Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1 | 97.158 | vercel-nextjs-devtoolsmcp · front-end | Development tools and runtime diagnostics for Next.js projects | 816 stars · 64 forks | No one-command install · Source | |
| 2 | 97.084 | antfu-nuxtmcp · front-end | Integrates with Nuxt.js projects to provide development workflow automation, project scaffolding, and configuration management for Vue.js web… | 909 stars · 51 forks | No one-command install · Source | |
| 3 | 96.292 | kleneway-awesome-cursormcp · front-end | Built for Cursor, integrates screenshot capture, web page structure analysis, and code review capabilities for automated UI testing, web scraping, and… | 337 stars · 97 forks | No one-command install · Source | |
| 4 | 93.517 | yfmeii-weapp-devmcp · front-end | Automates WeChat Mini Program testing and UI interactions through DevTools integration, enabling application lifecycle management, page navigation… | 175 stars · 25 forks | No one-command install · Source | |
| 5 | 90.269 | igniteuimcp · front-end | Official MCP server for Ignite UI providing documentation access, GitHub API integration, and CLI component scaffolding. | 136 stars · 9 forks | No one-command install · Source | |
| 6 | 87.198 | steve228uk-metro-mcpmcp · front-end | React Native and Expo runtime debugging, inspection, and automation via Metro and Chrome DevTools Protocol. | 77 stars · 7 forks | No one-command install · Source | |
| 7 | 84.996 | react-analyzermcp · front-end | Enables parsing and analysis of React component structures, props, and state management patterns for code review, debugging, and understanding complex… | 58 stars · 6 forks | No one-command install · Source | |
| 8 | 84.822 | cyanheads-mentormcp · front-end | Integrates with Deepseek API to provide AI-powered mentorship capabilities for code review, design critique, writing feedback, and idea brainstorming. | 31 stars · 16 forks | No one-command install · Source | |
| 9 | 81.349 | vue-mcp-nextmcp · front-end | Enables real-time debugging and state manipulation of Vue.js applications through MCP protocol, integrating with Vue DevTools to access component… | 43 stars · 4 forks | No one-command install · Source | |
| 10 | 81.199 | heilgar-shadcn-uimcp · front-end | Provides tools for managing and installing shadcn/ui components directly through assistants, enabling efficient component discovery, documentation… | 25 stars · 10 forks | No one-command install · Source | |
| 11 | 77.488 | databuttonmcp · front-end | Enables planning and scaffolding of business applications with React frontends and Python backends, helping developers establish structured… | 25 stars · 4 forks | No one-command install · Source | |
| 12 | 77.366 | lad-mcp-servermcp · front-end | A project-aware AI design and code review server that uses dual reviewers via OpenRouter to catch context-blind errors in AI-generated code… | 22 stars · 5 forks | No one-command install · Source | |
| 13 | 74.652 | jhawkins11-task-managermcp · front-end | Provides a bridge between AI code editors and project management capabilities, enabling complex feature planning with unlimited context window, task… | 21 stars · 3 forks | No one-command install · Source | |
| 14 | 74.488 | nnemirovsky-iwdp-mcpmcp · front-end | iOS Safari debugging via ios-webkit-debug-proxy — MCP server with full WebKit Inspector Protocol support (DOM, CSS, Network, Storage, Debugger, and… | 15 stars · 6 forks | No one-command install · Source | |
| 15 | 69.349 | tailwind-geminimcp · front-end | Integrates with Tailwind CSS development workflows using Google Gemini to provide component generation, CSS-to-Tailwind conversion, design analysis… | 11 stars · 4 forks | No one-command install · Source | |
| 16 | 66.871 | lvcoi-solidjskillsmcp · front-end | Provides document browsing tools for a curated repository of SolidJS development guides, skills, and templates covering component building… | 9 stars · 4 forks | No one-command install · Source | |
| 17 | 60.677 | 0ics-ui-ticketmcp · front-end | Human-to-AI code review bridge for UI prototypes with browser annotations. | 9 stars · 1 fork | No one-command install · Source | |
| 18 | 57.245 | superdwayne-8thwall-desktopmcp · front-end | Enables building WebAR experiences through natural language by providing orchestration tools for A-Frame/Three.js projects and 8th Wall Desktop… | 7 stars · 1 fork | No one-command install · Source | |
| 18 | 57.245 | browser-connect-mcpmcp · front-end | Enables AI assistants to connect to browser DevTools and backend debuggers for full-stack debugging, including frontend console, network, performance… | 7 stars · 1 fork | No one-command install · Source | |
| 20 | 52.135 | push-based-angular-toolkitmcp · front-end | Provides Angular development teams with component analysis, design system migration support, and automated refactoring workflows including deprecated… | 4 stars · 2 forks | No one-command install · Source | |
| 21 | 49.325 | alvesribeirof-architecture-analysismcp · front-end | Analyzes source code for SOLID principle violations and design pattern opportunities, providing structured refactoring recommendations powered by AI… | 6 stars | No one-command install · Source | |
| 21 | 49.325 | mern-mcpmcp · front-end | Enables scaffolding full-stack MERN CRUD resources including models, routes, controllers, and React components with preview and apply modes. | 6 stars | No one-command install · Source | |
| 23 | 48.150 | vs4vijay-espressomcp · front-end | Integrates with Espresso testing framework to enable automated Android application testing through test execution, result analysis, and mobile UI… | 4 forks | No one-command install · Source | |
| 24 | 43.275 | setswei-semaphoreuimcp · front-end | MCP server for managing Semaphore UI CI/CD projects, tasks, templates, and schedules. | 4 stars | No one-command install · Source | |
| 24 | 43.275 | debugiummcp · front-end | A multi-language debugger with real-time web UI and 64 MCP tools for LLM-driven debugging, supporting Python, JavaScript, TypeScript, C/C++, Rust… | 4 stars | No one-command install · Source | |
| 24 | 43.275 | react-native-devtools-mcpmcp · front-end | Bridges React Native DevTools, enabling AI assistants to debug, profile, and inspect React Native applications through a standardized protocol. | 4 stars | No one-command install · Source | |
| 27 | 38.412 | nishant-chaudhary5338-mcp-toolkitmcp · front-end | 9 MCP servers for React + TypeScript development automation — component scaffolding, dependency auditing, WCAG accessibility checking, test… | 3 stars | No one-command install · Source | |
| 27 | 38.412 | react-native-expo-mcpmcp · front-end | An MCP server for React Native development with Expo, offering automated code remediation, refactoring, testing, and analysis tools to accelerate… | 3 stars | No one-command install · Source | |
| 29 | 32.223 | vola-trebla-react-render-profilermcp · front-end | Decodes React DevTools Profiler exports into render summaries and memoization advice. | 2 stars | No one-command install · Source | |
| 29 | 32.223 | artegy-gemini-climcp · front-end | Bridges code2prompt with Google's Gemini models to analyze entire codebases or specific components, providing architectural reviews, refactoring… | 2 stars | No one-command install · Source | |
| 31 | 22.557 | greybeardmcp · front-end | An MCP server that provides AI-powered code review and architecture analysis, simulating the perspective of an experienced staff engineer. It… | 1 star | No one-command install · Source | |
| 31 | 22.557 | mcp-rn-devtoolsmcp · front-end | This MCP server enables real-time debugging and inspection of running React Native apps, providing access to console logs, errors, network requests… | 1 star | No one-command install · Source | |
| 31 | 22.557 | mcp-server-mcdevmcp · front-end | Enables AI assistants to search sfmc-devtools wiki offline, explain config concepts, walk component checklists, and list metadata types via mcdev. | 1 star | No one-command install · Source | |
| 31 | 22.557 | sargelmcp · front-end | Lets AI agents visually inspect web elements, test CSS edits in real-time, and iterate until pixel-perfect, functioning like browser DevTools for… | 1 star | No one-command install · Source | |
| 35 | 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 | |
| 36 | Unranked | mediasfu-mcp-sdk-toolsmcp · front-end | Enables planning, scaffolding, diagnosing, and hardening MediaSFU frontend and backend integrations across multiple SDKs with 138 integration tools. | No signals yet | No one-command install · Source | |
| 37 | Unranked | stackbridgemcp · front-end | Sub-1ms cross-stack AST contract layer and compiler verification engine mapping React/Next.js routes to FastAPI and SQLAlchemy models for AI coding… | No signals yet | No one-command install · Source | |
| 38 | Unranked | mcp-boilerplate-next-jsmcp · front-end | A minimal Next.js starter for building MCP Apps, enabling MCP hosts to render interactive UIs alongside tool calls via an MCP server endpoint and a… | No signals yet | No one-command install · Source | |
| 39 | Unranked | androidbuilder-mcp-servermcp · front-end | Enables LLMs to interact with MIT App Inventor, AndroidBuilder, Kodular, or Niotron IDEs in real-time, controlling the Designer and Blocks workspace… | No signals yet | No one-command install · Source | |
| 40 | Unranked | mcp-software-designmcp · front-end | Provides software design guidance via MCP, including SOLID principles, design patterns, pattern scaffolding, and heuristic code-smell detection to… | No signals yet | No one-command install · Source | |
| 41 | Unranked | style-agentmcp · front-end | Enables style verification and CSS inspection through Chrome DevTools Protocol, using JSON specs to check computed styles, find elements, and interact… | No signals yet | No one-command install · Source | |
| 42 | Unranked | python-patterns-mcpmcp · front-end | Exposes the 23 Gang of Four design patterns to AI coding agents for generation, canonical examples, AST-based detection, validation, and anti-pattern… | No signals yet | No one-command install · Source | |
| 43 | Unranked | react-ts-dev-toolsmcp · front-end | An MCP server that provides tools for React and TypeScript development, including generating typed form components, explaining TypeScript compiler… | No signals yet | No one-command install · Source | |
| 44 | Unranked | rn-devtools-mcpmcp · front-end | Enables AI assistants to inspect React Native app performance including memory, rendering, frames, and network requests, providing plain-language… | No signals yet | No one-command install · Source | |
| 45 | Unranked | mcp-ai-slop-checkermcp · front-end | Three deterministic MCP tools that score text for AI-writing tells (em-dash density, hedge words, tricolons, boilerplate openers) and grade… | No signals yet | No one-command install · Source | |
| 46 | Unranked | devtools-lens-mcpmcp · front-end | Enables AI agents to inspect and control a live Chromium browser for frontend debugging, providing console logs, network requests, DOM snapshots, and… | No signals yet | No one-command install · Source | |
| 47 | Unranked | poke-mcp-gemini-frontend-toolsmcp · front-end | Provides AI-powered tools for UX/UI review, web component generation, and code refactoring using Google Gemini. | No signals yet | No one-command install · Source | |
| 48 | 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 | |
| 49 | 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 | |
| 50 | 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 | |
| 51 | Unranked | arch-expert-mcpmcp · front-end | Automates project scaffolding for Domain-Driven Design and Clean Architecture, providing professional naming, structure verification, and bilingual… | No signals yet | No one-command install · Source | |
| 52 | Unranked | figma-dev-mode-mcpmcp · front-end | The Dev Mode MCP server brings Figma directly into your workflow by providing important design information and context to AI agents generating code… | No signals yet | No commit datelisted | No one-command install · Source |
| 53 | Unranked | motion-studiomcp · front-end | Integrates CSS spring generation and Motion documentation resources directly into code editors for AI-enhanced animation development workflows. | No signals yet | No commit datelisted | No one-command install · Source |
| 54 | Unranked | scaffold-mcp-servermcp · front-end | Enables generating frontend project scaffolding for multiple frameworks (React, Vue, UmiJS, Electron) via natural language commands. | No signals yet | No commit datelisted | 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.