Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1501 | Unranked | color-enginemcp · front-end | Provides CSS color utilities including parsing, conversion, gamut mapping, WCAG contrast, tint/shade ramp generation, and contrast-target solving. | No signals yet | No one-command install · Source | |
| 1502 | Unranked | crunchtools-cloudflaremcp · front-end | Manages Cloudflare DNS records, Transform Rules, Page Rules, and cache purging with security-first design. | No signals yet | No one-command install · Source | |
| 1503 | Unranked | kpamcp · front-end | Provides an MCP server for programmatic reading, authoring, editing, designing, and optimization of Apple Keynote presentations. | No signals yet | No one-command install · Source | |
| 1504 | Unranked | figma-comments-mcpmcp · front-end | MCP server that fetches and replies to Figma file comments, with filtering and a triage skill to organize them into decisions, questions, and to-dos. | No signals yet | No one-command install · Source | |
| 1505 | Unranked | krystalview-mcp-servermcp · front-end | Enables AI agents to access website analytics, including visitor sessions, UX friction, conversion funnels, and anomaly alerts. | No signals yet | No one-command install · Source | |
| 1506 | Unranked | sketch-mcpmcp · front-end | An official MCP server that allows AI clients to interact with Sketch designs, enabling exploration, iteration, asset export, and more. | No signals yet | No one-command install · Source | |
| 1507 | Unranked | curio-mcpmcp · front-end | Enables AI agents to search, browse, and apply hundreds of tokenized design styles from Curio's library to slides, websites, and products. | No signals yet | No one-command install · Source | |
| 1508 | Unranked | lo-eyesmcp · front-end | Visual frontend accessibility inspector MCP server. WCAG contrast checking, touch target validation, heading hierarchy audits, responsive screenshots… | No signals yet | No one-command install · Source | |
| 1509 | Unranked | imagemcpmcp · front-end | A full-featured image processing MCP server for AI assistants, exposing ~55 tools across 11 categories for editing, layers, conversion, AI… | No signals yet | No one-command install · Source | |
| 1510 | Unranked | vulnerable-mcp-servermcp · front-end | A deliberately insecure MCP server designed as a pentest lab to demonstrate common vulnerabilities in MCP deployments. | No signals yet | No one-command install · Source | |
| 1511 | Unranked | media-editor-mcpmcp · front-end | Provides MCP servers for AI-driven video editing. Enables offline editing of CapCut drafts and remote control of Adobe Premiere Pro via UXP plugin… | No signals yet | No one-command install · Source | |
| 1512 | Unranked | scrapling-mcpmcp · front-end | Exposes Scrapling web scraping framework as MCP tools for Claude Code, enabling URL scraping with CSS/XPath selectors, stealth mode, and batch… | No signals yet | No one-command install · Source | |
| 1513 | Unranked | nextjs-agent-mcpmcp · front-end | An MCP server that lets an AI agent drive and inspect a running Next.js app, with headless route/error introspection and a real DOM-based in-page… | No signals yet | No one-command install · Source | |
| 1514 | Unranked | mc-figma-bridgemcp · front-end | Enables Cursor (MCP client) to interact with an active Figma document through a local WebSocket bridge and Figma plugin, providing tools to read and… | No signals yet | No one-command install · Source | |
| 1515 | Unranked | primereact-mcpmcp · front-end | MCP server that gives AI assistants full access to PrimeReact v10 component documentation — props, events, examples, and search. | No signals yet | No one-command install · Source | |
| 1516 | Unranked | random-design-mcpmcp · front-end | Generates randomized English Markdown frontend design directions using curated catalogs, with optional soft compatibility scoring. Does not call an… | No signals yet | No one-command install · Source | |
| 1517 | Unranked | clipacanvasmcp · front-end | Render HTML/CSS/JS/SVG animations into high-quality MP4 videos. Exposes render tools to AI agents using Playwright (Chromium) and FFmpeg, running… | No signals yet | No one-command install · Source | |
| 1518 | Unranked | gds-mcpmcp · front-end | Exposes Levit design system (GDS) metadata to AI coding tools, enabling queries about color tokens and component usage via natural language. | No signals yet | No one-command install · Source | |
| 1519 | Unranked | local-weather-mcp-servermcp · front-end | Provides a health check and a get_weather tool to query current weather by city name via HTTP, designed for integration with Dify. | No signals yet | No one-command install · Source | |
| 1520 | Unranked | axolot-mcp-servermcp · front-end | Enables AI assistants to interact with Axolot CMS for content, design tokens, media, and module management with site context awareness. | No signals yet | No one-command install · Source | |
| 1521 | Unranked | sigmaui-ds-mcp-servermcp · front-end | Exposes SigmaUI Design System components to AI assistants, providing tools for component documentation, search, usage examples, and design tokens to… | No signals yet | No one-command install · Source | |
| 1522 | Unranked | mcp-desktopmcp · front-end | macOS desktop automation enabling AI agents to screenshot, switch apps and tabs, click, type, and scroll. Offers two trust levels: read-only… | No signals yet | No one-command install · Source | |
| 1523 | Unranked | engineering-standardsmcp · front-end | Enforces team engineering standards across Git, code review, Rails, frontend, deployment, incidents, observability, API design, database, ADRs, and… | No signals yet | No one-command install · Source | |
| 1524 | Unranked | shipswift-component-mcpmcp · front-end | Paid remote MCP server for ShipSwift providing tools to search SwiftUI components, generate patches, validate dependency policies, and export… | No signals yet | No one-command install · Source | |
| 1525 | Unranked | adb-mcp-servermcp · front-end | A MCP server that enables AI assistants to control Android devices via ADB, supporting device info, screen control, input simulation, app management… | No signals yet | No one-command install · Source | |
| 1526 | Unranked | tailwind-context-resolver-mcpmcp · front-end | Loads your project's Tailwind CSS config and exposes tools for AI agents to query actual design tokens and validate class names, preventing… | No signals yet | No one-command install · Source | |
| 1527 | Unranked | vola-trebla-tailwind-context-resolvermcp · front-end | Resolves Tailwind CSS design tokens and validates utility classes against the local project config. | No signals yet | No one-command install · Source | |
| 1528 | Unranked | open-design-guard-mcpmcp · front-end | Enforces agent design system compliance with tools to check guards, explain gaps, issue receipts, suggest fixes, and export audits. | No signals yet | No one-command install · Source | |
| 1529 | Unranked | opendesignguard-mcpmcp · front-end | Agent design system guard with structured receipts, audit logs, and reviewer-ready evidence. | No signals yet | No one-command install · Source | |
| 1530 | Unranked | c2pa-intake-verifier-mcpmcp · front-end | A hosted remote MCP server for verifying C2PA intakes, classifying source risk, issuing media receipts, and exporting intake logs. Designed for AI… | No signals yet | No one-command install · Source | |
| 1531 | Unranked | yjhann33-design-korea-stock-insightmcp · front-end | Korean stock market data via DART disclosures and KRX prices for international LLM analysts. | No signals yet | No one-command install · Source | |
| 1532 | Unranked | mdmagicmcp · front-end | MCP server for converting Markdown documents into professional DOCX, PDF, and HTML formats using custom or built-in designer templates. | No signals yet | No one-command install · Source | |
| 1533 | Unranked | openshowreelmcp · front-end | An MCP server for Adobe After Effects that enables AI assistants to create premium showreels with professional motion design techniques. | No signals yet | No one-command install · Source | |
| 1534 | Unranked | dependency-migration-mcpmcp · front-end | Provides structured migration briefs for LLM coding agents covering breaking changes, codemod coverage, and hallucination warnings for major version… | No signals yet | No one-command install · Source | |
| 1535 | Unranked | mcp-archivemcp · front-end | Provides tools to archive URLs, retrieve clean readable text from Wayback Machine snapshots, list snapshots, search Internet Archive items, and… | No signals yet | No one-command install · Source | |
| 1536 | Unranked | color-mcp-servermcp · front-end | Provides color and design tools including palette generation, WCAG contrast checking, color conversion, gradients, color blindness simulation, and CSS… | No signals yet | No one-command install · Source | |
| 1537 | Unranked | daedalus-manimglmcp · front-end | Mathematical animation creation via ManimGL with 40+ tools for shapes, LaTeX, 3D objects, and audio. | No signals yet | No one-command install · Source | |
| 1538 | Unranked | mcp-manimglmcp · front-end | Exposes manimgl mathematical animation functionality as MCP tools, enabling LLMs to create animated scenes with narration and background music, and… | No signals yet | No one-command install · Source | |
| 1539 | Unranked | neuraldraft-mcpmcp · front-end | Enables AI coding tools to manage Neural Draft's CMS, blog, social, booking, and commerce features through natural language, bridging AI-generated… | No signals yet | No one-command install · Source | |
| 1540 | Unranked | adb-mcp-server-2mcp · front-end | Enables MCP-compatible agents to control an Android device over the network via ADB, providing tools for shell commands, screen capture, UI… | No signals yet | No one-command install · Source | |
| 1541 | Unranked | csdk-docs-mcp-servermcp · front-end | Enables TF-IDF search and structured browsing of Sisense Compose SDK documentation for React, Vue, and Angular, with support for framework filtering… | No signals yet | No one-command install · Source | |
| 1542 | Unranked | devilgemcp · front-end | Enables AI assistants to build, drive, and observe Android/KMM apps end-to-end through ADB and Gradle, with tools for UI automation, error capture… | No signals yet | No one-command install · Source | |
| 1543 | Unranked | yercko-devilgemcp · front-end | MCP server providing 33 tools for end-to-end Android and KMM application development, including building, testing, and UI automation. | No signals yet | No one-command install · Source | |
| 1544 | Unranked | ce-rise-digital-passportmcp · front-end | AI assistant for planning and reusing CE-RISE Digital Passport components, models, and deployment assets. | No signals yet | No one-command install · Source | |
| 1545 | Unranked | mcp-archimate-servermcp · front-end | Enables AI assistants to read and write ArchiMate models stored in CoArchi XML format. Query elements, create relationships, design diagrams, and sync… | No signals yet | No one-command install · Source | |
| 1546 | Unranked | designpin-mcp-servermcp · front-end | Enables AI assistants to push HTML prototypes to DesignPin for team review and retrieve reviewer feedback. | No signals yet | No one-command install · Source | |
| 1547 | Unranked | opjhabuilds-designpinmcp · front-end | MCP server for pushing HTML prototypes to DesignPin for team review and reading back reviewer feedback. | No signals yet | No one-command install · Source | |
| 1548 | Unranked | greeting-mcp-servermcp · front-end | A simple MCP server built with Next.js that provides a greet_user tool to return friendly greetings, either general or personalized. | No signals yet | No one-command install · Source | |
| 1549 | Unranked | ryuxik-gametheorymcp · front-end | Provides game theory mathematical primitives for negotiation, auctions, and mechanism design in AI agent workflows. | No signals yet | No one-command install · Source | |
| 1550 | Unranked | hermes-pen-bridgemcp · front-end | A hybrid MCP server that proxies Pencil's native design tools and adds utilities for .pen file management, enabling design token extraction, layer… | No signals yet | No one-command install · Source | |
| 1551 | Unranked | deliver-climcp · front-end | Transforms AI agents into spec-driven product engineers by managing the software project lifecycle through requirements, design, implementation, and… | No signals yet | No one-command install · Source | |
| 1552 | Unranked | underpixelmcp · front-end | Records, replays, and correlates visual and API events in the browser, enabling AI assistants to understand which API calls feed which UI elements. | No signals yet | No one-command install · Source | |
| 1553 | Unranked | mcp-feedback-ultramcp · front-end | Interactive feedback server for AI-assisted development with Web UI and desktop app support, enabling user feedback collection after AI tasks. | No signals yet | No one-command install · Source | |
| 1554 | Unranked | daedalus-mcp-kicadmcp · front-end | KiCad PCB editor access via MCP for AI-assisted circuit board design. | No signals yet | No one-command install · Source | |
| 1555 | Unranked | signal-mcpmcp · front-end | MCP server for Signal via signal-cli that enables sending and receiving messages, managing contacts and groups, and reacting over stdio. | No signals yet | No one-command install · Source | |
| 1556 | Unranked | design-pattern-mcpmcp · front-end | Provides design pattern templates and anti-pattern guidance to AI coding agents for correct pattern implementation. | No signals yet | No one-command install · Source | |
| 1557 | Unranked | macos-control-mcpmcp · front-end | MCP server that enables AI to fully control macOS — mouse, keyboard, terminal, screenshots, window management, UI element detection, and provides… | No signals yet | No one-command install · Source | |
| 1558 | Unranked | imran-imz7-locator-intelligencemcp · front-end | Generates, validates, ranks, and heals UI element locators using DOM/XML analysis and visual correlation for Playwright automation. | No signals yet | No one-command install · Source | |
| 1559 | Unranked | dependency-tracer-mcp-servermcp · front-end | Maps function and component dependencies in Haskell and ReScript codebases, providing LLMs with a real dependency graph for accurate test generation… | No signals yet | No one-command install · Source | |
| 1560 | Unranked | gh-zhowe-designs-tracklixmcp · front-end | Detects affiliate links and provides information about the Tracklix affiliate link tracking dashboard. | No signals yet | No one-command install · Source | |
| 1561 | Unranked | govuk-frontend-mcpmcp · front-end | Exposes GOV.UK Frontend components and Design System patterns and styles as MCP resources for use with AI assistants. | No signals yet | No one-command install · Source | |
| 1562 | Unranked | tonyc23-systemonomicmcp · front-end | Model work domains, score tasks for AI suitability, and design organisations using Systemonomic's API. | No signals yet | No one-command install · Source | |
| 1563 | Unranked | maxrefmcpmcp · front-end | Provides Japanese-optimized reference, design consultation, and learning support for Max/MSP and Max4Live through natural language queries. | No signals yet | No one-command install · Source | |
| 1564 | Unranked | design-canvas-mcpmcp · front-end | Enables AI agents to manage routes on the Design Canvas infinite canvas app, including adding, removing, listing routes, and capturing screenshots of… | No signals yet | No one-command install · Source | |
| 1565 | Unranked | gridwork-siteauditmcp · front-end | An MCP server that audits websites for accessibility (WCAG 2.1 AA/EAA), performance, SEO, design quality, and mobile responsiveness, providing… | No signals yet | No one-command install · Source | |
| 1566 | Unranked | image-processor-mcp-servermcp · front-end | A powerful Model Context Protocol (MCP) server for image processing, designed to empower AI models with advanced image manipulation capabilities. | No signals yet | No one-command install · Source | |
| 1567 | Unranked | component-contractsmcp · front-end | Provides two MCP servers: Variant Authority for managing component variant manifests and Radix Primitives for accessibility composition using Radix… | No signals yet | No one-command install · Source | |
| 1568 | Unranked | posuceius-roblox-studiomcp · front-end | Bridges AI assistants with Roblox Studio for game structure exploration, script editing, UI generation, and bulk changes. | No signals yet | No one-command install · Source | |
| 1569 | Unranked | pixso-mcp-servermcp · front-end | Enables LLMs to interact with Pixso design files through a custom plugin, providing tools to get selection data and export assets as PNG or SVG. | No signals yet | No one-command install · Source | |
| 1570 | Unranked | gh-lavettesinsora-utomopiamcp · front-end | Browse feeds, react to posts, and chat on the Utomopia social platform. | No signals yet | No one-command install · Source | |
| 1571 | Unranked | cma0232-react-performance-analyzermcp · front-end | Analyzes React application performance, identifying slow renders and optimization opportunities. | No signals yet | No one-command install · Source | |
| 1572 | Unranked | ericpjtsai-framermcp · front-end | Connects AI clients to Framer projects for reading site structure, editing CMS content, designing pages, and managing code components. | No signals yet | No one-command install · Source | |
| 1573 | Unranked | claude-discord-mcpmcp · front-end | Enables Claude Code to interact with Discord servers, including sending messages, reading channels, managing threads, and adding reactions via natural… | No signals yet | No one-command install · Source | |
| 1574 | Unranked | nicolasaev-spartan-uimcp · front-end | Provides documentation access for the Spartan UI Angular component library. | No signals yet | No one-command install · Source | |
| 1575 | Unranked | deploy-mcp-eklpsmcp · front-end | Allows AI assistants to deploy static frontend directories to Surge.sh via a single command, without requiring local Surge installation. | No signals yet | No one-command install · Source | |
| 1576 | Unranked | tr-figma-mcpservermcp · front-end | MCP server for downloading images from Figma designs using access tokens. Supports multiple export formats and scale factors via a single tool. | No signals yet | No one-command install · Source | |
| 1577 | Unranked | devign-mcpmcp · front-end | Enables any AI model to create, read, and edit Figma designs in real time through the Model Context Protocol. | No signals yet | No one-command install · Source | |
| 1578 | Unranked | sodiqogundairo-devign-figmamcp · front-end | Bidirectional Figma integration with WebSocket bridge for design creation, reading, styling, and export. | No signals yet | No one-command install · Source | |
| 1579 | Unranked | virgilvox-vue-harvestmcp · front-end | Extracts reusable component libraries and design tokens from Vue 3 applications with dependency graph analysis. | No signals yet | No one-command install · Source | |
| 1580 | Unranked | ui-architect-mcpmcp · front-end | Enables AI assistants to generate production-ready, professional UI design systems and components from simple descriptions, with real images, animated… | No signals yet | No one-command install · Source | |
| 1581 | Unranked | urimanul-powerpoint-generatormcp · front-end | Generates professional PowerPoint presentations with modern design, SVG icons, and Japanese language support. | No signals yet | No one-command install · Source | |
| 1582 | Unranked | spike-mcpmcp · front-end | Connects Claude to Jira and Confluence for researching, designing spike docs with Mermaid diagrams, writing Confluence pages, and creating Jira… | No signals yet | No one-command install · Source | |
| 1583 | Unranked | design-knowledge-mcpmcp · front-end | MCP server with 12 tools for design, UX, conversion, and product knowledge from Frontend Masters courses by Paul Boag and Sarah Drasner, enabling… | No signals yet | No one-command install · Source | |
| 1584 | Unranked | mcp-just-seek-knowledgemcp · front-end | Stores and searches AI-generated knowledge about software projects, enabling Cursor to access project structures, design patterns, best practices, and… | No signals yet | No one-command install · Source | |
| 1585 | Unranked | vinance-recipesmcp · front-end | MCP server providing access to a catalog of reusable React/Next.js component recipes (animations, charts, UI components) with usage examples, props… | No signals yet | No one-command install · Source | |
| 1586 | Unranked | mcp-swagger-toolsmcp · front-end | Automatically parses Swagger/OpenAPI documentation, generates frontend code (Vue3, React, etc.), and enables API testing through natural language… | No signals yet | No one-command install · Source | |
| 1587 | Unranked | fabkitmcp · front-end | Provides documentation and code patterns for the Fabkit Svelte 5 UI library, including component props, theming API, and Phosphor icon search. | No signals yet | No one-command install · Source | |
| 1588 | Unranked | rubyui-mcpmcp · front-end | Provides AI assistants with access to RubyUI component library documentation, including listing components, fetching docs, searching, and getting… | No signals yet | No one-command install · Source | |
| 1589 | Unranked | motion-dev-react-mcpmcp · front-end | MCP server providing 33 verified Motion for React APIs with correct imports and defaults, enabling AI assistants to generate accurate animation code. | No signals yet | No one-command install · Source | |
| 1590 | Unranked | universal-spec-architectmcp · front-end | Enforces a rigorous spec-driven engineering workflow for AI coding assistants, requiring requirements, design, and task planning before any code is… | No signals yet | No one-command install · Source | |
| 1591 | Unranked | pallas-mcp-servermcp · front-end | Connects an AI agent to Figma and Panda CSS for two-way design system sync, component creation, and variable binding. | No signals yet | No one-command install · Source | |
| 1592 | Unranked | kicad-schematic-manipulation-mcp-servermcp · front-end | Enables AI tools to create, edit, and inspect KiCAD schematic files, including components, wires, labels, and sheets. | No signals yet | No one-command install · Source | |
| 1593 | Unranked | computer-control-mcp-enhancedmcp · front-end | Enhanced MCP server for full computer control: mouse, keyboard, screenshots, OCR, deep UI automation, semantic element actions, process management… | No signals yet | No one-command install · Source | |
| 1594 | Unranked | tal-shilian-m-mishlohamcp · front-end | Remote MCP connecting Claude Teams to GitLab, Jira, and Figma for development workflows. | No signals yet | No one-command install · Source | |
| 1595 | Unranked | mui-mcp-cloudflaremcp · front-end | Provides AI assistants with 6 tools to access Material UI component documentation, enabling consistent and well-designed React application… | No signals yet | No one-command install · Source | |
| 1596 | Unranked | figmindmcp · front-end | MCP server that connects AI clients to Figma, enabling real-time reading, creation, and modification of designs using natural language. | No signals yet | No one-command install · Source | |
| 1597 | Unranked | mcp-siebel-phalamcp · front-end | MCP server for Siebel CRM with HTTP/SSE transport, enabling secure access to Siebel data and operations like accounts, contacts, opportunities, and… | No signals yet | No one-command install · Source | |
| 1598 | Unranked | gh-tagteamdesign-lightsync-promcp · front-end | Sync Lightroom, Figma, Dropbox, and Canva assets to WordPress and Shopify. | No signals yet | No one-command install · Source | |
| 1599 | Unranked | unreal-animation-mcpmcp · front-end | Enables AI agents to inspect, search, and edit Unreal Engine animation data including sequences, montages, blend spaces, animation blueprints… | No signals yet | No one-command install · Source | |
| 1600 | Unranked | superscalar-mcpmcp · front-end | Enables interaction with SuperScalar Bitcoin Lightning channel factories, providing protocol overviews, savings estimations, and deep dives into… | 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.