Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1001 | 97.3714 | better-auth-iconsmcp · front-end | Provides access to 200,000+ icons from 150+ collections through the Iconify API with search, retrieval, batch operations, usage pattern learning, and… | 1,256 stars · 54 forks | No one-command install · Source | |
| 1002 | 97.3839 | msrbuilds-elementormcp · front-end | Extends WordPress MCP Adapter to expose Elementor page builder tools for programmatic page design, widget management, and template handling. | 663 stars · 140 forks | No one-command install · Source | |
| 1003 | 97.5590 | android-automationmcp · front-end | Provides direct automation and control of Android devices through uiautomator2, enabling clicking, swiping, typing, and UI element inspection for… | 871 stars · 113 forks | No one-command install · Source | |
| 1004 | 97.5773 | jingcheng-chen-rhino-8mcp · front-end | Enables direct control of Rhino 8's 3D modeling environment through a C# SDK-based server that exposes modeling operations for design workflow… | 1,012 stars · 95 forks | No one-command install · Source | |
| 1005 | 97.5944 | claudix-claude-code-for-vscodecli · front-end | A VSCode extension that brings Claude Code directly into your editor with interactive chat interface, session management, intelligent file operations… | 1,130 stars · 80 forks | No one-command install · Source | |
| 1006 | 97.6319 | cookjohn-zoteromcp · front-end | Integrates with Zotero reference management software through a dual-component architecture to provide access to bibliographic data, abstracts, tags… | 1,117 stars · 92 forks | No one-command install · Source | |
| 1007 | 97.6639 | chir24-unreal-enginemcp · front-end | Connects to Unreal Engine 5's Remote Control API to enable automated game development workflows including asset management, actor manipulation, level… | 851 stars · 159 forks | No one-command install · Source | |
| 1008 | 97.7426 | duckle-mcp-servermcp · front-end | Duckle ships its own Model Context Protocol server, so Claude can browse the full component catalog and per-component property schemas, generate a… | 1,258 stars · 94 forks | No one-command install · Source | |
| 1009 | 97.8107 | operative-sh-web-ux-evaluatormcp · front-end | Enables automated browser interactions for evaluating web application user experiences, capturing console logs and network requests to generate… | 1,240 stars · 109 forks | No one-command install · Source | |
| 1010 | 98.1239 | joshuayoes-ios-simulatormcp · front-end | Enables Claude to control iOS simulators for testing and debugging applications by providing tools for UI interaction, element inspection, and device… | 2,156 stars · 97 forks | No one-command install · Source | |
| 1011 | 98.1370 | bai-lab-memoryosmemory · front-end | Use when you want a memory design with a published, peer-reviewed evaluation behind it. | 1,570 stars · 161 forks | No one-command install · Source | |
| 1012 | 98.1462 | argentmcp · front-end | Enables AI assistants to interact with iOS Simulators and Android Emulators, allowing autonomous app development, UI interaction, profiling, and… | 2,345 stars · 96 forks | No one-command install · Source | |
| 1013 | 98.1835 | io-github-bergside-typeuimcp · front-end | Provides design systems, UI prompts, and layout variation guidance to AI coding tools for generating better user interfaces. | 1,855 stars · 136 forks | No one-command install · Source | |
| 1014 | 98.2428 | daxianlee-cocos-creatormcp · front-end | Integrates with Cocos Creator 3.8 game development workflows through TypeScript-based tools for scene manipulation, node management, component… | 1,373 stars · 319 forks | No one-command install · Source | |
| 1015 | 98.3775 | nteract-semioticmcp · front-end | React data visualization MCP server with 30+ chart types. 5 tools: suggest charts for a dataset, render validated React configs to SVG, diagnose… | 2,691 stars · 137 forks | No one-command install · Source | |
| 1016 | 98.3916 | cyberagiinc-devdocsmcp · front-end | Free, private, UI-based software documentation context management server. Designed with software developers in mind. | 2,105 stars · 193 forks | No one-command install · Source | |
| 1017 | 98.4323 | neka-nat-freecadmcp · front-end | Enables AI-driven CAD modeling by providing a remote procedure call (RPC) server that allows programmatic control of FreeCAD, supporting operations… | 1,977 stars · 263 forks | No one-command install · Source | |
| 1018 | 98.4797 | mixelpixx-kicad-pcb-designermcp · front-end | Enables LLMs to directly interact with KiCAD for printed circuit board design. | 1,995 stars · 308 forks | No one-command install · Source | |
| 1019 | 98.5062 | dsphper-lanhumcp · front-end | Extracts design specifications and requirements from Lanhu design collaboration platform | 2,283 stars · 256 forks | No one-command install · Source | |
| 1020 | 98.6544 | jpisnice-shadcn-uimcp · front-end | Provides direct access to shadcn/ui v4 components, blocks, and demos through GitHub API integration with automatic framework detection for React… | 2,969 stars · 305 forks | No one-command install · Source | |
| 1021 | 98.6565 | revogridmcp · front-end | High-performance virtual grid component library with AI assistant integration. | 3,445 stars · 210 forks | No one-command install · Source | |
| 1022 | 98.7049 | ahujasid-ableton-livemcp · front-end | Enables control of Ableton Live music production software through a bidirectional communication system that supports track creation, MIDI editing… | 2,952 stars · 401 forks | No one-command install · Source | |
| 1023 | 98.7900 | mcp-feedback-enhanced-2mcp · front-end | Establishes feedback-oriented development workflows with Web UI and desktop application dual interfaces, enabling AI to confirm with users and… | 3,775 stars · 348 forks | No one-command install · Source | |
| 1024 | 98.8258 | big-bencheval · front-end | Google's Beyond the Imitation Game benchmark: 200+ diverse tasks designed to probe capabilities beyond standard NLP benchmarks. | 3,247 stars · 618 forks | Stale | No one-command install · Source |
| 1025 | 98.8509 | spec-workflowmcp · front-end | Provides structured project management through a four-phase development workflow with requirements gathering, technical design, task breakdown, and… | 4,294 stars · 355 forks | No one-command install · Source | |
| 1026 | 98.8635 | ysymyth-reactworkflow · front-endContributed by Sentinel | [ICLR 2023] ReAct: Synergizing Reasoning and Acting in Language Models | 4,140 stars · 401 forks · 13 mentions | Stale | No one-command install · Source |
| 1027 | 98.9923 | excalidrawmcp · front-end | Generates hand-drawn style Excalidraw diagrams with streaming animations and interactive editing. | 5,370 stars · 507 forks | No one-command install · Source | |
| 1028 | 99.0140 | 21st-dev-magicmcp · front-end | Create beautiful, modern UI components instantly through natural language descriptions. | 5,773 stars · 440 forks | No one-command install · Source | |
| 1029 | 99.0559 | snyk-clicli · front-end | Security scanner that tests applications and infrastructure for vulnerabilities, generates SBOMs, and monitors projects using TypeScript and Go… | 5,654 stars · 699 forks | No one-command install · Source | |
| 1030 | 99.0719 | mobile-next-mobile-device-controlmcp · front-end | Enables remote control of Android and iOS devices through commands for screenshots, app management, screen interactions, and UI navigation, ideal for… | 6,299 stars · 543 forks | No one-command install · Source | |
| 1031 | 99.0813 | clawd-on-deskcli · front-end | A desktop pet that reacts to your Claude Code sessions in real time: thinking, typing, juggling, sleeping and more. | 6,093 stars · 636 forks | No one-command install · Source | |
| 1032 | 99.1324 | sonnylazuardi-talk-to-figmamcp · front-end | Enables bidirectional communication with Figma designs through a plugin and WebSocket server, allowing creation and manipulation of design elements… | 6,988 stars · 772 forks | No one-command install · Source | |
| 1033 | 99.1330 | computer-agent-windows-desktop-controlmcp · front-end | Enables AI to control Windows desktop applications through UIAutomation and PyAutoGUI, providing capabilities for launching programs, executing… | 6,871 stars · 833 forks | No one-command install · Source | |
| 1034 | 99.1335 | plannotatorhook · front-end | Interactive plan review UI that intercepts ExitPlanMode via hooks, letting users visually annotate plans with comments, deletions, and replacements… | 8,344 stars · 618 forks | No one-command install · Source | |
| 1035 | 99.2420 | harnessworkflow · front-end | A meta-skill that designs domain-specific agent teams, defines specialized agents, and generates the skills they use. Resources are in Korean but can… | 8,876 stars · 1,256 forks | No one-command install · Source | |
| 1036 | 99.2954 | assistant-uimcp · front-end | The MCP server tools have been designed to allow an agent to query the specific information it needs to complete an assistant-ui related task - for… | 11,981 stars · 1,163 forks | No one-command install · Source | |
| 1037 | 99.3888 | ag-ui-protocol-ag-uicli · front-endContributed by Sentinel | AG-UI: the Agent-User Interaction Protocol. Bring Agents into Frontend Applications. | 15,679 stars · 1,411 forks · 6 mentions | No one-command install · Source | |
| 1038 | 99.5332 | compound-engineering-pluginskill · front-end | A very pragmatic set of well-designed agents, skills, and commands, built around a discipline of turning past mistakes and errors into lessons and… | 24,761 stars · 2,047 forks | No one-command install · Source | |
| 1039 | 99.6029 | claude-task-mastercli · front-end | A task management system for AI-driven development with Claude, designed to work seamlessly with Cursor AI. | 28,039 stars · 2,628 forks | No one-command install · Source | |
| 1040 | 99.7044 | copilotkit-copilotkitcli · front-endContributed by Sentinel | The Frontend Stack for Agents & Generative UI. React, Angular, Mobile, Slack, and more. Makers of the AG-UI Protocol | 37,158 stars · 4,594 forks · 4 mentions | No one-command install · Source | |
| 1041 | 99.8430 | xcodebuildmcp · front-end | Enables building, running, and debugging iOS and macOS applications through Xcode with tools for project discovery, simulator management, app… | 6,323 stars · 313 forks · passed install test | No one-command install · Source | |
| 1042 | 99.8512 | d4vinci-scraplingmcp · front-end | Provides advanced web scraping capabilities with browser fingerprint impersonation, dynamic content fetching via Chromium, and stealth scraping… | 77,802 stars · 7,814 forks · 1 mention | No one-command install · Source | |
| 1043 | 99.8951 | glips-figma-contextmcp · front-end | Integrates with Figma's design platform API to enable AI-driven design operations, asset management, and team collaboration within Figma workflows. | 15,754 stars · 1,258 forks · passed install test | No one-command install · Source | |
| 1044 | 99.9153 | nexu-io-open-designcli · front-endContributed by Sentinel | 🎨 Best DeepSeek Harness Design Plugin. The open-source Claude Design alternative. 🖥️ Local-first desktop app. 🖼️ Your coding agent becomes the… | 98,175 stars · 11,389 forks · 3 mentions | No one-command install · Source | |
| 1045 | 99.9409 | nextlevelbuilder-ui-ux-pro-max-skillskill · front-endContributed by Sentinel | An AI skill that provides design intelligence for building professional UI/UX across multiple platforms. | 125,818 stars · 13,457 forks | No one-command install · Source | |
| 1046 | 99.9521 | garrytan-gstackskill · front-endContributed by Sentinel | Use Garry Tan's exact Claude Code setup: 23 opinionated tools that serve as CEO, Designer, Eng Manager, Release Manager, Doc Engineer, and QA | 131,046 stars · 19,660 forks · 11 mentions | No one-command install · Source | |
| 1047 | Unranked | signal-mcplmcp · front-end | MCPL server that bridges Signal via signal-cli, exposing DMs and group chats as channels and providing signal_send and signal_react tools. | No signals yet | No one-command install · Source | |
| 1048 | Unranked | riskmodelsmcp · front-end | RiskModels decomposes any US stock or portfolio into market, sector, subsector, and residual risk components with executable ETF hedge ratios… | No signals yet | No one-command install · Source | |
| 1049 | Unranked | ui-bridge-mcpmcp · front-end | Enables AI to inspect and interact with UI elements, supporting control mode for the runner's own UI and SDK mode for external applications. | No signals yet | No one-command install · Source | |
| 1050 | Unranked | encode-uimcp · front-end | MCP server that lets AI agents search and inspect shadcn components from the encode-ui registry, returning metadata, source code, and install… | No signals yet | No one-command install · Source | |
| 1051 | Unranked | mcp-reactomemcp · front-end | Enables AI agents to query the Reactome biological pathway knowledge-base for pathways, participants, and orthologous events using natural language. | No signals yet | No one-command install · Source | |
| 1052 | Unranked | pipeworx-io-reactomemcp · front-end | Searches curated human biological pathways in the Reactome database. | No signals yet | No one-command install · Source | |
| 1053 | Unranked | infyicon-mcpmcp · front-end | Search 161,000+ free hand-drawn Infyicon icons in four matching styles and fetch ready-to-embed SVG markup or PNG URLs, plus CSS class lookup for the… | No signals yet | No one-command install · Source | |
| 1054 | Unranked | datumguard-mcp-servermcp · front-end | Enables engineering design assurance for architecture, piping, and plate designs by drafting, validating, and verifying design contracts and DXF… | No signals yet | No one-command install · Source | |
| 1055 | Unranked | semaphore-mcp-servermcp · front-end | Enables AI assistants to interact with Semaphore UI for managing Ansible, Terraform, and other automation workflows through project, task, template… | No signals yet | No one-command install · Source | |
| 1056 | Unranked | nrc-mcpmcp · front-end | An MCP server for designing, sculpting, optimizing, and shipping NetRadiant-custom levels for Urban Terror, exposing map editing, validation… | No signals yet | No one-command install · Source | |
| 1057 | Unranked | marketing-page-quality-gatemcp · front-end | An MCP server that deterministically scores landing pages on conversion-critical signals and blocks ad spend on low-quality pages to prevent wasted… | No signals yet | No one-command install · Source | |
| 1058 | Unranked | google-crux-mcpmcp · front-end | Enables natural language queries of the Chrome UX Report API to fetch Core Web Vitals (LCP, INP, CLS, FCP, TTFB), compare form factors, benchmark… | No signals yet | No one-command install · Source | |
| 1059 | Unranked | remotion-mcp-servermcp · front-end | Enables AI agents to analyze audio beats, synthesize voices with Google Gemini TTS, and programmatically construct and render professional videos… | No signals yet | No one-command install · Source | |
| 1060 | Unranked | motionprompts-mcpmcp · front-end | Enables AI-assisted motion design with a catalog of 219 production-quality GSAP components, providing page planning, mechanics suggestions… | No signals yet | No one-command install · Source | |
| 1061 | Unranked | ui-diff-mcpmcp · front-end | Enables comparison of mobile app screenshots against design mockups, with Calorix as the first integration target. | No signals yet | No one-command install · Source | |
| 1062 | Unranked | mentoring-inquiry-buildermcp · front-end | Enables AI assistants to guide users through hiring an engineering-leadership mentor, from getting options and matching focus to designing a program… | No signals yet | No one-command install · Source | |
| 1063 | Unranked | annotmcp · front-end | Retrieves and manages visual website feedback from Annot for applying design changes through AI assistants. | No signals yet | No one-command install · Source | |
| 1064 | Unranked | design-reviewmcp · front-end | This MCP server renders UI design artifacts headlessly, runs deterministic linters, and manages stateful design review loops with an independent… | No signals yet | No one-command install · Source | |
| 1065 | Unranked | premiere-pro-full-mcpmcp · front-end | Enables AI assistants to inspect and control Adobe Premiere Pro 26.3+ on Windows through a fail-closed, capability-gated bridge combining UXP, CEP… | No signals yet | No one-command install · Source | |
| 1066 | Unranked | travel-animator-mcpmcp · front-end | Enables AI assistants to create animated travel route videos by describing a trip, planning a route, styling the animation, and rendering MP4 files… | No signals yet | No one-command install · Source | |
| 1067 | Unranked | openfigma-mcpmcp · front-end | An MCP server that simplifies Figma design data, generates code in multiple frameworks, and provides accessibility audits and drift detection, all… | No signals yet | No one-command install · Source | |
| 1068 | Unranked | jsonui-rendermcp · front-end | Enables viewing Minecraft Bedrock JSON UI screens without a device, by reading resource packs and rendering the layout. | No signals yet | No one-command install · Source | |
| 1069 | Unranked | color-palette-generator-5-harmony-schemesmcp · front-end | Color palette generation API for AI agents. Generate harmonious palettes from any hex color: complementary, analogous, triadic, split-complementary… | No signals yet | No one-command install · Source | |
| 1070 | Unranked | design-inspirationmcp · front-end | Searches design platforms for UI references and extracts design tokens such as colors, typography, spacing, and shadows from live websites. | No signals yet | No one-command install · Source | |
| 1071 | Unranked | bosch-flow-mcpmcp · front-end | MCP server for Bosch eBike Flow (Smart System / BES3). Read-only access to battery health and charge-cycle trends, components and firmware, live… | No signals yet | No one-command install · Source | |
| 1072 | Unranked | digitalherencia-loaded-vibesmcp · front-end | TypeScript web development framework that combines CLI-driven workflow with Spec-Plan-Tasks methodology to generate technical specifications… | No signals yet | No one-command install · Source | |
| 1073 | Unranked | mallory-graphermcp · front-end | Provides a headless session runtime for reactive compute graphs, enabling MCP-driven cell operations without a DOM or browser. | No signals yet | No one-command install · Source | |
| 1074 | Unranked | mcp-toolsets-runtimemcp · front-end | A shared runtime that discovers LangChain tools from a toolset package and serves them as an MCP server, with optional UI views and a CLI for managing… | No signals yet | No one-command install · Source | |
| 1075 | Unranked | rapbattle-lolmcp · front-end | Enables agents to engage in rap battles by challenging opponents, exchanging verses with automatic text-to-speech, reacting to battles, and viewing… | No signals yet | No one-command install · Source | |
| 1076 | Unranked | swing-mcpmcp · front-end | Enables interaction with Java Swing applications through MCP, allowing launching, attaching, taking snapshots, clicking, filling forms, and other UI… | No signals yet | No one-command install · Source | |
| 1077 | Unranked | architecture-pattern-mcpmcp · front-end | Provides architecture design expertise to AI coding agents, analyzing requirements, selecting architecture patterns, generating concrete designs, and… | No signals yet | No one-command install · Source | |
| 1078 | Unranked | okf-mcp-servermcp · front-end | Reusable, read-only MCP server that exposes a repo's knowledge files (backlog docs, decisions, design notes) as MCP resources over stdio. | No signals yet | No one-command install · Source | |
| 1079 | Unranked | sekura-design-mcpmcp · front-end | Serves the complete Sekura Design System—tokens, components, layouts, UX patterns, accessibility contract, and paste-ready code—to MCP-capable tools… | No signals yet | No one-command install · Source | |
| 1080 | Unranked | mcp-app-proxyfiermcp · front-end | MCP server delivering interactive MCP Apps UI for Megamarket shopping, enabling search, product details, cart, and checkout through native interfaces… | No signals yet | No one-command install · Source | |
| 1081 | Unranked | miromiro-mcpmcp · front-end | MCP server for the MiroMiro design-extraction API. It extracts real design data from live websites—including brand colors, fonts, tokens, SVGs… | No signals yet | No one-command install · Source | |
| 1082 | Unranked | gh-thesharque-architectormcp · front-end | Local-first project architecture storage for modules, data flows, scripts, and design documentation. | No signals yet | No one-command install · Source | |
| 1083 | Unranked | threenative-asset-mcpmcp · front-end | An MCP server for discovering and downloading 3D assets, textures, HDRIs, animations, and game audio from multiple sources like Fab, Poly Haven… | No signals yet | No one-command install · Source | |
| 1084 | Unranked | ui-design-mcp-servermcp · front-end | Provides comprehensive UI design assistance tools for LLMs, generating color palettes, typography, spacing systems, shadows, design tokens, and more… | No signals yet | No one-command install · Source | |
| 1085 | Unranked | jarvismcp · front-end | MCP server for designing drones and related physical systems through natural language in Spanish, with deterministic calculation and simulation. | No signals yet | No one-command install · Source | |
| 1086 | Unranked | yt-slack-mcpmcp · front-end | MCP server for Slack that reads permalinks, threads, and channel history, and replies to threads or adds reactions using private browser-session… | No signals yet | No one-command install · Source | |
| 1087 | Unranked | wellx-design-system-mcpmcp · front-end | The Wellx Design System MCP enables AI agents to access the single source of truth for Wellx design, including tokens, component specs, rules, and… | No signals yet | No one-command install · Source | |
| 1088 | Unranked | linkedin-posts-apimcp · front-end | Enables AI agents to discover and fetch LinkedIn posts with engagement metrics (reactions, comments, shares) and author details, returning structured… | No signals yet | No one-command install · Source | |
| 1089 | Unranked | rn-agent-observermcp · front-end | Provides structured MCP tools for local runtime observability and debugging of React Native/Expo apps on Android, enabling evidence-first diagnostics… | No signals yet | No one-command install · Source | |
| 1090 | Unranked | html-mcpmcp · front-end | Enables AI agents to send HTML documents to a local viewer, where they are stored and displayed in a live web UI for browsing and searching. | No signals yet | No one-command install · Source | |
| 1091 | Unranked | forgemcpmcp · front-end | An MCP server for C++ development that currently provides a server_status diagnostic tool. It validates a workspace directory and is designed to… | No signals yet | No one-command install · Source | |
| 1092 | Unranked | workspace-build-mcpmcp · front-end | Builds an Angular UI library and npm-links it into a consumer app, with support for Git workflows via mhdd24-cli. | No signals yet | No one-command install · Source | |
| 1093 | Unranked | designesymcp · front-end | Enables AI agents to score live URLs against a 40-check design contract, validate DTCG tokens and Lottie animations, audit accessibility, and retrieve… | No signals yet | No one-command install · Source | |
| 1094 | Unranked | adobe-experience-assets-dev-mcpmcp · front-end | Helps design, validate, and generate Adobe Experience Manager Assets API request plans for integration work, including upload, folder management, and… | No signals yet | No one-command install · Source | |
| 1095 | Unranked | gnnpcsaft-mcp-servermcp · front-end | Enables estimation of PC-SAFT pure-component parameters and prediction of properties like density and vapor pressure for any molecule or mixture using… | No signals yet | No one-command install · Source | |
| 1096 | Unranked | web-slack-mcpmcp · front-end | Enables reading Slack channels, messages, and threads using the web interface via a persistent browser session, designed for guest users without API… | No signals yet | No one-command install · Source | |
| 1097 | Unranked | amtsblatt-mcpmcp · front-end | MCP server for amtsblattportal.ch — the Swiss official gazette portal (SHAB + 27 cantonal gazettes). Public procurement and official notices… | No signals yet | No one-command install · Source | |
| 1098 | Unranked | mobile-use-mcpmcp · front-end | Enables coding agents to observe and operate Android devices through ADB and uiautomator2, supporting screenshot capture, UI hierarchy access, and… | No signals yet | No one-command install · Source | |
| 1099 | Unranked | forgekit-radix-mcpmcp · front-end | Exposes Radix Primitives' parts, props, and accessibility contracts to AI coding agents, ensuring correct and accessible component usage. | No signals yet | No one-command install · Source | |
| 1100 | Unranked | secret-mcpmcp · front-end | Enables evidence-grounded web design analysis by searching GDWEB references and generating isolated, per-reference DESIGN_INDEX specification… | No signals yet | 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.