Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1201 | Unranked | pulse-mcp-bridgemcp · front-end | Bridges your IDE to a running React Native/Expo mobile app over local Wi-Fi, providing live device status, app logs, and a combined standup snapshot. | No signals yet | No one-command install · Source | |
| 1202 | Unranked | agent-semaphoremcp · front-end | A coordination layer for parallel coding agents that provides intent-carrying claims, conflict prediction, and a serialized landing queue to prevent… | No signals yet | No one-command install · Source | |
| 1203 | Unranked | claude-design-studiomcp · front-end | Enables Claude Desktop to connect to Anthra Studio for AI-powered web design generation and multi-page suite management via the Model Context… | No signals yet | No one-command install · Source | |
| 1204 | Unranked | freemcp-for-figmamcp · front-end | Enables AI coding agents to read and write a user's Figma file through the Figma Plugin API, offline and privately, without API tokens or rate limits. | No signals yet | No one-command install · Source | |
| 1205 | Unranked | units-staticmcp · front-end | A deterministic unit conversion MCP server with fixed tables, offering tools to convert length, mass, temperature, and volume, list units, and compare… | No signals yet | No one-command install · Source | |
| 1206 | Unranked | rapiber-ticket-managermcp · front-end | A local-first Kanban system with MCP tools for AI agents to manage tickets, features, and tasks, paired with a React UI for human users. | No signals yet | No one-command install · Source | |
| 1207 | Unranked | clickproofmcp · front-end | UI interaction verifier for computer-use agents — tracks which UI elements exist and their expected behavior to catch ghost actions. | No signals yet | No one-command install · Source | |
| 1208 | 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 | |
| 1209 | Unranked | uiverse-mcpmcp · front-end | MCP server for Uiverse.io that lets AI agents browse, search, and fetch open-source UI components (HTML + CSS) directly in their editor. No API key… | No signals yet | No one-command install · Source | |
| 1210 | Unranked | mailinapp-for-claude-desktopmcp · front-end | Enables Claude Desktop to interact with MailInApp projects, campaigns, and contacts. Allows designing and reading interactive email results with… | No signals yet | No one-command install · Source | |
| 1211 | Unranked | impeccable-mcpmcp · front-end | MCP server that wraps impeccable's design-lint engine to scan URLs and raw HTML for 59 deterministic anti-patterns, returning structured findings… | No signals yet | No one-command install · Source | |
| 1212 | Unranked | uivermcp · front-end | Enables AI agents to snapshot UI versions, retrieve live URLs, and compare changes across iterations for local-first web development. | No signals yet | No one-command install · Source | |
| 1213 | Unranked | component-workshopmcp · front-end | A minimal MCP server providing synthetic embedded components and NTC fault codes, designed for hands-on workshop exercises with GitHub Copilot Chat… | No signals yet | No one-command install · Source | |
| 1214 | Unranked | creationloopmcp · front-end | Remote MCP server that exposes CreationLoop's canonical company information and allows submitting design-partner applications on behalf of a user. | No signals yet | No one-command install · Source | |
| 1215 | Unranked | chart-color-auditmcp · front-end | Enables auditing chart color palettes for colorblindness accessibility by simulating CVD and measuring contrast. Provides tools to audit palettes and… | No signals yet | No one-command install · Source | |
| 1216 | Unranked | gh-mrslbt-japan-uxmcp · front-end | Builds web interfaces following Japanese UX conventions with form generation, keigo suggestions, and JP-readiness auditing. | No signals yet | No one-command install · Source | |
| 1217 | Unranked | tootega-dase-mcpmcp · front-end | Proxy server that enables Claude Code to interact with the DASE ORM Designer VS Code extension, providing 42 tools for database design and management. | No signals yet | No one-command install · Source | |
| 1218 | Unranked | windows-appshotsmcp · front-end | MCP server that captures a Windows application's pixels and bounded UI Automation tree with provider-exposed text for Codex inspection. It supports… | No signals yet | No one-command install · Source | |
| 1219 | Unranked | font-proof-mcpmcp · front-end | Enables AI tools to create and edit Font Proof documents for type designers, supporting PDF font proofs and live-reload from Glyphs.app. | No signals yet | No one-command install · Source | |
| 1220 | Unranked | diffbeam-mcp-servermcp · front-end | Enables AI agents and engineering tools to validate and simulate Gaussian beam optical systems, search component catalogs, and create immutable design… | No signals yet | No one-command install · Source | |
| 1221 | Unranked | android-mcp-harnessmcp · front-end | Local MCP server for Android emulator control, exposing tools to get emulator status, inspect UI tree, capture screenshots, and open App settings via… | No signals yet | No one-command install · Source | |
| 1222 | Unranked | codebase-visualizermcp · front-end | Provides a code graph querying and visualization MCP server, enabling users to search, trace, and describe code components, overlay diffs, and explore… | No signals yet | No one-command install · Source | |
| 1223 | Unranked | search-enginemcp · front-end | An MCP server that searches and scrapes multiple sources concurrently (web, DuckDuckGo, Wikipedia, arXiv, Hacker News) and renders an interactive… | No signals yet | No one-command install · Source | |
| 1224 | Unranked | mobile-release-mcpmcp · front-end | MCP server for managing mobile app releases on App Store Connect and Google Play. It exposes 101 tools for iOS and Android release lifecycle and… | No signals yet | No one-command install · Source | |
| 1225 | Unranked | jambonz-mcp-schema-servermcp · front-end | This server exposes jambonz verb schemas and developer documentation as MCP tools, enabling AI agents to query verb definitions, component types… | No signals yet | No one-command install · Source | |
| 1226 | Unranked | chemglyphmcp · front-end | Provides an MCP interface for publication-quality chemical structure and reaction rendering from SMILES/InChI/molblock, with validation and name… | No signals yet | No one-command install · Source | |
| 1227 | Unranked | exercise-mcpmcp · front-end | MCP server providing access to 1,324 exercises in 10 languages with animation GIFs, offering tools to list facets, search exercises, get exercise… | No signals yet | No one-command install · Source | |
| 1228 | Unranked | design-architect-mcpmcp · front-end | MCP server that exposes a design system and UX rulebook as tools, enabling AI to generate UI consistent with your design tokens, components, layout… | No signals yet | No one-command install · Source | |
| 1229 | Unranked | mcp-vision-analyzemcp · front-end | Provides AI vision analysis via OpenRouter, enabling image understanding from local paths or URLs. Supports OCR, error diagnosis, and chart/UI… | No signals yet | No one-command install · Source | |
| 1230 | Unranked | uipin-mcp-servermcp · front-end | Run at http://127.0.0.1:3846 to provide AI tools (Claude Code, Cursor, etc.) with live UI annotations, screenshots, and structured context via… | No signals yet | No one-command install · Source | |
| 1231 | Unranked | figma-lensmcp · front-end | Provides token-efficient, read-only Figma inspection for coding agents via MCP, enabling extraction of design specs, screenshots, and assets from… | No signals yet | No one-command install · Source | |
| 1232 | Unranked | dualstream-mcp-servermcp · front-end | Enables AI assistants to control DualStream streaming studio: switch scenes, compose layouts, manage widgets, and react to stream events. | No signals yet | No one-command install · Source | |
| 1233 | Unranked | storecraft-studiomcp · front-end | Enables AI agents to create high-resolution marketing images from simple JSON configs without design skills or API keys. Provides presets, themes, and… | No signals yet | No one-command install · Source | |
| 1234 | Unranked | aegov-dls-uae-design-systemmcp · front-end | UAE Design System (AEGOV DLS) for AI assistants: component catalogue, design tokens, UAE PASS & Emirates ID scaffolds, snippet validation. | No signals yet | No one-command install · Source | |
| 1235 | Unranked | figma-codex-bridgemcp · front-end | Enables Codex and other MCP clients to read design context from Figma Desktop via a local bridge, providing design tokens, component trees, and… | No signals yet | No one-command install · Source | |
| 1236 | Unranked | polymath-mcpmcp · front-end | Aggregates 17 free, keyless research sources into a single MCP server, enabling unified search for papers, code, models, trends, standards, and… | No signals yet | No one-command install · Source | |
| 1237 | Unranked | designdiff-mcpmcp · front-end | Verifies that AI-generated UI code matches Figma design specs by rendering components in a real browser, comparing computed CSS, and returning… | No signals yet | No one-command install · Source | |
| 1238 | Unranked | affinity-creative-mcpmcp · front-end | Enables automation of Affinity Photo, Designer, and Publisher from MCP clients, supporting document creation, layer editing, text replacement, export… | No signals yet | No one-command install · Source | |
| 1239 | Unranked | gaps-qamcp · front-end | Enables UI auditing via browser automation, capturing per-element evidence and generating Markdown, JSON, and DOCX reports. | No signals yet | No one-command install · Source | |
| 1240 | Unranked | mcp-photoshop-servermcp · front-end | An MCP server that provides Photoshop-style layered image editing and AI-powered generation/editing via ComfyUI, including canvas management, filters… | No signals yet | No one-command install · Source | |
| 1241 | Unranked | designsafe-mcpmcp · front-end | Agent-first cyberinfrastructure layer for DesignSafe that enables reproducible computational science workflows (geotechnical earthquake engineering… | No signals yet | No one-command install · Source | |
| 1242 | Unranked | lean-computer-use-mcpmcp · front-end | Enables low-cost agent models to control Windows applications through a compact, state-safe proxy over Open Computer Use, reducing model-visible… | No signals yet | No one-command install · Source | |
| 1243 | Unranked | mcp-server-dev-docsmcp · front-end | Provides live, clean, LLM-ready markdown documentation for popular fullstack technologies and custom URLs, with built-in presets for React, Next.js… | No signals yet | No one-command install · Source | |
| 1244 | Unranked | image-analyzer-mcpmcp · front-end | Analyzes images via OpenAI-compatible vision APIs, returning structured JSON for layout, components, colors, typography, and issues, with tools for… | No signals yet | No one-command install · Source | |
| 1245 | Unranked | figma-mcp-proxymcp · front-end | A read-only MCP proxy for the Figma REST API, providing tools to fetch design context, file data, images, comments, and user info using a personal… | No signals yet | No one-command install · Source | |
| 1246 | Unranked | tech-exam-mcpmcp · front-end | MCP server for creating and taking ENEM exams with official questions, including progress tracking, scoring, and interactive UI in MCP-compatible… | No signals yet | No one-command install · Source | |
| 1247 | Unranked | sorb-tapmcp · front-end | MCP server for design tokens that gives AI agents read access to design systems, enabling token resolution, listing, and component usage lookups via… | No signals yet | No one-command install · Source | |
| 1248 | Unranked | ds-canonmcp · front-end | Read-only MCP server that exposes a design system's tokens, components, conventions, and deprecations as queryable tools, enabling agents to look up… | No signals yet | No one-command install · Source | |
| 1249 | Unranked | k12-lesson-toolkit-standards-servermcp · front-end | MCP standards server that grounds K-12 lesson plans by providing tools to look up standards, progressions, curriculum, misconceptions, and learning… | No signals yet | No one-command install · Source | |
| 1250 | Unranked | shadcndashboard-mcpmcp · front-end | MCP server for Shadcn Dashboard that enables AI to discover, search, and install UI blocks directly into projects without copy-paste. | No signals yet | No one-command install · Source | |
| 1251 | Unranked | nuwax-openui-mcpmcp · front-end | Enables MCP hosts to render OpenUI artifacts (inline or sidecar) for agent-generated UI components such as cards, dashboards, forms, and charts, with… | No signals yet | No one-command install · Source | |
| 1252 | Unranked | greenfinger-mcp-servermcp · front-end | Enables plant disease diagnosis and identification, plant recommendations, garden layout design, pot management, and care scheduling with reminders… | No signals yet | No one-command install · Source | |
| 1253 | Unranked | life-saver-mcpmcp · front-end | AI-powered MCP server for analyzing UI designs and bug reports from Lanhu and Zentao platforms. | No signals yet | No one-command install · Source | |
| 1254 | Unranked | mcp-hello-testmcp · front-end | A minimal MCP server with greet, add, and whoami tools, designed to validate deployment pipelines and environment variable injection. | No signals yet | No one-command install · Source | |
| 1255 | Unranked | mcpipe-toolchainmcp · front-end | Provides read-only access to Confluence, GitHub, Jira, Figma, Outlook, Teams, and browser automation for AI clients, enabling safe discovery… | No signals yet | No one-command install · Source | |
| 1256 | Unranked | visual-review-workbenchmcp · front-end | Enables visual review of frontend UI variants by providing an MCP tool that opens, refreshes, verifies, captures, and closes review surfaces. | No signals yet | No one-command install · Source | |
| 1257 | Unranked | claude-workmanmcp · front-end | Enables MCP clients to control a Linux/X11 desktop like a human: see the screen, move the mouse, click UI elements via the accessibility tree, type… | No signals yet | No one-command install · Source | |
| 1258 | Unranked | mcp-app-templatemcp · front-end | A starter template for building MCP Apps on deco, enabling tools, resources, and interactive React UIs powered by the Model Context Protocol. | No signals yet | No one-command install · Source | |
| 1259 | Unranked | windows-controlmcp · front-end | MCP server for AI to operate Windows apps via screen OCR and background input, featuring structured WhatsApp UI tools for reading chats, detecting… | No signals yet | No one-command install · Source | |
| 1260 | Unranked | ppap-review-workbenchmcp · front-end | An MCP server that enables deterministic supplier quality engineer review of PPAP cases through structured state management, tools, and an interactive… | No signals yet | No one-command install · Source | |
| 1261 | Unranked | mcp-ui-researchmcp · front-end | MCP server for UI research that helps agents discover visual patterns, generate original HTML/CSS components, and track deliverables without copying… | No signals yet | No one-command install · Source | |
| 1262 | Unranked | apify-mcp-policy-gatewaymcp · front-end | A local-first MCP policy gateway that provides a four-step workflow (plan, approve, execute, read) for a single Apify fixture Actor, enforcing a fixed… | No signals yet | No one-command install · Source | |
| 1263 | Unranked | pen-editormcp · front-end | Provides MCP tools to read and edit live Pen Editor documents, including structure, layout, variables, screenshots, and batch design DSL, plus static… | No signals yet | No one-command install · Source | |
| 1264 | Unranked | powertree-mcp-servermcp · front-end | Enables AI assistants to perform electronic circuit power tree analysis, including opening projects, solving margins, validating designs, editing… | No signals yet | No one-command install · Source | |
| 1265 | Unranked | figma-live-design-qa-mcpmcp · front-end | Compares Figma frames to live pages, checking colors, fonts, and border radii, and generates a shareable HTML report. | No signals yet | No one-command install · Source | |
| 1266 | Unranked | storefront-mcpmcp · front-end | MCP server for a temporary rental catalog that enables property search and browsing via an interactive UI resource, including detailed listings and a… | No signals yet | No one-command install · Source | |
| 1267 | Unranked | kicad-mcp-server-2mcp · front-end | An MCP server for controlling KiCad EDA software, enabling schematics, PCB design, manufacturing outputs, design checks, and library management… | No signals yet | No one-command install · Source | |
| 1268 | Unranked | plone-dynamic-pages-mcp-servermcp · front-end | Enables LLMs to manage Plone sites with dynamic page layouts, supporting CRUD operations on content and layout components via the cs_dynamicpages… | No signals yet | No one-command install · Source | |
| 1269 | Unranked | windows-mcp-litemcp · front-end | A lightweight Windows automation MCP server that scopes UI operations to a single target window, offering tools like ReadWindow, PeekWindow, Click… | No signals yet | No one-command install · Source | |
| 1270 | Unranked | geektastic-mcp-servermcp · front-end | A self-hosted MCP server with a web UI that integrates Geektastic Realms, enabling management of statblocks, campaigns, lore entries, and adventure… | No signals yet | No one-command install · Source | |
| 1271 | Unranked | anylensmcp · front-end | Turn any link — video, PDF, screenshot, or article — into cached, timestamp-anchored understanding agents can query through lenses (explainer, build… | No signals yet | No one-command install · Source | |
| 1272 | Unranked | deepseek-vision-mcp-2mcp · front-end | MCP server that gives DeepSeek and other clients vision capabilities by routing images to open-source multimodal models, returning structured… | No signals yet | No one-command install · Source | |
| 1273 | Unranked | ui-extractormcp · front-end | MCP server for extracting UI components, design tokens, and patterns from websites and generating production-ready React, Vue, and HTML components. | No signals yet | No one-command install · Source | |
| 1274 | Unranked | corrupt-climcp · front-end | Generates production-ready, white-labeled web architectures (Next.js + Supabase or static) from vertical packs and blueprints. Enables AI agents to… | No signals yet | No one-command install · Source | |
| 1275 | 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 | |
| 1276 | Unranked | address-validator-parse-verify-postal-addressesmcp · front-end | Postal address validation API for AI agents. Parse and validate addresses worldwide: country detection, component extraction (street, city, state… | No signals yet | No one-command install · Source | |
| 1277 | Unranked | address-validator-parse-verify-postal-addresses-2mcp · front-end | Postal address validation API for AI agents. Parse and validate addresses worldwide: country detection, component extraction (street, city, state… | No signals yet | No one-command install · Source | |
| 1278 | Unranked | offline-mcpmcp · front-end | Enables local AI inference using Ollama and open-weight models, designed for offline operation in low-connectivity environments. | No signals yet | No one-command install · Source | |
| 1279 | Unranked | hdc-nexus-mcp-servermcp · front-end | Read-only MCP server for searching and listing components in Nexus Repository Manager 3 (Docker, Maven, npm, PyPI, etc.) with tools for repositories… | No signals yet | No one-command install · Source | |
| 1280 | Unranked | astro-ai-locator-mcpmcp · front-end | Resolves a UI element hash from an Astro dev server to its source file, line, and column, enabling AI agents to edit the exact code. | No signals yet | No one-command install · Source | |
| 1281 | Unranked | specgatemcp · front-end | specgate is an MCP server that verifies UI design fidelity by comparing a live DOM against Figma specs, reporting specific CSS property deltas so… | No signals yet | No one-command install · Source | |
| 1282 | Unranked | drake-lyrics-mcpmcp · front-end | Creates Drake-style rap bars from any situation you type, and provides a complete MCP example with tools, resources, prompts, and an interactive UI… | No signals yet | No one-command install · Source | |
| 1283 | Unranked | mcp-app-demomcp · front-end | An MCP App template for building interactive UIs on deco, providing tools, resources, and a React frontend. | No signals yet | No one-command install · Source | |
| 1284 | Unranked | skybridge-templatemcp · front-end | A starter TypeScript template for building MCP and ChatGPT apps with the Skybridge framework, featuring tool registration, React views, and deployment… | No signals yet | No one-command install · Source | |
| 1285 | Unranked | ray-group-defi-ux-mcp-servermcp · front-end | Provides AI agents with direct access to the Ray Group DeFi UX rubric, named patterns, and cognitive-bias glossary for grounded UX assessments of DeFi… | No signals yet | No one-command install · Source | |
| 1286 | Unranked | suzuri-mcpmcp · front-end | Enables AI assistants to create custom merchandise on SUZURI, including uploading images, generating text designs, and placing them on 450+ items, as… | No signals yet | No one-command install · Source | |
| 1287 | Unranked | mcp-server-zwave-js-uimcp · front-end | An MCP server that connects to Z-Wave JS UI's WebSocket to expose controller, node, and configuration information as tools for AI assistants to manage… | No signals yet | No one-command install · Source | |
| 1288 | Unranked | blender-mcp-ultramcp · front-end | MCP server providing 138+ tools to control Blender 4.2 LTS, enabling modeling, coloring, rigging, animation, geometry nodes, UV, printing, batch… | No signals yet | No one-command install · Source | |
| 1289 | Unranked | simple-mcp-server-learning-editionmcp · front-end | A minimal, well-commented MCP server designed to teach how MCP servers work, with example tools like adding numbers, formatting text, and getting the… | No signals yet | No one-command install · Source | |
| 1290 | Unranked | cogniledger-makuri-mcp-servermcp · front-end | Public, read-only MCP server exposing structured metadata about the Makuri EdTech platform, including tools for platform info, languages, subjects… | No signals yet | No one-command install · Source | |
| 1291 | Unranked | video-intelligence-mcpmcp · front-end | Enables AI clients like Codex, Claude Code, and Kimi Code to analyze public video URLs by downloading media, uploading it to Gemini, and returning… | No signals yet | No one-command install · Source | |
| 1292 | Unranked | digit-toolsmcp · front-end | MCP stdio server that exposes 95 headless it-tools utilities (crypto, encoding, converters, generators, text, math, and more) through three routing… | No signals yet | No one-command install · Source | |
| 1293 | Unranked | document-creation-mcpmcp · front-end | MCP server for AI-driven document creation, enabling generation of PowerPoint decks with consistent design themes and auto-generated images via… | No signals yet | No one-command install · Source | |
| 1294 | Unranked | jlc-mcpmcp · front-end | Local Model Context Protocol server that exposes EasyEDA Pro design capabilities as MCP tools, enabling project inspection, schematic editing, PCB… | No signals yet | No one-command install · Source | |
| 1295 | Unranked | youtube-transcript-indexmcp · front-end | Provides MCP tools for fetching timestamped YouTube transcripts and top comments, scanning spreadsheets for video links, and a local web UI for… | No signals yet | No one-command install · Source | |
| 1296 | Unranked | figmingo-mcpmcp · front-end | Local-first Figma MCP server providing unlimited read access via Personal Access Token, HTML replica generation with parity verification, and… | No signals yet | No one-command install · Source | |
| 1297 | Unranked | linkedin-opsmcp · front-end | MCP server that enables AI assistants to search LinkedIn for job posts, save them locally, and manage them via a React dashboard. | No signals yet | No one-command install · Source | |
| 1298 | Unranked | motormcp · front-end | An MCP server that exposes five tools for generating verified electronic circuit documentation, including netlist verification, component lookup, and… | No signals yet | No one-command install · Source | |
| 1299 | Unranked | ego-automation-mcp-servermcp · front-end | MCP server that launches and manages ego-browser sessions, providing tools to open URLs and extract DOM records filtered by status, all through a… | No signals yet | No one-command install · Source | |
| 1300 | 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 |
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.