Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1501 | 61.350 | storybloq-lensesmcp · other | Enables multi-lens code review by running 8 specialized reviewers in parallel, deduplicating findings, and producing a single verdict. | 16 stars | No one-command install · Source | |
| 1501 | 61.350 | gbrbks-architecture-blueprintsmcp · other | Exposes software architecture blueprints and patterns as persistent context for AI-assisted development, with tools to validate code compliance with… | 16 stars | No one-command install · Source | |
| 1503 | 60.684 | glassmcp · other | Build -> See -> Interact -> Debug over native GUI apps. | 15 stars | No one-command install · Source | |
| 1503 | 60.684 | fellowgeek-macos-text-to-speechmcp · other | Enables text-to-speech output on macOS using the native 'say' command for converting messages into audible announcements and status updates. | 15 stars | No one-command install · Source | |
| 1505 | 60.677 | gh-rul1an-assaymcp · other | Firewall for tool calls with policy enforcement, audit trails, and replayable evidence bundles. | 9 stars · 1 fork | No one-command install · Source | |
| 1505 | 60.677 | paulieb89-pine-scriptmcp · other | Provides Pine Script v6 documentation, function lookup, and syntax validation tools for AI coding assistants. | 9 stars · 1 fork | No one-command install · Source | |
| 1505 | 60.677 | jongalloway-pptxmcp · other | Reads, creates, and updates PowerPoint presentations with slide content extraction, text updates, and image insertion. | 9 stars · 1 fork | No one-command install · Source | |
| 1505 | 60.677 | rnaga-wordpressmcp · other | Manage posts, users, comments, terms, metadata, and settings | 9 stars · 1 fork | No one-command install · Source | |
| 1505 | 60.677 | aryanbv-pdf-toolkitmcp · other | Create, merge, split, watermark, and convert Markdown to PDF with sixteen manipulation tools. | 9 stars · 1 fork | No one-command install · Source | |
| 1505 | 60.677 | gh-juancmpdev-mediaboxmcp · other | Manages a self-hosted media stack — Jellyfin, Sonarr, Radarr, qBittorrent, and more — through 25 tools via natural language. | 9 stars · 1 fork | No one-command install · Source | |
| 1505 | 60.677 | quantcontextmcp · other | Stock screening, strategy backtesting, and Fama-French factor analysis for trading workflows. | 9 stars · 1 fork | No one-command install · Source | |
| 1505 | 60.677 | regennow-regennexus-uapmcp · other | Control robots, IoT devices, and hardware including Raspberry Pi, Arduino, NVIDIA Jetson, ESP32, and robotic arms. | 9 stars · 1 fork | No one-command install · Source | |
| 1505 | 60.677 | lyramakesmusic-loommcp · other | Collaborative text exploration and completion through base model interactions for interactive content development | 9 stars · 1 fork | No one-command install · Source | |
| 1505 | 60.677 | colygon-zkproofmcp · other | Enables privacy-preserving computations with zero-knowledge proofs for verifying claims like age requirements without revealing sensitive personal… | 9 stars · 1 fork | No one-command install · Source | |
| 1505 | 60.677 | devyhan-xcode-mcpmcp · other | Provides Xcode-related command-line tools to enables project inspection, building, testing, archiving, code signing, and Xcode simulator management… | 9 stars · 1 fork | No one-command install · Source | |
| 1516 | 60.344 | davidlin2k-pox-sdn-controllermcp · other | Bridges to the POX SDN controller, enabling network topology management and configuration of OpenFlow-based networks through specialized tools for… | 2 stars · 5 forks | No one-command install · Source | |
| 1517 | 60.262 | dsersmcp · other | Import, edit, price, and publish products to Shopify and Wix stores via the DSers dropshipping platform. | 7 stars · 2 forks | No one-command install · Source | |
| 1517 | 60.262 | hebcal-jewish-calendarmcp · other | Integrates with Hebrew calendar libraries to provide date conversions, yahrzeit calculations, and Torah portion information for Jewish religious… | 7 stars · 2 forks | No one-command install · Source | |
| 1517 | 60.262 | gh-tmc-xcmcpmcp · other | Comprehensive Xcode, Simulator, Accessibility, and AppleScript automation toolkit for macOS development. | 7 stars · 2 forks | No one-command install · Source | |
| 1517 | 60.262 | realtime-sales-dashboardmcp · other | Streams simulated sales data via WebSocket and renders live KPIs, state rankings, sparkline charts, and an activity feed within an MCP App iframe. | 7 stars · 2 forks | No one-command install · Source | |
| 1517 | 60.262 | nayakwadis-mftoolmcp · other | Publicly available Indian mutual funds data via the mftool Python library. | 7 stars · 2 forks | No one-command install · Source | |
| 1517 | 60.262 | mthelm85-plutomcp-jlmcp · other | Exposes live Pluto.jl notebooks for real-time inspection and manipulation through MCP with SSE and stdio transports. | 7 stars · 2 forks | No one-command install · Source | |
| 1517 | 60.262 | mcp-mijiamcp · other | Enables AI assistants to control Xiaomi Mi Home smart devices through natural language, supporting device listing, property control, actions, and… | 7 stars · 2 forks | No one-command install · Source | |
| 1517 | 60.262 | aiqbee-brainmcp · other | AI knowledge graph for architecture, portfolio, and digital strategy. | 7 stars · 2 forks | No one-command install · Source | |
| 1517 | 60.262 | xcollantes-jiramcp · other | Integrates with Jira through the jira-cli command-line tool for ticket management, sprint operations, and workflow automation. | 7 stars · 2 forks | No one-command install · Source | |
| 1517 | 60.262 | inspector-apmmcp · other | Integrates with Inspector APM to provide direct access to production errors, transaction performance data, and detailed execution timelines for… | 7 stars · 2 forks | No one-command install · Source | |
| 1517 | 60.262 | ddaltn-raindropmcp · other | Integrates with Raindrop.io to enable natural language management of bookmarking collections and tags for streamlined organization workflows. | 7 stars · 2 forks | No one-command install · Source | |
| 1517 | 60.262 | darknoah-feishumcp · other | Feishu/Lark messaging platform integration. | 7 stars · 2 forks | No one-command install · Source | |
| 1517 | 60.262 | school-toolsmcp · other | Integrates with Canvas and Gradescope to help students track assignment deadlines, add them to macOS Reminders, and manage course materials across… | 7 stars · 2 forks | No one-command install · Source | |
| 1517 | 60.262 | distrihub-google-workspacemcp · other | Integrates with Google Workspace to enable file management in Drive and data manipulation in Sheets, facilitating document-centric tasks and data… | 7 stars · 2 forks | No one-command install · Source | |
| 1531 | 60.035 | go-unifi-mcpmcp · other | Manage UniFi sites, devices, clients, networks, port forwarding, DNS, and firewall rules. | 6 stars · 3 forks | No one-command install · Source | |
| 1531 | 60.035 | kiki830621-che-wordmcp · other | Microsoft Word document generation and template management. | 6 stars · 3 forks | No one-command install · Source | |
| 1531 | 60.035 | kshana-mcpmcp · other | Validated PNT-resilience simulator over MCP — SGP4/SDP4 orbit propagation, IAU reference frames, GNSS availability/DOP, GNSS/INS fusion, ARAIM… | 6 stars · 3 forks | No one-command install · Source | |
| 1531 | 60.035 | mcp-bastionmcp · other | A reliability & security proxy for the Model Context Protocol (MCP) that provides self-healing connections, runtime tool-security, and… | 6 stars · 3 forks | No one-command install · Source | |
| 1531 | 60.035 | dreliq9-fcpmcp · other | 88 tools for Final Cut Pro — FCPXML engine, live FCP control, media analysis, and AI puppets. | 6 stars · 3 forks | No one-command install · Source | |
| 1531 | 60.035 | snailbrainx-speaker-diarizationmcp · other | Real-time speaker diarization with automatic enrollment, transcription, and speaker tracking for multi-party conversations | 6 stars · 3 forks | No one-command install · Source | |
| 1531 | 60.035 | dljrealty-guestymcp · other | Guesty property management integration with 38 tools for reservations, guests, messaging, pricing, and financials. | 6 stars · 3 forks | No one-command install · Source | |
| 1531 | 60.035 | danielealbano-azure-devops-boardsmcp · other | Enables work item creation, updates, queries, and board management | 6 stars · 3 forks | No one-command install · Source | |
| 1531 | 60.035 | omararias-vmd-controllermcp · other | Controls VMD2 (Visual Molecular Dynamics) via natural language with 23 tools for loading structures, visualizing trajectories, and rendering images. | 6 stars · 3 forks | No one-command install · Source | |
| 1531 | 60.035 | pitchlensemcp · other | Analyzes startup risk across 9 categories (market, product, team, financial, customer, operational, competitive, legal, exit) by processing… | 6 stars · 3 forks | No one-command install · Source | |
| 1531 | 60.035 | fervoyush-plotninemcp · other | Creates grammar of graphics visualizations by loading data from files, URLs, or JSON and building customizable plots with multiple geometry layers… | 6 stars · 3 forks | No one-command install · Source | |
| 1531 | 60.035 | k2wanko-voicepeakmcp · other | Integrates with VOICEPEAK engine to generate natural-sounding Japanese speech with customizable narrators, emotions, speed, and pitch parameters for… | 6 stars · 3 forks | No one-command install · Source | |
| 1531 | 60.035 | spacecode-ai-spacebridge-mcpmcp · other | Bring structure and preserve context in vibe coding by automatically tracking issues. | 6 stars · 3 forks | No one-command install · Source | |
| 1531 | 60.035 | pepuscz-typefully5549mcp · other | Integrates with Typefully's social media scheduling platform to automate content creation, scheduling, and publishing workflows across multiple social… | 6 stars · 3 forks | No one-command install · Source | |
| 1531 | 60.035 | gbcui-horoscopemcp · other | Provides astrological horoscope functionality with tools for generating personalized predictions and insights based on zodiac signs and celestial… | 6 stars · 3 forks | No one-command install · Source | |
| 1531 | 60.035 | eiceblue-spire-xlsmcp · other | Provides Excel file manipulation through the Spire.XLS library, enabling creation, reading, modification, and conversion of Excel workbooks with… | 6 stars · 3 forks | No one-command install · Source | |
| 1531 | 60.035 | laravel-artisan-mcpmcp · other | Enables secure execution of Laravel Artisan commands through AI assistants, allowing controlled management of Laravel projects via natural language. | 6 stars · 3 forks | No one-command install · Source | |
| 1531 | 60.035 | gitmaxd-dub-comcp · other | Provides a streamlined interface for creating, updating, and deleting short links through the Dub.co URL shortening service with robust error handling… | 6 stars · 3 forks | No one-command install · Source | |
| 1531 | 60.035 | bitcoin-mcpmcp · other | Enables AI applications to interact with the Bitcoin Network, manage wallets, check balances, convert prices, and send transactions. | 6 stars · 3 forks | No one-command install · Source | |
| 1531 | 60.035 | shannonlal-linearmcp · other | Integrates Linear project management with MCP to enable task creation, updates, and queries for automated workflow management. | 6 stars · 3 forks | No one-command install · Source | |
| 1531 | 60.035 | reblabers-mermaid-diagram-generatormcp · other | Integrates with Mermaid to render diagrams as images, enabling on-the-fly generation of visual representations for data structures, workflows, or… | 6 stars · 3 forks | No one-command install · Source | |
| 1531 | 60.035 | windie-chai-confluence-wikimcp · other | Bridges VSCode/Cursor with Confluence Wiki, enabling direct access and automatic conversion of wiki content to markdown format within AI… | 6 stars · 3 forks | No one-command install · Source | |
| 1531 | 60.035 | abdelstark-lightning-nostrmcp · other | Integrates with Nostr to enable posting notes and interacting with relays, simplifying decentralized social network engagement and content publishing. | 6 stars · 3 forks | No one-command install · Source | |
| 1531 | 60.035 | aborroy-alfresco-content-servicesmcp · other | Integrates Alfresco's content management, enabling intelligent document processing and automated metadata extraction. | 6 stars · 3 forks | No one-command install · Source | |
| 1531 | 60.035 | tlofreso-youtube-transcript-extractormcp · other | Extracts YouTube video transcripts from various URL formats using a command-line tool, enabling content analysis and subtitle generation. | 6 stars · 3 forks | No one-command install · Source | |
| 1531 | 60.035 | bsmi021-filesystemmcp · other | Integrates with local filesystems to enable file operations, analysis, and manipulation across various file types and structures. | 6 stars · 3 forks | No one-command install · Source | |
| 1557 | 59.863 | stock-catalystmcp · other | Analyze significant price movements in US stocks to provide clear explanations behind market shifts. Identify key drivers such as earnings reports… | 4,440 installs | No commit datelisted | No one-command install · Source |
| 1558 | 59.854 | mailfathommcp · other | A brain for your mail: MailFathom turns IMAP mailboxes into a self-hosted, AI-native service. | 14 stars | No one-command install · Source | |
| 1558 | 59.854 | siddharth11roy-tldrawmcp · other | Draw shapes on a live tldraw canvas in real-time with four tools for creating, updating, and deleting elements. | 14 stars | No one-command install · Source | |
| 1560 | 59.814 | domdomegg-defuddle-fetchmcp · other | Fetch web content with enhanced extraction using Defuddle | 5 stars · 4 forks | No one-command install · Source | |
| 1560 | 59.814 | offorte-proposalsmcp · other | Integrates with Offorte's proposal management platform to enable contact management, proposal creation and sending, and template access for… | 5 stars · 4 forks | No one-command install · Source | |
| 1560 | 59.814 | varaprasadreddy9676-hulymcp · other | Connects to Huly project management workspaces for issue tracking, labels, milestones, and documents. | 5 stars · 4 forks | No one-command install · Source | |
| 1560 | 59.814 | gitscrummcp · other | Manage tasks, sprints, time tracking, and client workflows in GitScrum project management. | 5 stars · 4 forks | No one-command install · Source | |
| 1560 | 59.814 | xiaoguomeiyitian-toolboxmcp · other | An AI-powered automation tool development platform. | 5 stars · 4 forks | No one-command install · Source | |
| 1560 | 59.814 | tim-wang-android-buildmcp · other | Streamlines Android project development by providing automated tools for building, testing, and running instrumented tests through Visual Studio Code… | 5 stars · 4 forks | No one-command install · Source | |
| 1560 | 59.814 | crypto-powerdata-mcpmcp · other | A comprehensive MCP service for cryptocurrency data acquisition with advanced technical analysis capabilities, supporting 100+ exchanges, 158 TA-Lib… | 5 stars · 4 forks | No one-command install · Source | |
| 1560 | 59.814 | device-peripheralsmcp · other | Provides peripheral device interaction capabilities for computer hardware including cameras, printers, audio devices, and displays, enabling image and… | 5 stars · 4 forks | No one-command install · Source | |
| 1560 | 59.814 | mathd-goveemcp · other | Integrates with Govee smart lighting devices to enable natural language control of brightness, color, and power settings for home automation and… | 5 stars · 4 forks | No one-command install · Source | |
| 1560 | 59.814 | radial-hks-unrealmcp · other | Bridges AI tools with Unreal Engine through remote execution protocols, enabling Python command execution for game development, automated testing, and… | 5 stars · 4 forks | No one-command install · Source | |
| 1560 | 59.814 | ergodiclabs-two-truths-and-a-twistmcp · other | Hosts an interactive 'Two Truths and a Twist' trivia game that manages rounds, tracks player scores, and provides tools for creating trivia content… | 5 stars · 4 forks | No one-command install · Source | |
| 1560 | 59.814 | lakphy-deep-reasoningmcp · other | Integrates with OpenRouter's AI SDK to enable deep reasoning capabilities for complex analysis and inference tasks. | 5 stars · 4 forks | No one-command install · Source | |
| 1560 | 59.814 | sunwood-ai-labs-directory-visualizationmcp · other | Integrates directory structure visualization and analysis tools to generate and reason about project file hierarchies for codebase understanding. | 5 stars · 4 forks | No one-command install · Source | |
| 1573 | 59.040 | scriptivoxmcp · other | AI transcription from URLs or audio files with 119 language support, speaker diarization, and multiple export formats. | 13 stars | No one-command install · Source | |
| 1573 | 59.040 | bwb03-catalog-cli-promcp · other | Amazon catalog auditing tool with 13 quality checks for product listings. | 13 stars | No one-command install · Source | |
| 1573 | 59.040 | ratnaditya-j-csvglowmcp · other | Generate beautiful self-contained HTML dashboards from CSV/Excel files with interactive ECharts visualizations, dark gradient theme, and sortable data… | 13 stars | No one-command install · Source | |
| 1573 | 59.040 | rightnow-forgemcp · other | Turn PyTorch into fast CUDA/Triton kernels on real datacenter GPUs with up to 14x speedup. | 13 stars | No commit datelisted | No one-command install · Source |
| 1577 | 59.029 | armanas-frogletmcp · other | Protocol and node implementation for a bot economy enabling bots to create, publish, discover, and transact remote resources. | 8 stars · 1 fork | No one-command install · Source | |
| 1577 | 59.029 | gh-s-morgan-jeffries-apple-calendarmcp · other | Connects to Apple Calendar on macOS via AppleScript and EventKit for event management. | 8 stars · 1 fork | No one-command install · Source | |
| 1577 | 59.029 | mcp-emtrafesamcp · other | Enables AI assistants to access Emtrafesa bus transportation services in Peru, including querying terminals, schedules, tickets, and FAQs. | 8 stars · 1 fork | No one-command install · Source | |
| 1577 | 59.029 | lorecraft-morgenmcp · other | Manage Morgen Calendar events and tasks through natural language. | 8 stars · 1 fork | No one-command install · Source | |
| 1577 | 59.029 | gautamvarmadatla-safety-wardenmcp · other | MCP proxy adding security scanning, behavioral profiling, risk gating, and safe tool call execution. | 8 stars · 1 fork | No one-command install · Source | |
| 1577 | 59.029 | pzalutski-godotlensmcp · other | 15 semantic GDScript analysis tools via Godot's built-in LSP for navigation and references. | 8 stars · 1 fork | No one-command install · Source | |
| 1577 | 59.029 | digidai-mcp-website2markdownmcp · other | Converts any web page to clean Markdown, handling JS-heavy SPAs, paywalled content, and Chinese platforms through a 5-layer fallback pipeline and 14… | 8 stars · 1 fork | No one-command install · Source | |
| 1577 | 59.029 | mikelewis1971-ai-workspacemcp · other | Provides local AI models with web browsing, Python execution, file management, OCR, vision, and desktop control capabilities. | 8 stars · 1 fork | No one-command install · Source | |
| 1577 | 59.029 | avick3110-mod-organizer-2mcp · other | Connects AI assistants to Mod Organizer 2 for managing Skyrim SE mods with 29 specialized tools. | 8 stars · 1 fork | No one-command install · Source | |
| 1577 | 59.029 | vujasinovic-keycloak-source-navigatormcp · other | Navigates and analyzes Keycloak source code locally to assist with SPI development, custom extensions, and upgrade compatibility. | 8 stars · 1 fork | No one-command install · Source | |
| 1577 | 59.029 | johnnyclem-xcsiftmcp · other | Wraps the xcsift CLI tool to parse Xcode build output into structured, token-efficient JSON or TOON formats, automatically managing the binary and… | 8 stars · 1 fork | No one-command install · Source | |
| 1577 | 59.029 | endiagrammcp · other | Deterministic structural analysis for system architecture using graph algorithms. | 8 stars · 1 fork | No one-command install · Source | |
| 1577 | 59.029 | todo-txt-mcpmcp · other | Connects AI assistants to todo.txt files, enabling task management through natural language while preserving plain text simplicity. | 8 stars · 1 fork | No one-command install · Source | |
| 1577 | 59.029 | basissetventures-grok-climcp · other | Bridges to Grok AI through the official CLI, enabling simple queries, multi-turn conversations, and code generation with configurable timeouts and… | 8 stars · 1 fork | No one-command install · Source | |
| 1577 | 59.029 | epiphany-0312-anki-flashcardsmcp · other | Integrates with Anki flashcard system to create and export spaced repetition decks with support for basic front/back cards, cloze deletion cards, and… | 8 stars · 1 fork | No one-command install · Source | |
| 1577 | 59.029 | a-mcpmcp · other | 基于Model Context Protocol (MCP) 的A股实时行情查询服务器，支持查询A股实时价格、历史K线数据、财务信息及市场概况。 | 8 stars · 1 fork | No one-command install · Source | |
| 1577 | 59.029 | s3-md-pdf-converter-mcpmcp · other | Converts Markdown files and content to styled PDFs with S3 integration, Mermaid diagrams, and ApexCharts support, supporting stdio, HTTP, and SSE… | 8 stars · 1 fork | No one-command install · Source | |
| 1577 | 59.029 | hats-protocolmcp · other | Integrates with the Hats Protocol across Ethereum, Polygon, Arbitrum, Optimism, Base, and Gnosis Chain to provide hierarchical role management through… | 8 stars · 1 fork | No one-command install · Source | |
| 1577 | 59.029 | cursor-feedback-mcpmcp · other | Enables interactive feedback with image support in Cursor, allowing users to paste images for visual context and feedback. | 8 stars · 1 fork | No one-command install · Source | |
| 1577 | 59.029 | cli-mcpmcp · other | Enables adding and running arbitrary CLI commands through natural language, with recursive help parsing. | 8 stars · 1 fork | No one-command install · Source | |
| 1597 | 58.969 | universalamateur-reclaimmcp · other | Manage Reclaim.ai calendar, tasks, habits, and focus time through natural language. | 4 stars · 4 forks | No one-command install · Source | |
| 1597 | 58.969 | davidan90-time-node-mcpmcp · other | Timezone-aware date and time operations with support for IANA timezones, timezone conversion, and Daylight Saving Time handling. | 4 stars · 4 forks | No one-command install · Source | |
| 1597 | 58.969 | malikelate-youtube-transcript-extractormcp · other | Extracts and processes complete transcripts from YouTube videos using a single tool that accepts video URLs, enabling content analysis without… | 4 stars · 4 forks | No one-command install · Source | |
| 1597 | 58.969 | wolkwork-knmi-weathermcp · other | Provides real-time weather data from the Royal Netherlands Meteorological Institute (KNMI) by automatically finding the nearest weather station to any… | 4 stars · 4 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.