Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2101 | 57.364 | flothjl-edgar-secmcp · other | Enables AI systems to access and analyze SEC EDGAR filings data, providing tools for retrieving proxy statements with executive compensation… | 5 stars · 3 forks | No one-command install · Source | |
| 2102 | 57.364 | seang1121-sports-betting-ai-analyzermcp · other | AI-powered sports betting picks, odds, injury reports, and line movement analysis for NBA, NHL, and NCAAB. | 5 stars · 3 forks | No one-command install · Source | |
| 2103 | 57.364 | boam79-depreciationmcp · other | Fixed asset depreciation calculations based on South Korean corporate tax law standards. | 5 stars · 3 forks | No one-command install · Source | |
| 2104 | 57.364 | manifoldermcpmcp · other | Enables browsing and editing Open Metaverse Spatial Fabric scenes, including managing scenes, objects, and resources through natural language. | 5 stars · 3 forks | No one-command install · Source | |
| 2105 | 57.364 | legal-citemcp · other | Verifies legal citations by fetching the exact, in-force wording of cited articles from official PL and EU legal sources, preventing hallucination by… | 5 stars · 3 forks | No one-command install · Source | |
| 2106 | 57.364 | thecreativelabs-plutiomcp · other | Community integration for the Plutio all-in-one business platform covering CRM, projects, and invoicing. | 5 stars · 3 forks | No one-command install · Source | |
| 2107 | 57.364 | jwalsh-qrcodemcp · other | Integrates with the qrencode utility to generate QR codes dynamically, supporting various output formats and configuration options for flexible use in… | 5 stars · 3 forks | No one-command install · Source | |
| 2108 | 57.364 | mcpbundles-hubmcp · other | Unified hub for accessing all MCPBundles tools in one place | 5 stars · 3 forks | No one-command install · Source | |
| 2109 | 57.364 | aaronsb-salesforce-cloudmcp · other | Salesforce CRM integration providing opportunity intelligence, conversation analysis, business case generation, and CRUD operations. | 5 stars · 3 forks | No one-command install · Source | |
| 2110 | 57.364 | nimbusmcp · other | glama.json already carries one, so this may prefill | 5 stars · 3 forks | No one-command install · Source | |
| 2111 | 57.754 | bmorphism-slowtimemcp · other | Integrates drand and tlock-js to enable secure, time-locked encryption for managing scheduled events with cryptographic guarantees. | 3 stars · 4 forks | No one-command install · Source | |
| 2112 | 57.754 | namin-dafny-verifiermcp · other | Integrates with Dafny to verify code correctness through analysis of formal specifications and proofs. | 3 stars · 4 forks | No one-command install · Source | |
| 2113 | 57.754 | markomitranic-vegalitemcp · other | Enables data visualization capabilities using Vega-Lite specification language to create custom charts and graphs from tabular data, with output as… | 3 stars · 4 forks | No one-command install · Source | |
| 2114 | 57.754 | tomsiwik-expertsmcp · other | Provides expert-level code review through simulated personas like Martin Fowler and Uncle Bob, offering refactoring suggestions and clean code… | 3 stars · 4 forks | No one-command install · Source | |
| 2115 | 57.754 | intentos-labs-beeper-mcpmcp · other | Beeper provides transactions on BSC, including balance/token transfers, token swaps in Pancakeswap and beeper reward claims. | 3 stars · 4 forks | No one-command install · Source | |
| 2116 | 57.754 | beeper-mcpmcp · other | Enables blockchain transactions on BSC including balance checks, transfers, token swaps, and reward claims. | 3 stars · 4 forks | No one-command install · Source | |
| 2117 | 57.754 | routinemcp · other | Integrates with Routine productivity application through WebSocket RPC communication to provide task management, calendar integration, document… | 3 stars · 4 forks | No one-command install · Source | |
| 2118 | 57.754 | jwulff-whispermcp · other | Local audio transcription using whisper.cpp with support for multiple Whisper models. | 3 stars · 4 forks | No one-command install · Source | |
| 2119 | 57.754 | verybigsad-nginx-proxy-managermcp · other | Manages Nginx Proxy Manager instances with 50 tools covering proxy hosts, SSL certificates, redirection hosts, streams, access lists, users, and… | 3 stars · 4 forks | No one-command install · Source | |
| 2120 | 57.754 | copr-mcpmcp · other | Provides tools to interact with Fedora Copr, enabling users to manage projects, builds, and packages through natural language. | 3 stars · 4 forks | No one-command install · Source | |
| 2121 | 57.754 | immostagemcp · other | AI-powered virtual staging for real estate, transforming empty room photos into furnished spaces with style recommendations and listing optimization. | 3 stars · 4 forks | No one-command install · Source | |
| 2122 | 57.754 | wyre-technology-hudumcp · other | Provides AI access to the Hudu IT documentation platform for managing companies, assets, passwords, and knowledge base articles. | 3 stars · 4 forks | No one-command install · Source | |
| 2123 | 57.754 | mjucius-cozi-family-organizermcp · other | Integrates with Cozi Family Organizer to manage shopping lists, todo items, calendar appointments, and family member coordination through natural… | 3 stars · 4 forks | No one-command install · Source | |
| 2124 | 58.185 | lox-tmuxmcp · other | Enables terminal session management through tmux with tools for creating sessions, sending commands and keystrokes, capturing screen content, and… | 6 stars · 2 forks | No one-command install · Source | |
| 2125 | 58.185 | danjdewhurst-todo-mdmcp · other | Provides todo list management with markdown file storage, offering CRUD operations for listing, adding, updating, and deleting tasks with persistent… | 6 stars · 2 forks | No one-command install · Source | |
| 2126 | 58.185 | fourcolors-think-toolmcp · other | Provides a structured thinking environment with a dedicated scratchpad for breaking down complex problems, verifying policy compliance, and validating… | 6 stars · 2 forks | No one-command install · Source | |
| 2127 | 58.185 | z4none-rapidocrmcp · other | Extracts text from images using RapidOCR library through base64-encoded data or file paths for automated document processing workflows. | 6 stars · 2 forks | No one-command install · Source | |
| 2128 | 58.185 | songjiayang-current-timemcp · other | Provides AI systems with current time information across different timezones through a simple tool that accepts location parameters and returns… | 6 stars · 2 forks | No one-command install · Source | |
| 2129 | 58.185 | automateyournetwork-markmapmcp · other | Transforms Markdown content into interactive SVG mindmap visualizations using markmap.js libraries with support for custom themes, hierarchical… | 6 stars · 2 forks | No one-command install · Source | |
| 2130 | 58.185 | thiagofrag-ldplayer-android-pentestmcp · other | Provides Android penetration testing capabilities through LDPlayer emulator integration with ADB commands, Frida script injection, and 38 security… | 6 stars · 2 forks | No one-command install · Source | |
| 2131 | 58.185 | gh-kobzevvv-moldsimmcp · other | Injection molding simulation expertise with material properties, process validation, and DFM checks. | 6 stars · 2 forks | No one-command install · Source | |
| 2132 | 58.185 | synesthesiamcp · other | Downloads audio from YouTube, analyzes with Essentia for BPM, mood, energy, spectrograms, and fetches synced lyrics from LRCLIB. | 6 stars · 2 forks | No one-command install · Source | |
| 2133 | 58.185 | unreal-mcp-2mcp · other | Enables natural language interaction with Unreal Engine, providing 127 tools across 16 subsystems for tasks like actor manipulation, asset management… | 6 stars · 2 forks | No one-command install · Source | |
| 2134 | 58.185 | gomcpgo-filesystemmcp · other | Provides a filesystem interface to perform file operations like creation, deletion, and manipulation without direct system access. | 6 stars · 2 forks | No one-command install · Source | |
| 2135 | 58.185 | 0xbuz3r-emba-firmware-analyzermcp · other | EMBA firmware security analysis for embedded device scanning. | 6 stars · 2 forks | No one-command install · Source | |
| 2136 | 58.185 | leonardosalvatore-llama-cpp-debuggermcp · other | Debugs Linux systems on embedded Debian VMs using systemd, Linux, compiler, and GDB tools organized in named namespaces. | 6 stars · 2 forks | No one-command install · Source | |
| 2137 | 58.185 | nikoko107-datagouv-ignmcp · other | Integrates with France's national open data portal and IGN geographic services to provide access to government datasets, administrative data, and… | 6 stars · 2 forks | No one-command install · Source | |
| 2138 | 58.185 | windsormcp · other | Interpret, explore, and extract insights from the data you’ve already integrated with Windsor.ai. | 6 stars · 2 forks | No one-command install · Source | |
| 2139 | 58.185 | hafeok-productmcp · other | Product spec knowledge graph MCP for managing features, architectural decisions, and test cases as a structured graph. | 6 stars · 2 forks | No one-command install · Source | |
| 2140 | 58.185 | gh-jmatsuzaki-inc-taskchute-cloud-2mcp · other | CLI tool for managing tasks in TaskChute Cloud 2 with MCP integration. | 6 stars · 2 forks | No one-command install · Source | |
| 2141 | 58.185 | faf-mcpmcp · other | Sync project context once and distribute it to all IDE-specific formats including Cursor, Windsurf, VS Code, and Cline. | 6 stars · 2 forks | No one-command install · Source | |
| 2142 | 58.185 | securitahguy-rapid7mcp · other | Queries vulnerability and threat data across Rapid7 InsightVM, InsightIDR, and Metasploit Pro using natural language. | 6 stars · 2 forks | No one-command install · Source | |
| 2143 | 58.290 | 2niuhe-qrcodemcp · other | Generates QR codes from any text including Chinese characters with customizable styling options like colors, box size, and borders, returning… | 12 stars | No commit datelisted | No one-command install · Source |
| 2144 | 58.969 | testcalmcp · other | Enables users to get and set meeting appointments in Google Calendar. | 4 stars · 4 forks | No one-command install · Source | |
| 2145 | 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 | |
| 2146 | 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 | |
| 2147 | 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 | |
| 2148 | 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 | |
| 2149 | 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 | |
| 2150 | 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 | |
| 2151 | 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 | |
| 2152 | 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 | |
| 2153 | 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 | |
| 2154 | 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 | |
| 2155 | 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 | |
| 2156 | 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 | |
| 2157 | 59.029 | endiagrammcp · other | Deterministic structural analysis for system architecture using graph algorithms. | 8 stars · 1 fork | No one-command install · Source | |
| 2158 | 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 | |
| 2159 | 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 | |
| 2160 | 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 | |
| 2161 | 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 | |
| 2162 | 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 | |
| 2163 | 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 | |
| 2164 | 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 | |
| 2165 | 59.029 | lorecraft-morgenmcp · other | Manage Morgen Calendar events and tasks through natural language. | 8 stars · 1 fork | No one-command install · Source | |
| 2166 | 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 | |
| 2167 | 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 | |
| 2168 | 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 | |
| 2169 | 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 |
| 2170 | 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 | |
| 2171 | 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 | |
| 2172 | 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 | |
| 2173 | 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 | |
| 2174 | 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 | |
| 2175 | 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 | |
| 2176 | 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 | |
| 2177 | 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 | |
| 2178 | 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 | |
| 2179 | 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 | |
| 2180 | 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 | |
| 2181 | 59.814 | xiaoguomeiyitian-toolboxmcp · other | An AI-powered automation tool development platform. | 5 stars · 4 forks | No one-command install · Source | |
| 2182 | 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 | |
| 2183 | 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 | |
| 2184 | 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 | |
| 2185 | 59.814 | domdomegg-defuddle-fetchmcp · other | Fetch web content with enhanced extraction using Defuddle | 5 stars · 4 forks | No one-command install · Source | |
| 2186 | 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 | |
| 2187 | 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 | |
| 2188 | 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 |
| 2189 | 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 | |
| 2190 | 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 | |
| 2191 | 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 | |
| 2192 | 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 | |
| 2193 | 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 | |
| 2194 | 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 | |
| 2195 | 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 | |
| 2196 | 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 | |
| 2197 | 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 | |
| 2198 | 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 | |
| 2199 | 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 | |
| 2200 | 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 |
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.