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 | 75.613 | 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 | |
| 901 | 75.613 | 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 | |
| 901 | 75.613 | 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 | |
| 901 | 75.613 | 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 | |
| 905 | 75.544 | 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 | |
| 905 | 75.544 | 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 | |
| 905 | 75.544 | brilliant-directoriesmcp · other | Manage members, posts, leads, reviews, and pages on Brilliant Directories membership sites. | 18 stars · 5 forks | No one-command install · Source | |
| 905 | 75.544 | 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 | |
| 905 | 75.544 | 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 | |
| 905 | 75.544 | 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 | |
| 911 | 75.528 | 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 | |
| 911 | 75.528 | sergehuber-apache-unomimcp · other | Maintain persistent user profiles and context across conversations. | 10 stars · 9 forks | No one-command install · Source | |
| 913 | 75.467 | 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 | |
| 913 | 75.467 | 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 | |
| 915 | 75.436 | 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 | |
| 916 | 75.417 | 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 | |
| 916 | 75.417 | 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 | |
| 916 | 75.417 | 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 | |
| 919 | 75.332 | 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 | |
| 919 | 75.332 | 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 | |
| 921 | 75.190 | 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 | |
| 921 | 75.190 | 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 | |
| 921 | 75.190 | 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 | |
| 924 | 75.153 | 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 | |
| 925 | 75.147 | 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 | |
| 926 | 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 | |
| 926 | 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 | |
| 928 | 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 |
| 929 | 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 | |
| 930 | 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 | |
| 931 | 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 | |
| 931 | 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 | |
| 931 | 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 | |
| 934 | 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 | |
| 934 | 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 | |
| 936 | 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 |
| 937 | 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 | |
| 938 | 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 | |
| 939 | 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 | |
| 940 | 74.510 | dg-pohodamcp · other | Reads and parses Pohoda accounting software XML export files. | 18 stars · 4 forks | No one-command install · Source | |
| 940 | 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 | |
| 940 | 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 | |
| 940 | 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 | |
| 940 | 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 | |
| 940 | 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 | |
| 940 | 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 | |
| 940 | 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 | |
| 940 | 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 | |
| 940 | 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 | |
| 950 | 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 | |
| 950 | 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 | |
| 952 | 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 | |
| 953 | 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 | |
| 953 | 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 | |
| 953 | 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 | |
| 956 | 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 | |
| 957 | 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 | |
| 957 | 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 | |
| 957 | 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 | |
| 957 | 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 | |
| 961 | 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 | |
| 962 | 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 | |
| 963 | 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 | |
| 964 | 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 | |
| 965 | 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 | |
| 965 | 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 | |
| 965 | 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 | |
| 965 | 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 | |
| 965 | 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 | |
| 970 | 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 | |
| 971 | 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 | |
| 972 | 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 | |
| 972 | 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 | |
| 972 | 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 | |
| 975 | 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 | |
| 976 | 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 | |
| 976 | 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 | |
| 976 | 73.756 | cookey-monster-ebaymcp · other | Fetch auctions from ebay.com. | 15 stars · 5 forks | No one-command install · Source | |
| 979 | 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 | |
| 979 | 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 | |
| 979 | 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 | |
| 979 | 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 | |
| 979 | 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 | |
| 979 | 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 | |
| 985 | 73.568 | dichiarinomcp · otheralso listed as gsaccardi-dichiarino | 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 | |
| 985 | 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 | |
| 988 | 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 | |
| 988 | 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 | |
| 988 | 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 | |
| 988 | 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 | |
| 992 | 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 | |
| 993 | 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 |
| 994 | 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 | |
| 994 | 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 | |
| 994 | 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 | |
| 994 | 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 | |
| 994 | 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 | |
| 999 | 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 | |
| 999 | 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 |
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.