Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2701 | 72.290 | soundblaster-xcode-bridge-wrappermcp · other | Wraps Xcode's MCP bridge to fix compatibility with strict MCP clients like Cursor. | 20 stars · 2 forks | No one-command install · Source | |
| 2702 | 72.381 | cap-rate-signalsmcp · other | Cap Rate Signals — US Real Estate Investment Intelligence Identifies US real estate markets that are about to reprice upward, before consensus catches… | 6,543 installs | No commit datelisted | No one-command install · Source |
| 2703 | 72.565 | odysseus0-shellmcp · other | Enables secure execution of shell commands on host systems for tasks like system diagnostics, file manipulation, and automation. | 7 stars · 8 forks | No one-command install · Source | |
| 2704 | 72.565 | kukapay-crypto-whitepapers-mcpmcp · other | Serving as a structured knowledge base of crypto whitepapers. | 7 stars · 8 forks | No one-command install · Source | |
| 2705 | 72.565 | gh-shuotao-navisworksmcp · other | AI-driven automation for Autodesk Navisworks via WebSocket-bridged model inspection and visual management. | 7 stars · 8 forks | No one-command install · Source | |
| 2706 | 72.565 | hslee16-archymcp · other | Architectural quality sensor for Python codebases that detects import cycles, enforces layer rules, and computes dependency health scores. | 7 stars · 8 forks | No one-command install · Source | |
| 2707 | 72.644 | halflifezyf2680-mpm-codingmcp · other | Reliable long-running coding workflows with checkpoint and recovery support. | 17 stars · 3 forks | No one-command install · Source | |
| 2708 | 72.644 | oogunbiyi21-stats-compassmcp · other | 50+ pandas-powered tools for data loading, cleaning, visualization, and ML workflows | 17 stars · 3 forks | No one-command install · Source | |
| 2709 | 72.644 | configcatmcp · other | Feature flag and configuration management with CRUD operations, rollouts, A/B tests, and SDK documentation | 17 stars · 3 forks | No one-command install · Source | |
| 2710 | 72.722 | dwrtz-terminal-sessionmcp · other | Provides stateful, TUI-compatible terminal sessions for executing commands and running interactive applications, enabling persistent interaction with… | 15 stars · 4 forks | No one-command install · Source | |
| 2711 | 72.722 | itsuzef-abletonmcp · other | Integrates with Ableton Live to enable music production control including session management, track creation, MIDI editing, and audio effect… | 15 stars · 4 forks | No one-command install · Source | |
| 2712 | 72.722 | midhun-edv-magento-coding-standardsmcp · other | Validates Magento 2 code against 83+ coding standard rules, 150+ discouraged functions, and theme-specific conventions for Hyva, Luma, Breeze, and… | 15 stars · 4 forks | No one-command install · Source | |
| 2713 | 72.723 | kukapay-cointelegraph-mcpmcp · other | Providing real-time access to the latest news from Cointelegraph. | 12 stars · 7 forks | No one-command install · Source | |
| 2714 | 72.723 | heetvekariya-linear-regressionmcp · other | Train linear regression models. | 12 stars · 7 forks | No one-command install · Source | |
| 2715 | 72.723 | skrapeai-skrapemcp · other | Converts HTML pages into clean, structured Markdown for feeding web content into language models, enabling use cases like content analysis and… | 12 stars · 7 forks | No one-command install · Source | |
| 2716 | 72.723 | georgejeffers-gemini-promcp · other | Integrates Google's Gemini Pro model for text generation, enabling content creation, translation, and conversational capabilities. | 12 stars · 7 forks | No one-command install · Source | |
| 2717 | 72.803 | dubnium0-ffmpegmcp · other | Video and audio processing through FFmpeg with tools for conversion, editing, effects, streaming, and advanced media operations. | 21 stars · 2 forks | No one-command install · Source | |
| 2718 | 72.843 | danvega-spring-iomcp · other | Provides access to Spring I/O 2025 conference session data including talks, workshops, speakers, room assignments, and scheduling details for building… | 13 stars · 6 forks | No one-command install · Source | |
| 2719 | 72.843 | ftx-mcpmcp · other | Talk to your FactoryTalk Optix project. ftx-mcp connects AI tools to FactoryTalk Optix Studio on your Windows machine, so you can build and change HMI… | 13 stars · 6 forks | No one-command install · Source | |
| 2720 | 72.843 | mcp-python-refactoringmcp · other | Analyzes Python code and provides guided refactoring suggestions without automatically modifying code. | 13 stars · 6 forks | No one-command install · Source | |
| 2721 | 72.926 | bilibili-mcpmcp · other | A MCP tool to fetch Bilibili hot list videos, supporting configurable top-K results via async HTTP requests. | 14 stars · 5 forks | No one-command install · Source | |
| 2722 | 72.926 | lethain-systems-modelingmcp · other | Enables systems modeling and visualization by running simulations based on specifications and loading documentation to help generate better models… | 14 stars · 5 forks | No one-command install · Source | |
| 2723 | 72.926 | antonio-mello-ai-proxmoxmcp · other | Manage Proxmox VE clusters through AI assistants with VM, container, snapshot, and storage operations. | 14 stars · 5 forks | No one-command install · Source | |
| 2724 | 73.015 | ai-research-assistant-2mcp · other | AI Research Assistant | 6,567 installs | No commit datelisted | No one-command install · Source |
| 2725 | 73.146 | akira-papa-macos-gui-controlmcp · other | Provides complete macOS system automation through mouse operations, keyboard input, screen capture, window management, and AppleScript execution with… | 5 stars · 9 forks | No one-command install · Source | |
| 2726 | 73.154 | jser-infomcp · other | Provides access to JavaScript ecosystem data, trends, and library statistics from JSer.info for developers tracking the JavaScript landscape | 22 stars · 2 forks | No one-command install · Source | |
| 2727 | 73.154 | bjan-centaurimcp · other | Elegoo Centauri Carbon 3D printer control via reverse-engineered SDCP v3 WebSocket protocol. | 22 stars · 2 forks | No one-command install · Source | |
| 2728 | 73.182 | soukouki-local-wikipediamcp · other | Provides offline Wikipedia access through local dataset downloads from HuggingFace's finewiki collection with multi-language support and configurable… | 18 stars · 3 forks | No one-command install · Source | |
| 2729 | 73.182 | gh-es617-serial-portmcp · other | Serial port communication with line-oriented I/O, control lines, and device plugins. | 18 stars · 3 forks | No one-command install · Source | |
| 2730 | 73.182 | arielbs-rosetta-mcpmcp · other | Protein structure modeling via Rosetta/PyRosetta and Biotite for computational biology workflows. | 18 stars · 3 forks | No one-command install · Source | |
| 2731 | 73.182 | tooflex-davinci-resolvemcp · other | Integrates with DaVinci Resolve video editing software to enable direct access to projects, timelines, media pools, and color grading tools without… | 18 stars · 3 forks | No one-command install · Source | |
| 2732 | 73.182 | gh-marcorusc-biomodellingmcp · other | Integrates biological mechanistic modeling tools MaBoSS, NeKo, and PhysiCell with AI assistants for simulation workflows. | 18 stars · 3 forks | No one-command install · Source | |
| 2733 | 73.197 | pipeworxmcp · other | Live data for AI — one connector to SEC filings, economics, FDA, patents, weather, prediction markets, and more across 750+ official sources, with… | 8,926 installs | No commit datelisted | No one-command install · Source |
| 2734 | 73.383 | provencher-xcodemcpclimcp · other | Command-line client that serializes Xcode build, test, and launch commands through a shared background daemon. | 33 stars · 1 fork | No one-command install · Source | |
| 2735 | 73.387 | gh-eoinjordan-gb-studiomcp · other | Create and modify GB Studio projects with tools for scenes, actors, assets, and validation. | 16 stars · 4 forks | No one-command install · Source | |
| 2736 | 73.387 | zip-compressionmcp · other | Enables direct file compression and decompression operations using ZIP format through fastMCP and zip.js utilities for efficient file handling within… | 16 stars · 4 forks | No one-command install · Source | |
| 2737 | 73.387 | demwick-polymarketmcp · other | Trades and analyzes Polymarket prediction markets with 48 tools for trading, portfolio management, smart money tracking, copy-trading, and automated… | 16 stars · 4 forks | No one-command install · Source | |
| 2738 | 73.387 | paulieb89-uk-property-datamcp · other | Aggregates UK property data from Land Registry, EPC ratings, Rightmove listings, and Companies House records for property research and analysis. | 16 stars · 4 forks | No one-command install · Source | |
| 2739 | 73.568 | cerebrocanibalus-godotmcp · other | Control Godot Engine projects with 42 tools for scene, node, and resource management using native .tscn parsing. | 23 stars · 2 forks | No one-command install · Source | |
| 2740 | 73.568 | gsaccardi-dichiarinomcp · other | Assists with compiling the Italian Modello 730 pre-filled annual income tax return. | 23 stars · 2 forks | No one-command install · Source | |
| 2741 | 73.568 | dichiarinomcp · other | Enables AI assistants to help compile the Italian Modello 730 income tax return by providing IRPEF calculations, deduction tools, and tax rule… | 23 stars · 2 forks | No one-command install · Source | |
| 2742 | 73.658 | tadasant-ssh-rails-runnermcp · other | Enables safe remote execution of Rails console commands via SSH for efficient data operations and administrative tasks on production Rails… | 14 stars · 6 forks | No one-command install · Source | |
| 2743 | 73.658 | danielpodrazka-text-editormcp · other | Provides a secure Python-based text editing interface with two-step verification and syntax validation for collaborative code file manipulation | 14 stars · 6 forks | No one-command install · Source | |
| 2744 | 73.658 | webconsulting-wsl-filesystemmcp · other | Provides a bridge between Windows and Linux environments by enabling access to WSL filesystem operations, allowing seamless reading, writing, editing… | 14 stars · 6 forks | No one-command install · Source | |
| 2745 | 73.658 | albert-ying-autonomous-labmcp · other | Turns Senior-Junior workflows into autonomous loops where AI handles execution and humans make editorial decisions. | 14 stars · 6 forks | No one-command install · Source | |
| 2746 | 73.658 | airy10-gedcommcp · other | Integrates with GEDCOM genealogy files to provide complete family history management including relationship pathfinding, duplicate detection… | 14 stars · 6 forks | No one-command install · Source | |
| 2747 | 73.658 | gh-yafeiaa-piskelmcp · other | Pixel art editor providing 20+ tools for drawing, layers, frames, and exporting pixel art as PNG, GIF, or sprite sheets. | 14 stars · 6 forks | No one-command install · Source | |
| 2748 | 73.756 | cookey-monster-ebaymcp · other | Fetch auctions from ebay.com. | 15 stars · 5 forks | No one-command install · Source | |
| 2749 | 73.756 | inaniwaudon-illustratormcp · other | Enables AI to manipulate Adobe Illustrator documents with tools for text styling, image placement, shape drawing, and element organization through… | 15 stars · 5 forks | No one-command install · Source | |
| 2750 | 73.756 | jtang613-gdbmcp · other | Integrates with GNU Debugger to enable execution of arbitrary GDB commands within debugging sessions for automated debugging workflows, intelligent… | 15 stars · 5 forks | No one-command install · Source | |
| 2751 | 73.761 | tegwin-autotask-psamcp · other | Integrates with Autotask PSA platform for ticket management, company and contact operations, time tracking, and resource management with automatic… | 10 stars · 8 forks | No one-command install · Source | |
| 2752 | 73.813 | dablclub-polygonmcp · other | Integrates with the Polygon blockchain to enable cryptocurrency management, smart contract interaction, and transaction signing through a secure… | 6 stars · 9 forks | No one-command install · Source | |
| 2753 | 73.813 | kornbed-jiramcp · other | Provides a TypeScript-based integration with Jira, enabling direct interaction with tickets through standardized tools for developers and project… | 6 stars · 9 forks | No one-command install · Source | |
| 2754 | 73.813 | akira-papa-osascriptmcp · other | Enables macOS automation through AppleScript and JavaScript for Automation execution with security filtering that blocks destructive operations while… | 6 stars · 9 forks | No one-command install · Source | |
| 2755 | 73.966 | hyper-mcp-terminalmcp · other | 一个基于 MCP 协议的 Electron 桌面终端应用，为 AI 助手提供安全的远程 shell 执行能力。 | 24 stars · 2 forks | No one-command install · Source | |
| 2756 | 73.968 | opgginc-gaming-datamcp · other | Connects AI to OP.GG's gaming data services for League of Legends, Teamfight Tactics, Valorant, and esports, providing access to champion statistics… | 102 stars | No one-command install · Source | |
| 2757 | 73.972 | dillip285-terminalmcp · other | Provides a secure terminal environment for executing system commands within allowed paths, enabling controlled file management and script execution. | 17 stars · 4 forks | No one-command install · Source | |
| 2758 | 73.972 | hvkshetry-mathcad-primemcp · other | Integrates with PTC MathCAD Prime through the MathcadPy library, enabling worksheet management, input/output manipulation, and calculation control for… | 17 stars · 4 forks | No one-command install · Source | |
| 2759 | 73.972 | sandst1-midi-outputmcp · other | Creates a virtual MIDI output port for sending notes, control changes, and timed sequences to any compatible software or hardware synthesizer. | 17 stars · 4 forks | No one-command install · Source | |
| 2760 | 73.972 | tanishqbhattad-rhinomcp · other | Controls Rhino 8 3D modeling software through AI assistants using 32 tools for geometry creation, scene management, and scripting. | 17 stars · 4 forks | No one-command install · Source | |
| 2761 | 73.972 | drewdrewh-code-graph-contextmcp · other | Builds rich code graphs to provide deep contextual understanding of TypeScript codebases | 17 stars · 4 forks | No one-command install · Source | |
| 2762 | 74.139 | dwisiswant0-delvemcp · other | Provides a complete interface to the Delve debugger for Go programs, enabling starting debug sessions, setting breakpoints, controlling execution… | 20 stars · 3 forks | No one-command install · Source | |
| 2763 | 74.194 | kao273183-mk-qa-mastermcp · other | AI 測試大師 — end-to-end QA loop over MCP. Drives pytest / Jest / Cypress / Go / Maestro from one surface; analyzes URLs (Web DOM) or live mobile screens… | 37 stars · 1 fork | armory install kao273183-mk-qa-master --cli claude | |
| 2764 | 74.286 | getlate-crispmcp · other | Integrates with the Crisp customer messaging platform for managing conversations, accessing visitor information, and handling support workflows. | 14 stars · 7 forks | No one-command install · Source | |
| 2765 | 74.288 | isakskogstad-koladamcp · other | Access Swedish municipality statistics and KPIs for all 290 municipalities and 21 regions | 12 stars · 8 forks | No one-command install · Source | |
| 2766 | 74.311 | shubham-s-pandey-wiresharkmcp · other | Integrates with Wireshark for natural language-driven network traffic analysis, enabling packet dissection, interface discovery, and connectivity… | 25 stars · 2 forks | No one-command install · Source | |
| 2767 | 74.311 | binaryanalysis-mcpmcp · other | Enables analysis of binary files (PE, ELF, Mach-O, COFF) by providing tools to retrieve info, headers, sections, imports, exports, libraries, security… | 25 stars · 2 forks | No one-command install · Source | |
| 2768 | 74.311 | gh-nen9ma0-ida-yes-mcpmcp · other | Exports IDA Pro decompiled code into AI-optimized chunk files for reverse engineering workflows. | 25 stars · 2 forks | No one-command install · Source | |
| 2769 | 74.311 | esphome-mcpmcp · other | Enables MCP clients to manage ESPHome devices via the 2026.6+ dashboard WebSocket protocol, including listing, configuring, validating, and flashing… | 25 stars · 2 forks | No one-command install · Source | |
| 2770 | 74.362 | krzyzanowskim-xcode-docsmcp · other | Access Apple developer documentation and SDK symbols from local Xcode installations on macOS | 38 stars · 1 fork | No one-command install · Source | |
| 2771 | 74.422 | abhishekjairath-sonic-pimcp · other | Enables music creation and sound manipulation through Sonic Pi by sending OSC messages for playing notes with customizable synth parameters and… | 16 stars · 5 forks | No one-command install · Source | |
| 2772 | 74.422 | berba-q-faostatmcp · other | UN Food and Agriculture Organization statistics for 245 countries — crops, trade, food security, and emissions via 21 tools. | 16 stars · 5 forks | No one-command install · Source | |
| 2773 | 74.422 | lykhoyda-ask-geminimcp · other | Query Google Gemini models directly from within any MCP-compatible AI assistant. | 16 stars · 5 forks | No one-command install · Source | |
| 2774 | 74.475 | qainsights-locustmcp · other | Enables natural language control of Locust load testing operations, allowing configuration and execution of performance tests with customizable… | 13 stars · 8 forks | No one-command install · Source | |
| 2775 | 74.488 | icloud-calendar-mcp-icloud-calendarmcp · other | Secure iCloud Calendar access via CalDAV with OWASP-aligned security controls. | 15 stars · 6 forks | No one-command install · Source | |
| 2776 | 74.488 | avioflagos-coding-assistantmcp · other | Enhances coding capabilities by providing context-aware suggestions and documentation integration through code analysis, technology detection, and… | 15 stars · 6 forks | No one-command install · Source | |
| 2777 | 74.510 | vinayak-mehta-sonic-pimcp · other | Connects AI systems to the Sonic Pi music programming environment, enabling creation and control of musical compositions through Ruby code with… | 18 stars · 4 forks | No one-command install · Source | |
| 2778 | 74.510 | cyberdione-tcl-udfmcp · other | Provides a complete TCL scripting environment with dynamic tool management, enabling creation and execution of custom automation tools with parameter… | 18 stars · 4 forks | No one-command install · Source | |
| 2779 | 74.510 | huangwh826-halomcp · other | Integrates with Halo blog systems to provide post, category, tag, and attachment management with automatic Markdown-to-HTML conversion, draft… | 18 stars · 4 forks | No one-command install · Source | |
| 2780 | 74.510 | theletterf-valemcp · other | Integrates with Vale prose linting tool to check installation status, sync style configurations, and analyze documents for style violations with… | 18 stars · 4 forks | No one-command install · Source | |
| 2781 | 74.510 | flowy11-imagicianmcp · other | Provides eight core image editing operations including resizing, format conversion, cropping, compression, rotation, flipping, metadata extraction… | 18 stars · 4 forks | No one-command install · Source | |
| 2782 | 74.510 | chentyjpm-stable-diffusion-ncnnmcp · other | CPU-based Stable Diffusion image generation using the ncnn framework for offline text-to-image workflows | 18 stars · 4 forks | No one-command install · Source | |
| 2783 | 74.510 | a-tarasoff-zenmoneymcp · other | Access ZenMoney personal finance data including accounts, transactions, categories, and cross-currency transfers. | 18 stars · 4 forks | No one-command install · Source | |
| 2784 | 74.510 | bbajt-codemapmcp · other | Roslyn-powered C# and VB.NET code analysis with symbol queries, call graphs, and 90%+ token savings. | 18 stars · 4 forks | No one-command install · Source | |
| 2785 | 74.510 | proton-pass-community-mcpmcp · other | Enables interaction with Proton Pass via CLI operations, including vault and item management, secret injection, and password generation. | 18 stars · 4 forks | No one-command install · Source | |
| 2786 | 74.510 | dg-pohodamcp · other | Reads and parses Pohoda accounting software XML export files. | 18 stars · 4 forks | No one-command install · Source | |
| 2787 | 74.779 | kukapay-funding-rates-mcpmcp · other | Providing real-time funding rate data across major crypto exchanges. | 8 stars · 9 forks | No one-command install · Source | |
| 2788 | 74.783 | sint-ai-sint-protocolmcp · other | Security-first MCP governance proxy (`sint-mcp`) with capability tokens, T0-T3 approval tiers, fail-closed execution, and tamper-evident audit… | 14 stars · 8 forks | No one-command install · Source | |
| 2789 | 74.902 | wizenheimer-vibestudiomcp · other | Provides video and audio editing capabilities through FFmpeg integration with 14 tools for media information extraction, format conversion, trimming… | 27 stars · 2 forks | No one-command install · Source | |
| 2790 | 74.920 | google-calendarmcp · other | Schedule events, check availability, and manage calendars. Create meetings, set reminders, and coordinate across time zones. | 7,794 installs | No commit datelisted | No one-command install · Source |
| 2791 | 75.004 | grok-in-codexmcp · other | Enables Codex to delegate code reviews, coding tasks, image/video generation, and background investigations to Grok via MCP tools. | 22 stars · 3 forks | No one-command install · Source | |
| 2792 | 75.004 | vikramgorla-swiss-open-datamcp · other | Provides access to Swiss public data including transport schedules, weather, hydrology, geodata, company registries, and exchange rates. | 22 stars · 3 forks | No one-command install · Source | |
| 2793 | 75.006 | jxnl-spiral-writermcp · other | Provides a FastMCP-powered interface for generating text, processing file content, and extracting article data from URLs with asynchronous operations… | 17 stars · 5 forks | No one-command install · Source | |
| 2794 | 75.006 | ozmium7-ozmium-sboxmcp · other | SSE-based integration for the S&box game editor with 31 tools for scene management, asset queries, and editor control. | 17 stars · 5 forks | No one-command install · Source | |
| 2795 | 75.006 | video-transcriber-mcpmcp · other | Enables high-performance, offline transcription of videos from 1000+ platforms and local files using whisper.cpp, with support for multiple model… | 17 stars · 5 forks | No one-command install · Source | |
| 2796 | 75.037 | ethbak-icon-composermcp · other | Creates Apple .icon bundles with Liquid Glass effects for iOS 26+. | 42 stars · 1 fork | No one-command install · Source | |
| 2797 | 75.041 | guardlinkmcp · other | Embeds security annotations directly in source code to maintain living threat models that update with code changes, enforced through CI validation. | 19 stars · 4 forks | No one-command install · Source | |
| 2798 | 75.102 | compliancecheckupmcp · other | Free automated privacy grades (A+ to F) for 900+ SaaS tools, plus GDPR, HIPAA, PCI DSS, SOC 2, CCPA, and ADA compliance checklists with source… | 10,748 installs | No commit datelisted | No one-command install · Source |
| 2799 | 75.117 | mcp-tui-testmcp · other | Enables AI assistants to test Terminal User Interface (TUI) applications by launching, interacting with, and verifying programmatic output and… | 15 stars · 7 forks | No one-command install · Source | |
| 2800 | 75.117 | kingpanther13-hubitat-elevationmcp · other | Native Hubitat Elevation smart home hub integration that provides device control, automation management, and comprehensive hub administration. | 15 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.