one-command install · Source | |
| 2953 | 78.612 | nekzus-utilitymcp · other | Advanced NPM analysis: Recursive security scanning, ecosystem awareness, and deep insights | 18 stars · 10 forks | No one-command install · Source | |
| 2954 | 78.613 | nirholas-crypto-market-datamcp · other | Access real-time cryptocurrency prices, OHLCV charts, DeFi protocol TVL, and yield farming data from CoinGecko and DeFiLlama. | 29 stars · 4 forks | No one-command install · Source | |
| 2955 | 78.629 | hybirdss-smartest-tvmcp · other | Control smart TVs with natural language, with deep-link support for Netflix, YouTube, and Spotify. | 46 stars · 2 forks | No one-command install · Source | |
| 2956 | 78.688 | isaacwasserman-langchain-tsmcp · other | Enable LangChain workflows for your MCP client. | 35 stars · 3 forks | No one-command install · Source | |
| 2957 | 78.726 | nomikmcp · other | AI-native code intelligence graph that builds a persistent knowledge graph of your codebase in Neo4j and exposes it to AI assistants via MCP, enabling… | 22 stars · 7 forks | No one-command install · Source | |
| 2958 | 78.726 | unleashmcp · other | Manage feature flags and rollout strategies through the Unleash platform | 22 stars · 7 forks | No one-command install · Source | |
| 2959 | 78.730 | sparkforge-2mcp · other | Access a versatile collection of tools for media generation, web scraping, and cryptocurrency research. Convert between data formats, summarize long… | 219,896 installs | No commit datelisted | No one-command install · Source |
| 2960 | 78.752 | joshuarileydev-mac-apps-launchermcp · other | Launch and control macOS applications. | 19 stars · 10 forks | No one-command install · Source | |
| 2961 | 78.752 | zanetworker-doclingmcp · other | Integrates with the Docling library to provide document processing capabilities, including conversion to markdown, table extraction, and image… | 19 stars · 10 forks | No one-command install · Source | |
| 2962 | 78.772 | wp-pinchmcp · other | Enables AI assistants to manage and interact with WordPress sites through MCP, providing tools for content creation, moderation, WooCommerce… | 47 stars · 2 forks | No one-command install · Source | |
| 2963 | 78.800 | super-shellmcp · other | Enables secure execution of shell commands across Windows, macOS, and Linux with a three-tier whitelist security model for controlled system access. | 20 stars · 9 forks | No one-command install · Source | |
| 2964 | 78.805 | krekun-vrchatmcp · other | Provides a bridge between AI assistants and VRChat, enabling direct avatar parameter manipulation, movement control, and interaction through WebSocket… | 26 stars · 5 forks | No one-command install · Source | |
| 2965 | 78.805 | tmdaidevs-force-fabricmcp · other | Provides live optimization analysis for Microsoft Fabric items with 100+ rules across Lakehouses, Warehouses, Eventhouses, and Semantic Models. | 26 stars · 5 forks | No one-command install · Source | |
| 2966 | 78.805 | vertexcover-io-linkedin-spidermcp · other | Extracts LinkedIn profile data, company information, and connection details using advanced anti-detection web scraping techniques for recruitment… | 26 stars · 5 forks | No one-command install · Source | |
| 2967 | 78.805 | habedi-omni-lprmcp · other | Self-hostable automatic license plate recognition | 26 stars · 5 forks | No one-command install · Source | |
| 2968 | 78.819 | devhub-cmsmcp · other | Manage and utilize content within DevHub CMS (blog posts, hours of operation and other content). | 9 stars · 12 forks | No one-command install · Source | |
| 2969 | 78.871 | b-open-io-bsv-walletmcp · other | Integrates with Bitcoin SV blockchain to enable wallet operations, transaction management, and NFT interactions while maintaining local private key… | 21 stars · 8 forks | No one-command install · Source | |
| 2970 | 78.887 | morristai-icebergmcp · other | Provides AI access to Apache Iceberg catalogs with tools for exploring namespaces, tables, schemas, properties, and partitions in data lakes without… | 36 stars · 3 forks | No one-command install · Source | |
| 2971 | 78.887 | grafema-mcpmcp · other | Grafema builds a queryable knowledge graph of your codebase and allows you to enforce structural invariants and query the system using Datalog or… | 36 stars · 3 forks | No one-command install · Source | |
| 2972 | 78.896 | fkesheh-skill-managementmcp · other | Organizes and executes reusable automation scripts with structured metadata, environment variable management, and automatic dependency installation… | 30 stars · 4 forks | No one-command install · Source | |
| 2973 | 78.908 | hh-mcp-comfyuimcp · other | 通过Model Context Protocol调用本地ComfyUI实例生成图片，支持动态替换工作流中的提示词和尺寸等参数。 | 24 stars · 6 forks | No one-command install · Source | |
| 2974 | 78.908 | sohumsuthar-simulinkmcp · other | Integrates with MATLAB Simulink for programmatic model creation, block manipulation, parameter configuration, and simulation execution. | 24 stars · 6 forks | No one-command install · Source | |
| 2975 | 78.908 | gh-augiemazza-varrdmcp · other | AI trading research with event studies, backtesting, and statistical validation across stocks, futures, and crypto. | 24 stars · 6 forks | No one-command install · Source | |
| 2976 | 79.061 | paiml-rashmcp · other | Rust-to-shell transpiler with formal correctness guarantees | 37 stars · 3 forks | No one-command install · Source | |
| 2977 | 79.113 | saiprashanths-code-analysismcp · other | Integrates code analysis with scraping capabilities to enable code review, static analysis, and automated refactoring suggestions for development… | 27 stars · 5 forks | No one-command install · Source | |
| 2978 | 79.113 | rijkvanzanten-directusmcp · other | Bridges AI tools with Directus headless CMS, enabling content operations through automatically generated tools based on your instance's schema | 27 stars · 5 forks | No one-command install · Source | |
| 2979 | 79.113 | jonradoff-lightcmsmcp · other | AI-native CMS with 41 tools for managing websites through natural language. | 27 stars · 5 forks | No one-command install · Source | |
| 2980 | 79.123 | egorpavlikhin-roslyn-analyzermcp · other | Provides C# code analysis capabilities by leveraging the Microsoft Roslyn compiler platform to validate syntax, find references, and run recommended… | 31 stars · 4 forks | No one-command install · Source | |
| 2981 | 79.123 | mcp-klever-vmmcp · other | Klever blockchain smart contract development. | 31 stars · 4 forks | No one-command install · Source | |
| 2982 | 79.183 | sap-mcpmcp · other | Use the SAP MCP Wizard or install the library from the npm registry to automatically create and configure a Solana/SAP wallet via… | 34,350 installs | No commit datelisted | No one-command install · Source |
| 2983 | 79.223 | noahgsolomon-pumpfunmcp · other | Enables direct interaction with the Pump.fun platform on Solana blockchain for creating, buying, and selling tokens with customizable parameters and… | 22 stars · 8 forks | No one-command install · Source | |
| 2984 | 79.223 | overseer66-comfyuimcp · other | Provides a bridge between AI systems and ComfyUI's image generation capabilities, enabling text-to-image creation with customizable parameters through… | 22 stars · 8 forks | No one-command install · Source | |
| 2985 | 79.313 | magnetai-free-usdc-transfer-basemcp · other | Enables feeless USDC transfers on the Base blockchain through Coinbase CDP's MPC wallet integration, providing secure wallet creation and… | 21 stars · 9 forks | No one-command install · Source | |
| 2986 | 79.439 | gh-surgex-labs-awxmcp · other | Control AWX and Ansible Tower through natural language with 49 automation tools. | 11 stars · 12 forks | No one-command install · Source | |
| 2987 | 79.530 | gofireflyio-firefly-mcpmcp · other | Integrates, discovers, manages, and codifies cloud resources with [Firefly](https://firefly.ai). | 16 stars · 11 forks | No one-command install · Source | |
| 2988 | 79.536 | ignfab-geoportailmcp · other | Integrates with French Géoportail services to provide geocoding, altitude lookup, administrative boundaries, cadastral data, and urban planning… | 26 stars · 6 forks | No one-command install · Source | |
| 2989 | 79.537 | adonaivera-fiftyonemcp · other | Control FiftyOne computer vision datasets through MCP tools | 24 stars · 7 forks | No one-command install · Source | |
| 2990 | 79.564 | cypress-cloudmcp · other | Access Cypress test results and accessibility reports directly in your AI workflow. | 40 stars · 3 forks | No one-command install · Source | |
| 2991 | 79.569 | danielcy-coze-openclawmcp · other | Bridges Coze workflow automation with MCP clients for listing, executing, and managing Coze workflows through conversational interfaces. | 97 stars · 1 fork | No one-command install · Source | |
| 2992 | 79.577 | nurture-tech-unity-editormcp · other | Integrates with Unity game engine to enable automated game development tasks, asset management, and Unity project analysis through direct workflow… | 33 stars · 4 forks | No one-command install · Source | |
| 2993 | 79.664 | bartwisch-programming-guidelines-managermcp · other | Integrates with development tools to enforce consistent coding standards by managing and serving programming guidelines and rules across projects. | 22 stars · 9 forks | No one-command install · Source | |
| 2994 | 79.664 | himaratsu-microcmsmcp · other | Integrates with microCMS headless CMS to enable complete content and media management through CRUD operations, draft previews, field filtering, and… | 22 stars · 9 forks | No one-command install · Source | |
| 2995 | 79.683 | digitalfactorysn-dolibarrmcp · other | Connects to Dolibarr ERP/CRM with 55+ tools for invoicing, accounting, CRM, project management, inventory, quotes, and financial reporting. | 12 stars · 12 forks | No one-command install · Source | |
| 2996 | 79.722 | kontent-aimcp · other | Manage content, types, taxonomies, and workflows in Kontent.ai headless CMS | 9 stars · 13 forks | No one-command install · Source | |
| 2997 | 79.844 | lgradisar-archicadmcp · other | Integrates with ArchiCAD's Tapir command system to enable architectural modeling operations, element manipulation, and project management tasks within… | 27 stars · 6 forks | No one-command install · Source | |
| 2998 | 79.903 | hhhh124hhhh-godot-enginemcp · other | Bidirectional Godot engine integration for natural language game development with scene manipulation and GDScript editing | 42 stars · 3 forks | No one-command install · Source | |
| 2999 | 79.931 | riksdag-regeringmcp · other | Access Swedish Parliament and Government open data - 27 tools for political analysis | 30 stars · 5 forks | No one-command install · Source | |
| 3000 | 79.931 | artemnovichkov-shortcutsmcp · other | Enables AI to list, view, and run Apple Shortcuts on macOS through direct integration with the system's command-line utility for automating tasks via… | 30 stars · 5 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.