Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 701 | 80.4735 | deal-locator-mcpmcp · other | 상업용 부동산 실거래가와 건축물대장을 역매칭하여 정확한 건물 정보를 조회하고, 시세·이력·데이터카드를 제공하는 MCP 서버입니다. | 27 stars · 7 forks | No one-command install · Source | |
| 701 | 80.4735 | buhe-rss-feed-managermcp · other | Enables AI to access and manage RSS feed content by parsing OPML files, fetching articles, and filtering content from subscribed sources | 27 stars · 7 forks | No one-command install · Source | |
| 703 | 80.3942 | debridgemcp · other | Execute cross-chain and same-chain token swaps, fee estimation, and trade execution across major blockchain networks. | 32 stars · 5 forks | No one-command install · Source | |
| 703 | 80.3942 | fannon-u-he-preset-randomizermcp · other | Generate and randomize u-he synthesizer presets through AI-assisted workflows | 32 stars · 5 forks | No one-command install · Source | |
| 705 | 80.3888 | li-vien-feishumcp · other | Integrates with Feishu (Lark) to retrieve document content from collaborative workspaces, enabling direct access to stored information without manual… | 37 stars · 4 forks | No one-command install · Source | |
| 706 | 80.3795 | kpanuragh-xdebugmcp · other | PHP debugging with breakpoints, stepping, and variable inspection | 25 stars · 8 forks | No one-command install · Source | |
| 707 | 80.3793 | mikusnuz-app-publishmcp · other | Manage iOS and Android app publishing across App Store Connect and Google Play Console. | 29 stars · 6 forks | No one-command install · Source | |
| 707 | 80.3793 | carrot-ai-pmmcp · other | Spec-driven development tool for AI coding assistants that generates specs, validates code compliance, and provides actionable feedback. | 29 stars · 6 forks | No one-command install · Source | |
| 707 | 80.3793 | spences10-jinaai-readermcp · other | Extracts and processes web content for efficient parsing and analysis of online information | 29 stars · 6 forks | No one-command install · Source | |
| 710 | 80.3424 | quickbooks-mcpmcp · other | Enables financial professionals to interact with QuickBooks Online using natural language for reports, journal entries, bills, expenses, and more. | 11 stars · 13 forks | No one-command install · Source | |
| 711 | 80.2147 | mybolide-probe-kitmcp · other | Development toolkit providing 23 specialized tools for software development workflows including code generation, project management, code quality… | 36 stars · 4 forks | No one-command install · Source | |
| 712 | 80.1784 | gh-dimitar-grigorov-file-toolsmcp · other | File operations with non-UTF-8 encoding support for 22 character sets including Cyrillic, Windows-125x, and ISO-8859. | 21 stars · 11 forks | No one-command install · Source | |
| 713 | 80.1657 | homelycarlos-nexusremcp · other | AI bridge for reverse engineering tools including IDA Pro, Ghidra, x64dbg, Cheat Engine, and Frida. | 26 stars · 7 forks | No one-command install · Source | |
| 713 | 80.1657 | qainsights-k6-load-testingmcp · other | Enables natural language-driven k6 load testing with configurable parameters for duration and virtual user count, bridging conversational interfaces… | 26 stars · 7 forks | No one-command install · Source | |
| 715 | 80.1580 | gh-vikrantsingh01-adaptive-cardsmcp · other | Generates valid, accessible Adaptive Cards for Teams, Outlook, and Copilot. | 31 stars · 5 forks | No one-command install · Source | |
| 716 | 80.0902 | roovet-custom-behavioral-modesmcp · other | Enables custom behavioral mode management for defining, loading, and applying tailored AI behaviors through configuration files in Roo Code | 28 stars · 6 forks | No one-command install · Source | |
| 717 | 80.0782 | datastrato-gravitinomcp · other | Integrates with Apache Gravitino to provide direct access to metadata services for exploring, tagging, and managing catalogs, schemas, tables, and… | 23 stars · 9 forks | No one-command install · Source | |
| 717 | 80.0782 | michalnaka-substackmcp · other | Enables downloading and parsing of Substack posts, facilitating content analysis and research workflows. | 23 stars · 9 forks | No one-command install · Source | |
| 719 | 80.0428 | spences10-wsl-execmcp · other | Provides secure command execution in WSL with built-in safety features like path validation, timeouts, and error handling. | 22 stars · 10 forks | No one-command install · Source | |
| 720 | 80.0218 | counterpoint-studio-audio-filemcp · other | Inspect local audio files with playback controls, metadata extraction, loudness analysis, and spectrograms. | 43 stars · 3 forks | No one-command install · Source | |
| 721 | 80.0000 | klavis-ai-youtubemcp · other | Extract and convert YouTube video information. | passed install test | No commit datelisted | No one-command install · Source |
| 721 | 80.0000 | notion-mcpmcp · other | Listed on mcp.so; Armory has only its name so far. | passed install test | No commit datelisted | No one-command install · Source |
| 723 | 79.9436 | panbanda-omenmcp · other | Code analysis tool that helps identify complexity, technical debt, and defect risks | 19 stars · 11 forks | No one-command install · Source | |
| 723 | 79.9436 | r-huijts-firstcyclingmcp · other | Provides a bridge to FirstCycling.com for retrieving professional cycling statistics, race results, rider profiles, and rankings with robust error… | 19 stars · 11 forks | No one-command install · Source | |
| 725 | 79.9415 | portviewmcp · other | See what's on your ports, then act on it. Diagnostic-first port viewer for Linux, MacOS and Windows. | 57 stars · 2 forks | No one-command install · Source | |
| 726 | 79.9310 | 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 | |
| 726 | 79.9310 | riksdag-regeringmcp · other | Access Swedish Parliament and Government open data - 27 tools for political analysis | 30 stars · 5 forks | No one-command install · Source | |
| 728 | 79.9036 | 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 | |
| 729 | 79.8446 | 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 | |
| 730 | 79.7229 | kontent-aimcp · other | Manage content, types, taxonomies, and workflows in Kontent.ai headless CMS | 9 stars · 13 forks | No one-command install · Source | |
| 731 | 79.6838 | 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 | |
| 732 | 79.6647 | 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 | |
| 732 | 79.6647 | 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 | |
| 734 | 79.5774 | 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 | |
| 735 | 79.5699 | 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 | |
| 736 | 79.5648 | cypress-cloudmcp · other | Access Cypress test results and accessibility reports directly in your AI workflow. | 40 stars · 3 forks | No one-command install · Source | |
| 737 | 79.5378 | adonaivera-fiftyonemcp · other | Control FiftyOne computer vision datasets through MCP tools | 24 stars · 7 forks | No one-command install · Source | |
| 738 | 79.5368 | 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 | |
| 739 | 79.5302 | 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 | |
| 740 | 79.4390 | 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 | |
| 741 | 79.3134 | 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 | |
| 742 | 79.2230 | 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 | |
| 742 | 79.2230 | 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 | |
| 744 | 79.1837 | 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 |
| 745 | 79.1235 | mcp-klever-vmmcp · other | Klever blockchain smart contract development. | 31 stars · 4 forks | No one-command install · Source | |
| 745 | 79.1235 | 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 | |
| 747 | 79.1134 | jonradoff-lightcmsmcp · other | AI-native CMS with 41 tools for managing websites through natural language. | 27 stars · 5 forks | No one-command install · Source | |
| 747 | 79.1134 | 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 | |
| 747 | 79.1134 | 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 | |
| 750 | 79.0612 | paiml-rashmcp · other | Rust-to-shell transpiler with formal correctness guarantees | 37 stars · 3 forks | No one-command install · Source | |
| 751 | 78.9089 | 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 | |
| 751 | 78.9089 | 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 | |
| 751 | 78.9089 | 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 | |
| 754 | 78.8966 | 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 | |
| 755 | 78.8871 | 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 | |
| 755 | 78.8871 | 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 | |
| 757 | 78.8717 | 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 | |
| 758 | 78.8195 | 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 | |
| 759 | 78.8056 | habedi-omni-lprmcp · other | Self-hostable automatic license plate recognition | 26 stars · 5 forks | No one-command install · Source | |
| 759 | 78.8056 | 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 | |
| 759 | 78.8056 | 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 | |
| 759 | 78.8056 | 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 | |
| 763 | 78.8004 | 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 | |
| 764 | 78.7725 | 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 | |
| 765 | 78.7526 | 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 | |
| 765 | 78.7526 | joshuarileydev-mac-apps-launchermcp · other | Launch and control macOS applications. | 19 stars · 10 forks | No one-command install · Source | |
| 767 | 78.7302 | 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 |
| 768 | 78.7263 | unleashmcp · other | Manage feature flags and rollout strategies through the Unleash platform | 22 stars · 7 forks | No one-command install · Source | |
| 768 | 78.7263 | 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 | |
| 770 | 78.6881 | isaacwasserman-langchain-tsmcp · other | Enable LangChain workflows for your MCP client. | 35 stars · 3 forks | No one-command install · Source | |
| 771 | 78.6295 | 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 | |
| 772 | 78.6137 | 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 | |
| 773 | 78.6128 | nekzus-utilitymcp · other | Advanced NPM analysis: Recursive security scanning, ecosystem awareness, and deep insights | 18 stars · 10 forks | No one-command install · Source | |
| 773 | 78.6128 | 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 | |
| 775 | 78.5227 | 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 | |
| 776 | 78.5109 | 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 | |
| 776 | 78.5109 | 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 | |
| 778 | 78.4076 | 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 | |
| 779 | 78.3750 | 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 | |
| 779 | 78.3750 | 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 | |
| 781 | 78.3745 | stanfrbd-cyberbromcp · other | IOC extraction, enrichment, and reputation analysis for cybersecurity investigations. | 19 stars · 9 forks | No one-command install · Source | |
| 782 | 78.3587 | 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 | |
| 782 | 78.3587 | 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 | |
| 782 | 78.3587 | 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 | |
| 785 | 78.3323 | 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 | |
| 786 | 78.1776 | 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 | |
| 786 | 78.1776 | 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 | |
| 786 | 78.1776 | 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 | |
| 789 | 78.0974 | 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 | |
| 789 | 78.0974 | 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 | |
| 789 | 78.0974 | 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 | |
| 789 | 78.0974 | 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 | |
| 793 | 78.0790 | 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 | |
| 794 | 78.0544 | pranciskus-newsmcpmcp · other | Real-time world news aggregation with region and topic filtering. | 42 stars · 2 forks | No one-command install · Source | |
| 795 | 77.9584 | 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 | |
| 796 | 77.9328 | nickzren-opentargetsmcp · other | Access biomedical research data for targets, diseases, drugs, variants, and evidence | 19 stars · 8 forks | No one-command install · Source | |
| 797 | 77.9011 | 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 | |
| 797 | 77.9011 | 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 | |
| 799 | 77.8621 | 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 | |
| 799 | 77.8621 | 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 |
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.