Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1301 | Unranked | be-amsa-reporter-temcp · front-end | Automates BE AMSA review by validating EFF folders, driving AMSA 5.1 to generate reports and graphs, and producing a PowerPoint summary. Designed to… | No signals yet | No one-command install · Source | |
| 1302 | Unranked | stitchmath-mcpmcp · front-end | Professional knitting and crochet math calculators that enable AI to design perfectly sized patterns. | No signals yet | No one-command install · Source | |
| 1303 | Unranked | f2c-component-retrieval-mcpmcp · front-end | Enables Figma-to-Code workflows by retrieving and calibrating real-world components from Figma designs, screenshots, and a component knowledge base… | No signals yet | No one-command install · Source | |
| 1304 | Unranked | web2md-mcpmcp · front-end | Fetches any web URL and converts it to clean Markdown via the web2md service (Crawl4AI backend). Designed for ModelScope MCP Hub. | No signals yet | No one-command install · Source | |
| 1305 | Unranked | licensing-hardening-mcp-servermcp · front-end | A deliberately vulnerable MCP server for local authority licensing, designed to demonstrate and fix native MCP weaknesses such as SQL injection and… | No signals yet | No one-command install · Source | |
| 1306 | Unranked | connection-key-mcp-servermcp · front-end | MCP server for Cursor IDE offering tools for Human Design chart analysis, partner matching, n8n workflow management, and utility functions like UUID… | No signals yet | No one-command install · Source | |
| 1307 | Unranked | pyfitmcp · front-end | Enables 2D irregular polygon nesting (bin-packing) with tools to design, preview, get reports, and export DXF files for laser cutting or CNC routing. | No signals yet | No one-command install · Source | |
| 1308 | Unranked | ui-liftmcp · front-end | Imports public websites and extracts UI components and design tokens, making them available via MCP for AI coding agents to reuse in implementations. | No signals yet | No one-command install · Source | |
| 1309 | Unranked | mcp-azure-landing-zonemcp · front-end | Enables AI assistants to inspect and audit Azure Landing Zones by inventorying resources, auditing tagging, evaluating policy compliance, and… | No signals yet | No one-command install · Source | |
| 1310 | Unranked | animation-mcpmcp · front-end | Enables AI coding assistants to create and refine Roblox combat animations through tool calls, supporting the full pipeline from motion composition to… | No signals yet | No one-command install · Source | |
| 1311 | Unranked | sketchup-mcpmcp · front-end | Connects SketchUp to Claude AI through MCP, enabling natural language controlled 3D modeling, component manipulation, and scene creation. | No signals yet | No one-command install · Source | |
| 1312 | Unranked | ffmpeg-mcp-video-editormcp · front-end | Give any MCP client a real video editor — 32 typed tools over ffmpeg, Whisper and MediaPipe, plus an optional local UI with a drag-and-drop timeline. | No signals yet | No one-command install · Source | |
| 1313 | Unranked | androidbuildmcpmcp · front-end | Enables AI agents to build, deploy, drive, and debug Android apps — managing Gradle builds, emulators, adb deployment, logcat capture, and full UI… | No signals yet | No one-command install · Source | |
| 1314 | Unranked | reactiontimetest-mcpmcp · front-end | Provides read-only access to reaction time test catalog, measurement rules, FAQ, and official links for AI clients like Claude Desktop. Cannot run… | No signals yet | No one-command install · Source | |
| 1315 | 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 | |
| 1316 | Unranked | ink-stitch-mcp-bridgemcp · front-end | Enables AI assistants to convert SVG designs into machine-embroidery files (DST, PES, etc.) without Inkscape, and provides tools for lettering… | No signals yet | No one-command install · Source | |
| 1317 | Unranked | mcp-multi-tool-labmcp · front-end | A lightweight multi-provider MCP testing fixture with two providers (eva_air and uk_railway), each exposing 5 tools using in-memory fake data… | No signals yet | No one-command install · Source | |
| 1318 | Unranked | viz-mcpmcp · front-end | Renders charts and diagrams as live interactive UI inside the chat, supporting ECharts for charts and Cytoscape for diagrams with streaming partial… | No signals yet | No one-command install · Source | |
| 1319 | Unranked | brand-asset-mcpmcp · front-end | A shareable, lightweight MCP server for managing corporate brand assets, logos, color design tokens, social media templates, and image watermarking… | No signals yet | No one-command install · Source | |
| 1320 | Unranked | motionlintmcp · front-end | MotionLint measures the motion your app actually ships — durations, easing curves, stagger intervals, exit timing, reduced-motion support — and scores… | No signals yet | No one-command install · Source | |
| 1321 | Unranked | grok-web-sdk-mcpmcp · front-end | Enables AI agents to generate text, images, and videos via Grok's web UI using MCP tools (grok_chat, grok_generate_image, grok_generate_video) without… | No signals yet | No one-command install · Source | |
| 1322 | Unranked | team-sync-mcp-servermcp · front-end | A self-hosted synchronization hub for frontend and backend teams using Cursor, enabling publishing and reading of shared project state with a local… | No signals yet | No one-command install · Source | |
| 1323 | Unranked | autogodotmcp · front-end | Autonomous game development framework that lets AI agents program, design scenes, and run visual QA on Godot 4.x projects — all through the Model… | No signals yet | No one-command install · Source | |
| 1324 | 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 | |
| 1325 | Unranked | react-dev-mcpmcp · front-end | Enables safe, controlled filesystem operations and terminal command execution within allowed directories, with security rules to prevent access to… | No signals yet | No one-command install · Source | |
| 1326 | Unranked | refua-mcpmcp · front-end | MCP server for biological protein design, folding, and affinity prediction using Refua tools, with optional support for ADMET, clinical simulation… | No signals yet | No one-command install · Source | |
| 1327 | 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 | |
| 1328 | Unranked | iconscout-mcpmcp · front-end | Search and download icons, illustrations, 3D assets, and Lottie animations from Iconscout directly through an AI agent. | No signals yet | No one-command install · Source | |
| 1329 | Unranked | customer-mcp-appmcp · front-end | Enables querying customers by name with a React UI for pagination, details, external company search, and safe customer creation after explicit… | No signals yet | No one-command install · Source | |
| 1330 | Unranked | jl-image-visonmcp · front-end | MCP server for image understanding that analyzes UI designs, HTML pages, and visual layouts using Agnes 2.0 Flash, returning structured descriptions… | No signals yet | No one-command install · Source | |
| 1331 | Unranked | mcp-town-explorermcp · front-end | A demo MCP server for exploring Massachusetts town data (housing, schools, crime, distance to Boston) via tools and resources, designed to teach MCP… | No signals yet | No one-command install · Source | |
| 1332 | Unranked | ableton-copilotmcp · front-end | Enables AI-powered music production in Ableton Live through natural language, with tools for composition, arrangement, mixing, and sound design. | No signals yet | No one-command install · Source | |
| 1333 | Unranked | skydeo-landing-mcpmcp · front-end | Enables creating, previewing, and revising Skydeo landing pages with authenticated Sandbox previews and draft state management. | No signals yet | No one-command install · Source | |
| 1334 | Unranked | mcp-launch-lensmcp · front-end | Scores MCP servers for launch-readiness across trust, tool UX, docs, observability, marketplace fit, and partner narrative, and generates partner… | No signals yet | No one-command install · Source | |
| 1335 | Unranked | mock-screenshots-mcp-servermcp · front-end | Enables AI agents to compose fake chat conversations and generate deep links to a pre-filled mock screenshot generator for parody, education, and… | No signals yet | No one-command install · Source | |
| 1336 | Unranked | pictogrammers-mcpmcp · front-end | Enables AI assistants to search, download, and use Pictogrammers icons (Material Design Icons, MDI Light, Memory) with visual coherence by pinning a… | No signals yet | No one-command install · Source | |
| 1337 | Unranked | sysdesignmcp · front-end | Enables Claude to design system architectures and scaffold minimal Python/Docker implementations, with live D3 visualization in the browser. | No signals yet | No one-command install · Source | |
| 1338 | Unranked | ca-scene-mcpmcp · front-end | Enables prompt-driven scene generation for computer animation using a JSON-serializable scene model and physics simulation backend. | No signals yet | No one-command install · Source | |
| 1339 | Unranked | bettercssmcp · front-end | Enables CSS layout verification and debugging by extracting deterministic, diffable rendered layout from a browser, allowing agents to inspect… | No signals yet | No one-command install · Source | |
| 1340 | Unranked | turhal-python-runner-mcpmcp · front-end | Executes Python code in isolated subprocesses with resource limits and timeout, designed for safe execution in Docker containers. | No signals yet | No one-command install · Source | |
| 1341 | Unranked | figma-forgemcp · front-end | An MCP server that bridges Claude Code to Figma, enabling AI-driven design creation, modification, and export via semantic tools and WebSocket… | No signals yet | No one-command install · Source | |
| 1342 | Unranked | bootstrap-studio-mcp-servermcp · front-end | Provides tools for analyzing Bootstrap Studio .bsdesign project files, generating Bootstrap 5 component code, and looking up Bootstrap documentation. | No signals yet | No one-command install · Source | |
| 1343 | Unranked | pulpmcp · front-end | Enables AI agents to collaboratively design and edit web pages on an infinite canvas using real HTML/CSS, with tools for reading, mutating, and… | No signals yet | No one-command install · Source | |
| 1344 | Unranked | glyphloopmcp · front-end | Enables AI agents to create loop-perfect generative ASCII animations headlessly, including defining custom animations and 3D shapes as expression… | No signals yet | No one-command install · Source | |
| 1345 | Unranked | veriloopmcp · front-end | Exposes a verified tool registry (calculator, sandboxed file read, web fetch) over MCP stdio, enabling any MCP-capable client to reuse the same tools… | No signals yet | No one-command install · Source | |
| 1346 | Unranked | vlsi-formal-verification-mcp-servermcp · front-end | Enables LLMs to interact with hardware designs (Verilog/SystemVerilog), formal verification tools, waveform logs, protocol specifications, and bug… | No signals yet | No one-command install · Source | |
| 1347 | Unranked | codecrafted-design-mcpmcp · front-end | Enables AI coding agents to plan, build, and review websites and product interfaces with a persistent, user-led process, including design direction… | No signals yet | No one-command install · Source | |
| 1348 | Unranked | design-doc-generator-mcpmcp · front-end | Turns Claude Code session work into professional design docs with a slash command, no copy-pasting or signup needed. | No signals yet | No one-command install · Source | |
| 1349 | Unranked | cam-encoder-designer-freecad-mcpmcp · front-end | Enables AI assistants to generate and inspect radial cams, barrel cams, and optical encoder discs in FreeCAD through MCP tools such as generate_cams… | No signals yet | No one-command install · Source | |
| 1350 | 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 | |
| 1351 | Unranked | talktofigmamcp · front-end | Enables local AI agents to generate and edit Figma designs via the Plugin API through a WebSocket relay, with no rate limits and all communication… | No signals yet | No one-command install · Source | |
| 1352 | Unranked | page-vision-mcpmcp · front-end | Provides structured visual analysis tools for coding agents, enabling UI analysis, screenshot comparison, OCR, and crop-based refinement through VLM. | No signals yet | No one-command install · Source | |
| 1353 | Unranked | charity-gmail-mcpmcp · front-end | Enables accessing Gmail tools (search, read, draft) for a specific Google account via MCP, designed as a custom connector for Claude/Cowork to use… | No signals yet | No one-command install · Source | |
| 1354 | Unranked | logix-mcpmcp · front-end | Enables live tag read/write access to Rockwell Automation Logix5000 controllers over EtherNet/IP without requiring Studio 5000 Logix Designer… | No signals yet | No one-command install · Source | |
| 1355 | Unranked | idrac-design-mcpmcp · front-end | Exposes iDRAC design-system knowledge via a single get_component tool, currently returning placeholder data for known components. | No signals yet | No one-command install · Source | |
| 1356 | Unranked | groktaskmcp · front-end | A standalone cross-platform task runner that delegates implementation to Grok Build via MCP, providing CLI, MCP, daemon, and a native desktop UI for… | No signals yet | No one-command install · Source | |
| 1357 | Unranked | animaimcp · front-end | Enables AI agents to search for and fetch pre-vetted, production-safe 3D and motion components (React Three Fiber & GSAP) for injection into Next.js… | No signals yet | No one-command install · Source | |
| 1358 | Unranked | blockbench-mcp-bridgemcp · front-end | Enables AI to control Blockbench for creating and editing 3D models, especially Minecraft-style pets, weapons, and animations, through structured MCP… | No signals yet | No one-command install · Source | |
| 1359 | Unranked | onboard-geo-precheck-mcp-servermcp · front-end | Enables to precheck landing pages and Figma frames for readiness to be cited in AI Overviews, providing audit scores, grades, and improvement actions. | No signals yet | No one-command install · Source | |
| 1360 | Unranked | mcp-apps-generative-ui-showcasemcp · front-end | Enables booking flights and hotels, creating investment portfolios, and managing kanban boards directly within a chat interface using generative UI… | No signals yet | No one-command install · Source | |
| 1361 | Unranked | design-schema-mcpmcp · front-end | A read-only MCP server for reading and analyzing Lanhu (Blue Lake) design projects, providing tools to retrieve design lists, previews, node trees… | No signals yet | No one-command install · Source | |
| 1362 | Unranked | spottermcp · front-end | Enables automated sound design spotting from Claude Code: analyze video, generate cue sheets, search or generate SFX, and export DAW-synchronized… | No signals yet | No one-command install · Source | |
| 1363 | Unranked | hanzi-writemcp · front-end | Provides tools for Chinese character stroke order animation with tracing practice and real-time weather queries for major cities. | No signals yet | No one-command install · Source | |
| 1364 | Unranked | booking-mcp-appmcp · front-end | Exposes court-availability data as a read-only panel rendered in MCP hosts (Claude Desktop, VS Code, test host) via a UI resource. | No signals yet | No one-command install · Source | |
| 1365 | Unranked | wedding-invitation-builder-mcpmcp · front-end | Enables creating and customizing mobile wedding invitations through natural language, with support for multiple designs, RSVP, maps, gallery, and… | No signals yet | No one-command install · Source | |
| 1366 | Unranked | habit-tracker-mcp-servermcp · front-end | Enables users to track daily habits via natural language within ChatGPT, supporting habit creation, check-ins, streak calculation, and a visual React… | No signals yet | No one-command install · Source | |
| 1367 | Unranked | codex-reasoning-reactormcp · front-end | Provides reasoning budget estimates for AI tasks, making effort and time trade-offs visible through a compact control interface. | No signals yet | No one-command install · Source | |
| 1368 | Unranked | av-mcp-automatormcp · front-end | Middleware that uses Model Context Protocol and generative AI to automatically generate native Crestron Construct interfaces (.cuig/.cuib), enabling… | No signals yet | No one-command install · Source | |
| 1369 | Unranked | sin-code-frontend-design-skillmcp · front-end | Provides 8 MCP tools for frontend design: load design system, generate components, scaffold pages, review consistency, extract tokens, check WCAG 2.2… | No signals yet | No one-command install · Source | |
| 1370 | Unranked | booth-layout-mcpmcp · front-end | An MCP server that lets an AI assistant design a trade-show or vending-event floor plan from plain language, including placing booths, ensuring… | No signals yet | No one-command install · Source | |
| 1371 | Unranked | veda-mcp-appmcp · front-end | MCP server for a VEDA STAC catalog, providing a tool to call and interactive React UI to view STAC collections. | No signals yet | No one-command install · Source | |
| 1372 | Unranked | astrotationmcp · front-end | Visual feedback for AI coding agents on Astro sites, providing live annotations with source file:line, CSS selector, Tailwind classes, and computed… | No signals yet | No one-command install · Source | |
| 1373 | Unranked | soma-nexus-mcpmcp · front-end | MCP server that fetches Figma data (file trees, nodes, images, components, styles, variables) and serves as a foundation for Flutter code generation. | No signals yet | No one-command install · Source | |
| 1374 | 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 | |
| 1375 | Unranked | k-heritage-guide-mcpmcp · front-end | Discovers Korean national heritage, resolves designation numbers, and creates heritage-focused trip plans using official National Heritage… | No signals yet | No one-command install · Source | |
| 1376 | Unranked | terminal-love-mcpmcp · front-end | MCP server that scrapes Terminal Trove to search CLI/TUI tools and retrieve design references like screenshots and install commands for agentic UI… | No signals yet | No one-command install · Source | |
| 1377 | Unranked | genui-mockupmcp · front-end | Enables Claude to generate and iterate on UI mockups using OpenUI Lang against a shadcn/ui palette, with live preview and auto-persisted assemblies… | No signals yet | No one-command install · Source | |
| 1378 | Unranked | woopicx-mcp-servermcp · front-end | Enables searching free graphics on Woopicx (3D icons, mockups, stock photos, illustrations, certificates, tattoo designs) through natural language. | No signals yet | No one-command install · Source | |
| 1379 | Unranked | tauri-mcpmcp · front-end | Controls any built Tauri app's UI via WebDriver, enabling mouse/keyboard actions, DOM inspection, and screenshots. | No signals yet | No one-command install · Source | |
| 1380 | Unranked | statistician-mcpmcp · front-end | A virtual statistician MCP server that provides real statistical methods—design of experiments, hypothesis testing, regression, SPC, MSA—via tested… | No signals yet | No one-command install · Source | |
| 1381 | Unranked | travel-planning-fastmcpmcp · front-end | AI-powered travel route planning server with budget estimation, packing suggestions, and food recommendations, using LangChain reactive agent with… | No signals yet | No one-command install · Source | |
| 1382 | Unranked | codetoimage-mcp-servermcp · front-end | Render HTML/CSS to PNG/JPG/WebP directly from Claude Desktop, Claude Code, Cursor, or any MCP-compatible client. | No signals yet | No one-command install · Source | |
| 1383 | 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 | |
| 1384 | 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 | |
| 1385 | 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 | |
| 1386 | 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 | |
| 1387 | 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 | |
| 1388 | 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 | |
| 1389 | 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 | |
| 1390 | 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 | |
| 1391 | 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 | |
| 1392 | 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 | |
| 1393 | 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 | |
| 1394 | 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 | |
| 1395 | 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 | |
| 1396 | 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 | |
| 1397 | 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 | |
| 1398 | 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 | |
| 1399 | 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 | |
| 1400 | 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 |
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.