Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 901 | 76.0760 | odancona-code2promptmcp · other | Transforms complex codebases into structured summaries optimized for language models, enabling better code understanding for analysis, documentation… | 19 stars · 5 forks | No one-command install · Source | |
| 901 | 76.0760 | alexandreroman-chessmcp · other | Integrates with Spring AI and chess libraries to enable interactive gameplay and automated analysis for AI-assisted chess applications. | 19 stars · 5 forks | No one-command install · Source | |
| 903 | 76.0551 | mario-andreschak-gemini-media-analysismcp · other | Provides image, audio, and video analysis tools using Google's Gemini AI for content description, transcription, and understanding with file caching… | 12 stars · 9 forks | No one-command install · Source | |
| 903 | 76.0551 | gongrzhe-calendar-autoauthmcp · other | Integrates with Google Calendar to enable natural language management of events, appointments, and schedules. | 12 stars · 9 forks | No one-command install · Source | |
| 905 | 75.9805 | reconftw-mcpmcp · other | Enables AI assistants to perform reconnaissance tasks using the reconFTW framework, supporting full, passive, subdomain, vulnerability, and OSINT… | 21 stars · 4 forks | No one-command install · Source | |
| 905 | 75.9805 | mcp-spotify-playermcp · other | Control Spotify directly from your AI assistant using the Model Context Protocol. | 21 stars · 4 forks | No one-command install · Source | |
| 907 | 75.9466 | jongalloway-dotnetmcp · other | Access to .NET SDK for projects, packages, building, testing, and development tools | 31 stars · 2 forks | No one-command install · Source | |
| 908 | 75.8103 | wyre-technology-cippmcp · other | AI interface to CIPP for M365 multi-tenant management — users, tenants, policies, compliance, licensing, and alerts across 37 tools. | 11 stars · 9 forks | No one-command install · Source | |
| 908 | 75.8103 | aryankeluskar-canvasmcp · other | Integrates with Canvas LMS to retrieve course information, modules, and learning materials based on natural language queries or image analysis… | 11 stars · 9 forks | No one-command install · Source | |
| 908 | 75.8103 | andylee20014-replicate-fluxmcp · other | Connects to Replicate's image generation models, enabling text-to-image creation with automatic cloud storage of results for seamless visual content… | 11 stars · 9 forks | No one-command install · Source | |
| 911 | 75.7823 | sirosuzume-ts-morphmcp · other | Enables AI to perform complex TypeScript/JavaScript refactoring operations like renaming symbols, moving code between files, and updating import paths… | 16 stars · 7 forks | No one-command install · Source | |
| 911 | 75.7823 | anoopt-outlook-meetings-schedulermcp · other | Integrates with Microsoft Outlook to create, read, update, and delete calendar events, find people, and schedule meetings with specific parameters… | 16 stars · 7 forks | No one-command install · Source | |
| 913 | 75.7378 | gh-1alexandrer-moodlemcp · other | Integrates Moodle LMS with AI assistants, providing 13 tools for accessing courses, assignments, grades, quizzes, forum discussions, and calendar… | 17 stars · 6 forks | No one-command install · Source | |
| 913 | 75.7378 | privsim-test-runnermcp · other | Unifies test execution and result processing across multiple frameworks for streamlined cross-language testing and analysis. | 17 stars · 6 forks | No one-command install · Source | |
| 913 | 75.7378 | hyoban-folo-rss-readermcp · other | Integrates with Folo RSS reader to enable querying and managing feed subscriptions, retrieving filtered entries, checking unread counts, and marking… | 17 stars · 6 forks | No one-command install · Source | |
| 916 | 75.7196 | ap425q-cuttermcp · other | Bridges Cutter reverse engineering platform with binary analysis capabilities including function listing, decompilation, segment analysis, and symbol… | 30 stars · 2 forks | No one-command install · Source | |
| 917 | 75.7191 | mcp-slim-guardmcp · other | Lightweight MCP security proxy — compression (up to 86%) + SSRF protection + allow/deny + audit + rate limiting + injection detection | 178 stars | No one-command install · Source | |
| 918 | 75.6136 | colvint-monarch-moneymcp · other | Integrates with Monarch Money's personal finance platform to retrieve account balances, transaction history, and budget data for automated expense… | 15 stars · 8 forks | No one-command install · Source | |
| 918 | 75.6136 | qualys-mcpmcp · other | Enables AI assistants to interact with Qualys security data via 7 workflow tools for vulnerability management, cloud security, containers, compliance… | 15 stars · 8 forks | No one-command install · Source | |
| 918 | 75.6136 | joewilson-second-opinionmcp · other | Synthesizes insights from multiple AI sources to provide enhanced coding assistance with automatic language detection and git-aware context gathering. | 15 stars · 8 forks | No one-command install · Source | |
| 918 | 75.6136 | thehivemcp · other | Integrates with TheHive incident response platform to retrieve alerts and cases, promote alerts to cases, and create new cases for automated security… | 15 stars · 8 forks | No one-command install · Source | |
| 918 | 75.6136 | bjoernbonk-letsbonkmcp · other | Enables token creation and management on the Solana blockchain through the LetsBonk launchpad, handling IPFS metadata, image uploads, and Raydium… | 15 stars · 8 forks | No one-command install · Source | |
| 918 | 75.6136 | jdjr2024-markdownify-utf8mcp · other | Integrates with the markitdown library to convert various document formats including PDF, Word, and HTML to standardized Markdown, enabling efficient… | 15 stars · 8 forks | No one-command install · Source | |
| 924 | 75.5444 | corpusiqmcp · other | Cross-source attribution across 37+ business tools. True ROAS in 14 seconds. Not a dashboard. A decision. | 18 stars · 5 forks | No one-command install · Source | |
| 924 | 75.5444 | svinpeace-cob-shopifymcp · other | Comprehensive Shopify store management with 64 tools covering products, orders, customers, and inventory. | 18 stars · 5 forks | No one-command install · Source | |
| 924 | 75.5444 | brilliant-directoriesmcp · other | Manage members, posts, leads, reviews, and pages on Brilliant Directories membership sites. | 18 stars · 5 forks | No one-command install · Source | |
| 924 | 75.5444 | hichana-goalstorymcp · other | Integrates with Goal Story to enable personal goal management, step-by-step planning, and motivational narrative visualization based on users' beliefs… | 18 stars · 5 forks | No one-command install · Source | |
| 924 | 75.5444 | kocierik-consulmcp · other | Provides a bridge to HashiCorp Consul for service discovery, health checks, key-value operations, and configuration management without leaving your… | 18 stars · 5 forks | No one-command install · Source | |
| 924 | 75.5444 | hyperbolic-gpumcp · other | Integrates with Hyperbolic's decentralized GPU network to discover available instances, rent compute resources, establish SSH connections, and execute… | 18 stars · 5 forks | No one-command install · Source | |
| 930 | 75.5282 | rjhalvorson-skylightmcp · other | Connects AI assistants to Skylight family calendars for managing events, chores, grocery lists, and rewards. | 10 stars · 9 forks | No one-command install · Source | |
| 930 | 75.5282 | sergehuber-apache-unomimcp · other | Maintain persistent user profiles and context across conversations. | 10 stars · 9 forks | No one-command install · Source | |
| 932 | 75.4675 | jupytercad-mcpmcp · other | Controls JupyterCAD using natural language, enabling creation, modification, and boolean operations on 3D CAD models. | 20 stars · 4 forks | No one-command install · Source | |
| 932 | 75.4675 | bundler-gem-explorermcp · other | Provides detailed information about Ruby gem dependencies in a project's Gemfile, including versions, descriptions, installation paths, documentation… | 20 stars · 4 forks | No one-command install · Source | |
| 934 | 75.4367 | jotaijs-documentationmcp · other | Provides direct access to Jotai documentation resources, including the main README and curated tips, for developers working with this state management… | 29 stars · 2 forks | No one-command install · Source | |
| 935 | 75.4176 | ryu0118-xcstrings-crudmcp · other | Manages Apple's xcstrings localization files with complete CRUD operations for key creation, translation updates, coverage statistics, and batch… | 23 stars · 3 forks | No one-command install · Source | |
| 935 | 75.4176 | kenm47-jensenifymcp · other | Injects 2.9M tokens of canonical Western literature into AI interactions to provide humanistic context for engineering decisions. | 23 stars · 3 forks | No one-command install · Source | |
| 935 | 75.4176 | mcp-gmx-vmdmcp · other | Integrates GROMACS molecular dynamics simulations with VMD visualization, enabling setup, execution, analysis, and 3D visualization of molecular… | 23 stars · 3 forks | No one-command install · Source | |
| 938 | 75.3325 | gh-kayhendriksen-foehnmcp · other | Access Swiss meteorological open data from MeteoSwiss, including weather stations, radar imagery, hail maps, and climate forecasts. | 44 stars · 1 fork | No one-command install · Source | |
| 938 | 75.3325 | srmorete-mobile-devicemcp · other | Control iOS and Android devices with multi-device and seamless Native/WebView support. | 44 stars · 1 fork | No one-command install · Source | |
| 940 | 75.1909 | karbassi-ticktickmcp · other | Full-featured integration with TickTick for tasks, projects, habits, focus timers, tags, filters, and calendar management. | 9 stars · 9 forks | No one-command install · Source | |
| 940 | 75.1909 | warzuponus-jiramcp · other | Enables interaction with JIRA tasks and workflows for automated project management and intelligent task tracking. | 9 stars · 9 forks | No one-command install · Source | |
| 940 | 75.1909 | geli2001-tftmcp · other | Integration for Team Fight Tactics (TFT) that provides access to TFT game data through various tools. | 9 stars · 9 forks | No one-command install · Source | |
| 943 | 75.1534 | frida-mcp-2mcp · other | Automates Android app analysis using Frida via AI commands, connecting a rooted Android phone to a computer and running dynamic analysis scripts… | 16 stars · 6 forks | No one-command install · Source | |
| 944 | 75.1476 | mcp-claudinhomcp · other | Claudinho gives any MCP client live 2026 World Cup scores, fixtures, group standings, read-only prediction-market signals (Polymarket, informational… | 28 stars · 2 forks | No one-command install · Source | |
| 945 | 75.1170 | 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 | |
| 945 | 75.1170 | 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 | |
| 947 | 75.1020 | 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 |
| 948 | 75.0416 | 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 | |
| 949 | 75.0372 | ethbak-icon-composermcp · other | Creates Apple .icon bundles with Liquid Glass effects for iOS 26+. | 42 stars · 1 fork | No one-command install · Source | |
| 950 | 75.0066 | 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 | |
| 950 | 75.0066 | 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 | |
| 950 | 75.0066 | 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 | |
| 953 | 75.0041 | 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 | |
| 953 | 75.0041 | 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 | |
| 955 | 74.9206 | 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 |
| 956 | 74.9020 | 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 | |
| 957 | 74.7835 | 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 | |
| 958 | 74.7790 | kukapay-funding-rates-mcpmcp · other | Providing real-time funding rate data across major crypto exchanges. | 8 stars · 9 forks | No one-command install · Source | |
| 959 | 74.5100 | dg-pohodamcp · other | Reads and parses Pohoda accounting software XML export files. | 18 stars · 4 forks | No one-command install · Source | |
| 959 | 74.5100 | 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 | |
| 959 | 74.5100 | 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 | |
| 959 | 74.5100 | 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 | |
| 959 | 74.5100 | 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 | |
| 959 | 74.5100 | 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 | |
| 959 | 74.5100 | 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 | |
| 959 | 74.5100 | 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 | |
| 959 | 74.5100 | 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 | |
| 959 | 74.5100 | 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 | |
| 969 | 74.4881 | 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 | |
| 969 | 74.4881 | 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 | |
| 971 | 74.4755 | 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 | |
| 972 | 74.4221 | 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 | |
| 972 | 74.4221 | 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 | |
| 972 | 74.4221 | 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 | |
| 975 | 74.3625 | 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 | |
| 976 | 74.3113 | 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 | |
| 976 | 74.3113 | 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 | |
| 976 | 74.3113 | 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 | |
| 976 | 74.3113 | 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 | |
| 980 | 74.2882 | 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 | |
| 981 | 74.2869 | 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 | |
| 982 | 74.1947 | 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 | |
| 983 | 74.1398 | 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 | |
| 984 | 73.9722 | 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 | |
| 984 | 73.9722 | 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 | |
| 984 | 73.9722 | 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 | |
| 984 | 73.9722 | 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 | |
| 984 | 73.9722 | 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 | |
| 989 | 73.9688 | 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 | |
| 990 | 73.9663 | 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 | |
| 991 | 73.8137 | 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 | |
| 991 | 73.8137 | 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 | |
| 991 | 73.8137 | 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 | |
| 994 | 73.7613 | 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 | |
| 995 | 73.7568 | 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 | |
| 995 | 73.7568 | 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 | |
| 995 | 73.7568 | cookey-monster-ebaymcp · other | Fetch auctions from ebay.com. | 15 stars · 5 forks | No one-command install · Source | |
| 998 | 73.6580 | 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 | |
| 998 | 73.6580 | 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 | |
| 998 | 73.6580 | 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 |
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.