Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1401 | Unranked | mcp-skills-managermcp · front-end | A server that serves reusable markdown skills (instructions, playbooks, references) to agents, with a web UI for editing and organizing skills… | No signals yet | No one-command install · Source | |
| 1402 | Unranked | mcp-gateway-mcpmcp · front-end | Admin MCP server that exposes Kubernetes CRD state and live broker status as MCP tools and a browser-renderable UI resource, enabling platform… | No signals yet | No one-command install · Source | |
| 1403 | Unranked | witch-journey-mcpmcp · front-end | Enables AI assistants to control the game 'Witch's Apocalyptic Journey' through in-game automation, providing tools for UI interaction, state… | No signals yet | No one-command install · Source | |
| 1404 | Unranked | scifinder-route-mcpmcp · front-end | MCP server for indexing and searching reaction-step-level synthesis routes from local SciFinder exports, designed for Docker/NAS deployment. | No signals yet | No one-command install · Source | |
| 1405 | Unranked | cargoeffe-mcp-servermcp · front-end | Connects AI assistants to CargoEffe for automated cargo loading plan design, offering tools to manage containers, cargo items, and load plans. | No signals yet | No one-command install · Source | |
| 1406 | Unranked | angular-storybook-mcp-servermcp · front-end | An MCP server that brings an Angular design system built on Storybook into AI tools like Claude and Cursor, providing real-time access to component… | No signals yet | No one-command install · Source | |
| 1407 | Unranked | stylesafemcp · front-end | An MCP server that detects CSS cascade conflicts and Tailwind utility clashes, returning structured reports with risk scores for AI coding agents and… | No signals yet | No one-command install · Source | |
| 1408 | Unranked | bldrmcp · front-end | A lightweight build daemon that exposes project build flows as MCP tools, enabling AI assistants to drive builds, check status, and react to results. | No signals yet | No one-command install · Source | |
| 1409 | Unranked | dc-coco-mcpmcp · front-end | Enables AI clients to control Cocos Creator editor projects, scenes, nodes, components, assets, Prefabs, building, and diagnostics via the MCP… | No signals yet | No one-command install · Source | |
| 1410 | Unranked | figma-console-mcpmcp · front-end | Model Context Protocol server that bridges design and development, giving AI assistants complete access to Figma for extraction, creation, debugging… | No signals yet | No one-command install · Source | |
| 1411 | Unranked | mcp-trust-demomcp · front-end | An intentionally vulnerable MCP server designed as a live demo target for the MCP Trust security scanner. It contains deliberate insecure patterns to… | No signals yet | No one-command install · Source | |
| 1412 | Unranked | recountmcp · front-end | Enables users to ask about render performance in React and React Native apps via natural language, exposing tools for listing render hotspots and… | No signals yet | No one-command install · Source | |
| 1413 | Unranked | viber-mcp-servermcp · front-end | Enables an AI assistant to send and read Viber messages by automating the Viber Desktop app on macOS through UI automation and OCR. | No signals yet | No one-command install · Source | |
| 1414 | Unranked | chatgpt-delegatemcp · front-end | Enables Codex to delegate deep research, PRD drafting, design thinking, and current-information lookups to ChatGPT Web/App via a local MCP connector… | No signals yet | No one-command install · Source | |
| 1415 | Unranked | pixlmcp · front-end | Turns AI coding hosts into a guided mobile-UI design tool with design interviews, token contracts, linters, and local browser preview. | No signals yet | No one-command install · Source | |
| 1416 | Unranked | locator-mcpmcp · front-end | MCP server for scanning browser pages and collecting element locators (XPath, testId, CSS). | No signals yet | No one-command install · Source | |
| 1417 | Unranked | mcp-nexusmcp · front-end | Enables universal access to MCP tools and capabilities from external clients, client-side, and server-side within a Next.js application. | No signals yet | No one-command install · Source | |
| 1418 | Unranked | street-generator-mcpmcp · front-end | Enables designing and rendering urban street cross-sections from natural language descriptions, and importing real streets from OpenStreetMap. | No signals yet | No one-command install · Source | |
| 1419 | Unranked | mcp-nowmcp · front-end | Provides tools to get the current date and time, with optional timezone support, designed for testing MCP compatibility. | No signals yet | No one-command install · Source | |
| 1420 | Unranked | mcp-apps-demo-enginemcp · front-end | An extensible MCP server and generative UI engine for hosting interactive B2B enterprise workflows with dynamic styling and stateful simulators. | No signals yet | No one-command install · Source | |
| 1421 | Unranked | web-clipper-mcpmcp · front-end | Enables clipping web pages to Markdown with local images, supporting CSS selectors and content analysis. | No signals yet | No one-command install · Source | |
| 1422 | Unranked | ui-toolkit-mcpmcp · front-end | Local, free MCP server for brand logo search and shadcn/ui component search & source lookup, requiring no API keys or login. | No signals yet | No one-command install · Source | |
| 1423 | Unranked | agentsecuritylensmcp · front-end | An MCP security trust-check server that evaluates component installation risks and provides safe-install decisions for autonomous agents. | No signals yet | No one-command install · Source | |
| 1424 | Unranked | muse-code-space-test-geniemcp · front-end | AI-powered app test automation for iOS, Android, Flutter, React Native, and Web applications. | No signals yet | No one-command install · Source | |
| 1425 | Unranked | asking-fate-mcp-servermcp · front-end | Provides fortune-telling tools including tarot card spreads, Thai horoscope, zodiac info, and auspicious dates. Enables interactive tarot card picking… | No signals yet | No one-command install · Source | |
| 1426 | Unranked | react-native-docs-mcpmcp · front-end | Enables AI agents to perform semantic search over React Native documentation, retrieve specific pages, and manage doc versions locally without API… | No signals yet | No one-command install · Source | |
| 1427 | Unranked | remotion-mcp-appmcp · front-end | Enables AI-powered video creation by letting the model write React/Remotion code, compiling it in real-time, and rendering the video inline in the… | No signals yet | No one-command install · Source | |
| 1428 | Unranked | sangsang-lite-mcpmcp · front-end | An MCP server for analyzing creative ideas through a series of diagnostic tools, designed for prototyping and submission to PlayMCP. | No signals yet | No one-command install · Source | |
| 1429 | Unranked | databricksmcpmcp · front-end | A production-ready MCP server template with example tools for health check and user information, designed for Databricks Apps deployment. | No signals yet | No one-command install · Source | |
| 1430 | Unranked | mcp-nextjs-evolution-apimcp · front-end | An example MCP server using mcp-handler to integrate MCP tools, prompts, and resources into any Next.js project. | No signals yet | No one-command install · Source | |
| 1431 | Unranked | mcp-panelmcp · front-end | AI-powered CAD design copilot for acoustic products (splitter silencers and stratified acoustic panels). | No signals yet | No one-command install · Source | |
| 1432 | Unranked | aadc-audit-mcpmcp · front-end | A local MCP server that audits software projects against the UK ICO Age Appropriate Design Code (Children's Code) entirely on the user's machine. | No signals yet | No one-command install · Source | |
| 1433 | Unranked | design-analysis-mcp-servermcp · front-end | Reverse-engineers design videos and images into structured frontend implementation specifications using vision LLMs and FFMPEG for frame-level… | No signals yet | No one-command install · Source | |
| 1434 | Unranked | yasuda-figma-mcpmcp · front-end | A read-only Figma MCP server for GitHub Copilot that renders screenshots locally inside Figma via exportAsync, avoiding any public S3 URLs or outbound… | No signals yet | No one-command install · Source | |
| 1435 | Unranked | umami-analytics-mcpmcp · front-end | A security-first MCP server for Umami analytics (Cloud and self-hosted v3) enabling analytics, reporting, and administration with least privilege and… | No signals yet | No one-command install · Source | |
| 1436 | Unranked | sales-explorermcp · front-end | A minimal MCP server that demonstrates an interactive bar chart UI for sales data exploration, enabling drill-down by clicking a region without… | No signals yet | No one-command install · Source | |
| 1437 | Unranked | stitch-mcpmcp · front-end | A CLI and MCP server to preview, build, and integrate AI-generated UI designs from Google Stitch into your local development workflow and coding… | No signals yet | No one-command install · Source | |
| 1438 | Unranked | workflow-atlasmcp · front-end | Enables an AI assistant to author algorithm storyboards, workflow maps, and UI styling through MCP, serving a local web app for visualizing and… | No signals yet | No one-command install · Source | |
| 1439 | Unranked | t5chem-mcp-servermcp · front-end | Enables chemical reaction predictions (retrosynthesis, product, reagents), molecule validation, and property calculation through the Model Context… | No signals yet | No one-command install · Source | |
| 1440 | Unranked | loadbench-mcpmcp · front-end | An MCP server that provides structural load and stability math (tipping, support reactions, beam checks) that language models often get wrong… | No signals yet | No one-command install · Source | |
| 1441 | Unranked | figmaexportermcpmcp · front-end | A local bridge that lets MCP clients inspect, export, and modify Figma files through a development Figma plugin. | No signals yet | No one-command install · Source | |
| 1442 | Unranked | a2n-easyeda-mcpmcp · front-end | Enables MCP clients to control EasyEDA Pro for schematic and PCB design through natural language, bridging the EasyEDA API without external AI or API… | No signals yet | No one-command install · Source | |
| 1443 | Unranked | figma-motion-mcpmcp · front-end | Enables Claude to programmatically create and modify Figma animations (keyframes and motion styles) using the Figma Motion API via a plugin bridge. | No signals yet | No one-command install · Source | |
| 1444 | Unranked | android-devtools-mcpmcp · front-end | Enables an agent to inspect and interact with Android emulators or physical devices via ADB, capturing UI snapshots, tapping nodes, typing text, and… | No signals yet | No one-command install · Source | |
| 1445 | Unranked | timeverse-hyperframes-mcpmcp · front-end | Wraps HyperFrames CLI as MCP tools, enabling AI agents to create, preview, and render video projects from HTML/CSS/JS, with text-to-speech and… | No signals yet | No one-command install · Source | |
| 1446 | Unranked | svelte-component-graph-mcpmcp · front-end | An MCP server that exposes a Svelte/SvelteKit project's component dependency graph over stdio, enabling AI coding assistants to query component… | No signals yet | No one-command install · Source | |
| 1447 | Unranked | figma-mcp-completemcp · front-end | Exports Figma designs as ready-to-use HTML/CSS and validates pixel-perfect accuracy with image comparison and visual regression testing. | No signals yet | No one-command install · Source | |
| 1448 | Unranked | spec-builder-mcpmcp · front-end | An MCP server that helps AI assistants plan and document software features using a structured Software Design Document (SDD) approach, storing… | No signals yet | No one-command install · Source | |
| 1449 | Unranked | demo-mcp-servermcp · front-end | A modular Python MCP server providing tools for text echoing, system information, time queries, arithmetic, file reading, and more, designed for… | No signals yet | No one-command install · Source | |
| 1450 | Unranked | flutter-motion-kitmcp · front-end | Enables AI coding assistants to search, retrieve, and reuse validated Flutter animations with documented pitfalls, directly integrable into Claude… | No signals yet | No one-command install · Source | |
| 1451 | Unranked | amazon-product-analysis-mcp-servermcp · front-end | Analyzes Amazon products with comprehensive insights including pricing, features, specifications, delivery options, and customer reviews, displayed… | No signals yet | No one-command install · Source | |
| 1452 | Unranked | claude-slack-event-channel-mcpmcp · front-end | A one-way MCP channel that forwards Slack events (messages and reactions) into a Claude Code session, enabling Claude to react to Slack activity… | No signals yet | No one-command install · Source | |
| 1453 | Unranked | ui-design-to-code-mcpmcp · front-end | MCP server for ingesting UI screenshots, Figma MCP node JSON, or hybrid Figma-plus-screenshot sources into a cross-platform design-to-code artifact… | No signals yet | No one-command install · Source | |
| 1454 | Unranked | url-ai-mcpmcp · front-end | Provides URL parsing and analysis tools, including component parsing, deterministic hash generation, heuristic safety checks, and metadata extraction… | No signals yet | No one-command install · Source | |
| 1455 | Unranked | supercharged-devmcp · front-end | MCP server that enforces disciplined AI development with tools for design, TDD, debugging, and token compression. | No signals yet | No one-command install · Source | |
| 1456 | Unranked | slide-mcpmcp · front-end | Create designed Figma Slides by chatting with GitHub Copilot or Claude. It generates polished, multi-layout decks with 31 layouts and 17 design… | No signals yet | No one-command install · Source | |
| 1457 | Unranked | fortran-companion-mcp-servermcp · front-end | Enables AI models to write, format, compile, lint, and structure modern Fortran code using best practices and industry design patterns. | No signals yet | No one-command install · Source | |
| 1458 | Unranked | deck-contractmcp · front-end | MCP server for AI-native editable presentations: surgically edit slide components by stable ID, with local rendering and self-checking overflow. | No signals yet | No one-command install · Source | |
| 1459 | Unranked | gasio-mcp-servermcp · front-end | 가시오 툴즈의 14종 이미지/미디어 처리 기능을 로컬 오프라인에서 AI 에이전트가 사용할 수 있게 해주는 MCP 서버입니다. 배경 제거, 화질 개선, OCR, QR 코드 생성, CSS 생성 등을 지원합니다. | No signals yet | No one-command install · Source | |
| 1460 | Unranked | design-smith-muntuaimcp · front-end | MCP server for managing email outreach campaigns, lead imports, domain verification, and workspace events programmatically. | No signals yet | No one-command install · Source | |
| 1461 | Unranked | basic-reactmcp · front-end | Provides a get-time tool with a linked React UI for displaying the current time. | No signals yet | No one-command install · Source | |
| 1462 | Unranked | brixui-mcp-servermcp · front-end | An MCP server that connects AI clients to Figma components, design tokens, and variables from the BrixUI Design System, enabling component browsing… | No signals yet | No one-command install · Source | |
| 1463 | Unranked | kiro-frontend-engineer-mcpmcp · front-end | An MCP server implementing a 7-stage agentic frontend workflow—from design audit to PR review—including AI-driven component generation, browser… | No signals yet | No one-command install · Source | |
| 1464 | Unranked | ui-toolkit-mcp-servermcp · front-end | Comprehensive MCP server for end-to-end UI development, offering tools to generate components, manage design tokens, audit accessibility, autofix… | No signals yet | No one-command install · Source | |
| 1465 | Unranked | local-component-mcpmcp · front-end | Enables AI to precisely use local Vue components by extracting their Props, Events, and Slots via AST analysis. | No signals yet | No one-command install · Source | |
| 1466 | Unranked | skillops-mcpmcp · front-end | An AI-powered MCP server for EdTech teams that automates support triage, re-engagement outreach, feedback analysis, progress reporting, and course… | No signals yet | No one-command install · Source | |
| 1467 | Unranked | youtube-transcript-mcp-httpmcp · front-end | Enables retrieval of YouTube video transcripts/subtitles and titles using yt-dlp, with automatic subtitle conversion to reduce tokens. Supports… | No signals yet | No one-command install · Source | |
| 1468 | Unranked | distrify-network-mcp-servermcp · front-end | A FastMCP runtime that lets AI tools search electronic components, prices, and availability across the Distrify distributor network through one… | No signals yet | No one-command install · Source | |
| 1469 | Unranked | usuariosmcp · front-end | Creates synthetic user profiles from research data to validate service designs through natural conversation. | No signals yet | No one-command install · Source | |
| 1470 | Unranked | frontend-guru-mcpmcp · front-end | Transforms design inputs (URLs, screenshots, descriptions) into production-ready React components following G2's Elevate 2.0 design system, providing… | No signals yet | No one-command install · Source | |
| 1471 | Unranked | mcp-vue3-pythonmcp · front-end | A Python MCP server that generates complete Vue 3 CRUD structures with Composition API, including components, services, stores, and routes. | No signals yet | No one-command install · Source | |
| 1472 | Unranked | aseprite-mcp-toolsmcp · front-end | Enables AI assistants to control Aseprite for creating pixel art and animated sprites, with 104 tools covering canvas, drawing, animation, palettes… | No signals yet | No one-command install · Source | |
| 1473 | Unranked | sanctionwisemcp · front-end | Screens names against the official UK FCDO Sanctions List to identify possible matches with designation details, and retrieves full sanctions entries… | No signals yet | No one-command install · Source | |
| 1474 | Unranked | reactome-mcpmcp · front-end | Enables coding agents to interact with the Reactome pathway database, including search, lookup, hierarchy traversal, SBML/SBGN export, and gene-set… | No signals yet | No one-command install · Source | |
| 1475 | Unranked | react-development-workflow-mcp-servermcp · front-end | Integrates Zoho Projects, Git, and SonarQube to automate task management, branch creation, code quality checks, and reporting for React developers. | No signals yet | No one-command install · Source | |
| 1476 | Unranked | yetanotherfigmamcpmcp · front-end | Caches Figma file data locally and provides an MCP server for AI agents to search and retrieve design nodes efficiently, minimizing API calls. | No signals yet | No one-command install · Source | |
| 1477 | Unranked | pmc-app-dev-kitmcp · front-end | Enables local development and prototyping of MCP apps with UI views for Portkey Mission Control, using Durable Object storage and a skill for… | No signals yet | No one-command install · Source | |
| 1478 | Unranked | mcp-todo-demomcp · front-end | A minimal MCP server that provides an interactive to-do list with checkboxes in chat, demonstrating MCP Apps UI resource integration and tool-based… | No signals yet | No one-command install · Source | |
| 1479 | Unranked | recipe-manager-mcp-servermcp · front-end | Enables managing recipes via a web UI and MCP tools, allowing retrieval and saving of recipe data through natural language. | No signals yet | No one-command install · Source | |
| 1480 | Unranked | openpanel-mcpmcp · front-end | Minimal MCP server for OpenPanel analytics, enabling queries for landing pages, page events, and tracked event names. | No signals yet | No one-command install · Source | |
| 1481 | Unranked | storybook-renderermcp · front-end | MCP server to query and render the Doggie UI design system's Storybook documentation, enabling component search, URL rendering, and natural language… | No signals yet | No one-command install · Source | |
| 1482 | Unranked | figma-config-mcpmcp · front-end | Enables querying Figma Config 2026 sessions, speakers, and agenda via Claude without browsing. | No signals yet | No one-command install · Source | |
| 1483 | Unranked | figma-cdn-mcp-servermcp · front-end | Uploads temporary Figma MCP asset URLs to the CDN after Tinify optimization. | No signals yet | No one-command install · Source | |
| 1484 | Unranked | epwforge-mcpmcp · front-end | Weather files (EPW/DDY) for building energy simulation, on-demand. Four tools: search the 17,000-station catalog, analyze any EPW (design conditions… | No signals yet | No one-command install · Source | |
| 1485 | Unranked | webx-mcp-servermcp · front-end | An MCP server for web content extraction, providing tools to fetch clean text, extract links, query by CSS selector, and search the web via… | No signals yet | No one-command install · Source | |
| 1486 | Unranked | conductor-figmamcp · front-end | A design-intelligent MCP server for Figma with 201 tools and built-in design rules, works with Cursor and Claude Code. | No signals yet | No one-command install · Source | |
| 1487 | Unranked | hacknplan-mcpmcp · front-end | Enables Claude to interact with HacknPlan project management via the MCP protocol. Provides tools for managing projects, work items, boards… | No signals yet | No one-command install · Source | |
| 1488 | Unranked | mermaid-mcp-toolmcp · front-end | Provides Mermaid code validation and iterative line-level repair to fix syntax errors in LLM-generated Mermaid diagrams, ensuring consistency with the… | No signals yet | No one-command install · Source | |
| 1489 | Unranked | swiftforge-mcpmcp · front-end | A curated SwiftUI component library served to AI coding agents via MCP, enabling agents to fetch modern, compile-ready SwiftUI components instead of… | No signals yet | No one-command install · Source | |
| 1490 | Unranked | mcp-app-uimcp · front-end | This MCP server provides the current server time through a basic resource and tool, following the MCP Apps quickstart. | No signals yet | No one-command install · Source | |
| 1491 | Unranked | aesthetics-mcpmcp · front-end | Provides Claude with queryable knowledge of 300+ visual aesthetics from the Aesthetics Wiki and enables turning that knowledge into design tokens… | No signals yet | No one-command install · Source | |
| 1492 | Unranked | upsprint-mcpmcp · front-end | Enables AI models to interact with the Upsprints API for managing users, companies, projects, and tasks, including generating Software Design… | No signals yet | No one-command install · Source | |
| 1493 | Unranked | zendesk-live-mcpmcp · front-end | Read-only MCP server for complete, reconciled reporting from live Zendesk data, designed for Cursor and other MCP clients. | No signals yet | No one-command install · Source | |
| 1494 | Unranked | doings-evidence-mcpmcp · front-end | This MCP server provides critical evidence assessment for organization-design, leadership and transformation claims, enabling users to critique… | No signals yet | No one-command install · Source | |
| 1495 | Unranked | design-constraint-validator-mcp-servermcp · front-end | Enables AI agents to validate design system constraints, including WCAG accessibility, token relationships, and consistency, through MCP tools like… | No signals yet | No one-command install · Source | |
| 1496 | Unranked | kicad-mcp-seamcp · front-end | Audits KiCad PCB designs against South-East Asian fab capabilities using an IPC-compatible DFM rules engine with optional AI review via Ollama. | No signals yet | No one-command install · Source | |
| 1497 | Unranked | spine-anim-mcpmcp · front-end | An MCP server that converts layered PSD characters into Spine 4.2 rigs with deterministic, parametric 2D/2.5D animations (idle, walk, run, jump… | No signals yet | No one-command install · Source | |
| 1498 | Unranked | canaryusers-mcp-servermcp · front-end | Enables AI assistants to scan deployed web apps by sending a flock of AI users that identify UX issues, mobile breakage, and conversion path problems… | No signals yet | No one-command install · Source | |
| 1499 | Unranked | francolabs-mcp-servermcp · front-end | Connect AI assistants to the FrancoLabs UX research platform to create and manage studies, browse templates, read participant responses and analytics… | No signals yet | No one-command install · Source | |
| 1500 | Unranked | indian-regulatory-mcpmcp · front-end | Enables access to Indian regulatory data including SEBI orders, RBI circulars, MCA company details, GST verification, and more, designed for fintech… | 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.