Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 501 | 51.401 | aimino-fast-htmlmcp · front-end | Generate HTML from AI agents with 15 tools, 22 components, and 25 templates for rapid web output. | 7 stars | No one-command install · Source | |
| 502 | 51.401 | mcp-web-validatormcp · front-end | Enables AI coding assistants to validate HTML/CSS markup using W3C APIs, perform technical SEO audits, check broken links, and validate JSON-LD… | 7 stars | No one-command install · Source | |
| 503 | 52.135 | jonpojonpo-comfy-uimcp · front-end | Integrates ComfyUI's stable diffusion interface to enable programmatic image generation through customizable node-based workflows. | 4 stars · 2 forks | No one-command install · Source | |
| 504 | 52.135 | vanachterjacob-business-centralmcp · front-end | Provides standardized development rules and real-time guidance for Business Central projects, offering rule validation, architectural suggestions, and… | 4 stars · 2 forks | No one-command install · Source | |
| 505 | 52.135 | its-just-uimcp · front-end | Provides tools for generating, customizing, and documenting React components from the its-just-ui library through natural language interactions… | 4 stars · 2 forks | No one-command install · Source | |
| 506 | 52.135 | ember-cli-mcpmcp · front-end | Enables MCP clients like Claude Code to execute Ember CLI commands directly in projects, including running tests, generating components, and building… | 4 stars · 2 forks | No one-command install · Source | |
| 507 | 52.135 | unity-code-intelligence-mcp-servermcp · front-end | AI-powered static analysis for Unity projects, detecting common patterns, component relationships, and programming insights to augment developer… | 4 stars · 2 forks | No one-command install · Source | |
| 508 | 52.135 | sinagilassi-mozichemmcp · front-end | Provides thermodynamic and chemical engineering calculations through the MoziChem framework, offering equation of state models and flash calculations… | 4 stars · 2 forks | No one-command install · Source | |
| 509 | 52.135 | pedro-rivas-android-puppeteermcp · front-end | Visual-first Android automation with UI element detection and device control | 4 stars · 2 forks | No one-command install · Source | |
| 510 | 52.135 | next-js-tailwind-assistantmcp · front-end | Your comprehensive AI companion for building modern Next.js applications with React and Tailwind CSS. This MCP server provides instant access to… | 4 stars · 2 forks | No one-command install · Source | |
| 511 | 52.135 | magic-patterns-mcp-servermcp · front-end | Enables AI assistants to generate UI components and web interfaces from natural language descriptions using the Magic Patterns API. | 4 stars · 2 forks | No one-command install · Source | |
| 512 | 52.135 | wave-mcp-server-2mcp · front-end | Comprehensive MCP server for Wave Accounting, providing 45+ tools across invoicing, customers, products, transactions, bills, estimates, taxes, and… | 4 stars · 2 forks | No one-command install · Source | |
| 513 | 52.135 | gamecodexmcp · front-end | A game development MCP server with 950+ curated docs across 29 engines and 5 power tools for scaffolding, debugging, design, and scope tracking. It… | 4 stars · 2 forks | No one-command install · Source | |
| 514 | 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 | |
| 515 | 52.135 | podium-mcpmcp · front-end | One MCP endpoint, 43 tools for iOS-simulator E2E — native UI automation, Maestro flows, trustworthy oracle-ladder assertions, WebView DOM + network… | 4 stars · 2 forks | No one-command install · Source | |
| 516 | 52.135 | julianoczkowski-modusmcp · front-end | Provides access to Trimble's Modus design system documentation, component specifications, design rules, and implementation guides for HTML/React… | 4 stars · 2 forks | No one-command install · Source | |
| 517 | 52.135 | moereviewmcp · front-end | A local-first study workspace for MCP agents, providing a web UI for learning, quizzing, and review, independent of agent lifecycle. | 4 stars · 2 forks | No one-command install · Source | |
| 518 | 52.135 | kroma-mcpmcp · front-end | A stateless MCP server for UI/UX design inspiration, live component discovery, and modern web micro-effects, resolving queries in real time via the… | 4 stars · 2 forks | No one-command install · Source | |
| 519 | 52.135 | rive-mcpmcp · front-end | Enables creating, editing, inspecting, rendering, and live-previewing Rive (.riv) animations directly from Claude without needing the Rive editor or… | 4 stars · 2 forks | No one-command install · Source | |
| 520 | 52.443 | water-chemistry-mcp-servermcp · front-end | An advanced MCP server powered by PHREEQC for industrial wastewater treatment modeling, offering 17 tools for chemical equilibrium, kinetic reactions… | 3 stars · 3 forks | No one-command install · Source | |
| 521 | 52.443 | apache-slingmcp · front-end | Bridges Apache Sling web framework with development capabilities including servlet generation, OSGi component management, and system diagnostics. | 3 stars · 3 forks | No one-command install · Source | |
| 522 | 52.443 | openlmnpmcp · front-end | Accounting MCP server for the French LMNP tax status (furnished rentals, e.g. Airbnb hosts). 44 tools to manage properties, income and expenses… | 3 stars · 3 forks | No one-command install · Source | |
| 523 | 52.498 | gsap-mcp-servermcp · front-end | Generate GSAP animation code through natural language descriptions and integrate with Claude Desktop for easy animation development. | 5 stars · 1 fork | No one-command install · Source | |
| 524 | 52.498 | mcp-figma-to-codemcp · front-end | Transform Figma designs into pixel-perfect React + Tailwind components using the Model Context Protocol. | 5 stars · 1 fork | No one-command install · Source | |
| 525 | 52.498 | ui-registry-mcpmcp · front-end | Provides coding agents live access to shadcn-style component registries, enabling them to search, compare, and fetch real component source code for UI… | 5 stars · 1 fork | No one-command install · Source | |
| 526 | 52.498 | lanhu-design-mcpmcp · front-end | MCP server for macOS that reads Lanhu designs, analyzes UI structures, and exports fine-grained design assets for multiple platforms. | 5 stars · 1 fork | No one-command install · Source | |
| 527 | 52.498 | llm-vision-mcp-2mcp · front-end | Provides vision capabilities to text-only LLMs by analyzing image files via Qwen-VL and returning textual descriptions, with support for OCR, UI… | 5 stars · 1 fork | No one-command install · Source | |
| 528 | 52.498 | kenneives-design-token-bridgemcp · front-end | Translates design tokens between Tailwind, Figma, CSS, Material 3, and SwiftUI. | 5 stars · 1 fork | No one-command install · Source | |
| 529 | 52.498 | dudu1111685-waha-whatsappmcp · front-end | Integrates with WhatsApp through WAHA platform to enable complete messaging automation including sending and receiving media files, managing contacts… | 5 stars · 1 fork | No one-command install · Source | |
| 530 | 52.498 | perspective-aimcp · front-end | Design, deploy, and analyze AI-powered conversational agents that replace static forms. | 5 stars · 1 fork | No one-command install · Source | |
| 531 | 52.498 | substance-3d-designer-mcpmcp · front-end | Provides a secure interface to Adobe Substance 3D Designer, enabling read and write operations on graphs, nodes, and packages through the MCP… | 5 stars · 1 fork | No one-command install · Source | |
| 532 | 53.186 | figma-spec-mcpmcp · front-end | Bridge Figma designs to any platform with structured specs for Unity, React, Flutter, SwiftUI, and more, including layout audit, design tokens, and… | 8 stars | No one-command install · Source | |
| 533 | 53.186 | ravaniroshan-winscriptmcp · front-end | Windows desktop automation with 59 tools for UI control, Office integration, and workflow recording. | 8 stars | No one-command install · Source | |
| 534 | 53.186 | carlospalacin-spartan-ngmcp · front-end | Access Spartan Angular UI component APIs, documentation, and installation commands for 56 components and 17 page-level blocks. | 8 stars | No one-command install · Source | |
| 535 | 53.186 | figmanagemcp · front-end | MCP server for managing Figma workspaces, providing 102 tools for seats, teams, permissions, billing, file operations, and cleanup, enabling agents to… | 8 stars | No one-command install · Source | |
| 536 | 53.186 | dannykeane-figmanagemcp · front-end | Manages Figma organization workspaces including seats, teams, projects, permissions, and analytics. | 8 stars | No one-command install · Source | |
| 537 | 53.790 | ocp-performance-analyzer-mcpmcp · front-end | A comprehensive, AI-powered performance analysis and monitoring platform for OpenShift/Kubernetes clusters. This project provides Model Context… | 1 star · 4 forks | No one-command install · Source | |
| 538 | 53.790 | hermes-figma-prompt-hub-mcp-servermcp · front-end | Enables management of structured prompt assets from Figma, including listing, validating, and exporting prompts via the Model Context Protocol. | 1 star · 4 forks | No one-command install · Source | |
| 539 | 53.985 | tengfone-supabase-nextjsmcp · front-end | Integrates with Supabase to provide a notes system with creation, listing, and summarization capabilities for applications requiring structured… | 4 stars · 3 forks | No one-command install · Source | |
| 540 | 54.833 | lyse-labs-ds-pilotmcp · front-end | Expose design system components and tokens to AI agents for search, prop inspection, and token lookup. | 9 stars | No one-command install · Source | |
| 541 | 54.833 | jerrycan-mcpmcp · front-end | The AI-native Rust backend framework + generation platform. Help agents design, generate, verify and package complete backends. | 9 stars | No one-command install · Source | |
| 542 | 55.168 | mcp-novel-game-servermcp · front-end | A novel game server supporting multi-branch visual novel scenarios in English and Japanese, designed to help understand MCP Resources. | 6 stars · 1 fork | No one-command install · Source | |
| 543 | 55.168 | rive-docs-mcpmcp · front-end | Provides access to Rive's animation documentation, runtime guides, editor features, and tutorials via the Model Context Protocol. | 6 stars · 1 fork | No one-command install · Source | |
| 544 | 55.168 | web-retrieval-mcpmcp · front-end | A Model Context Protocol server that analyzes webpage design structures, providing detailed layout, navigation, content, form, image, and link… | 6 stars · 1 fork | No one-command install · Source | |
| 545 | 55.168 | material-3-mcp-servermcp · front-end | Provides AI agents with tools to access Material 3 design components, design tokens, icons, and accessibility guidelines across multiple frameworks. | 6 stars · 1 fork | No one-command install · Source | |
| 546 | 55.168 | classmcpmcp · front-end | Multi-framework MCP server that enables AI to generate clean, semantic CSS class names (e.g., btn-primary) instead of verbose utility strings, with… | 6 stars · 1 fork | No one-command install · Source | |
| 547 | 55.168 | wordlymcp · front-end | An MCP App that provides an interactive UI for visualizing multiple rewritten variations of text, enabling grammar checking, style adjustments, and… | 6 stars · 1 fork | No one-command install · Source | |
| 548 | 55.168 | software-design-mermaid-mcpmcp · front-end | Enables visual drag-and-drop editing of Mermaid diagrams through Claude, allowing iterative refinement of software architecture designs. | 6 stars · 1 fork | No one-command install · Source | |
| 549 | 55.168 | near-hydra-mcpmcp · front-end | Enables cross-chain transactions (swap, send, balance) on 10 blockchains from a single NEAR account, designed for AI agents and humans via MCP. | 6 stars · 1 fork | No one-command install · Source | |
| 550 | 55.168 | trattomcp · front-end | Lets AI draw technical analysis markup (support/resistance, trendlines, Fibonacci) directly onto Yahoo Finance's live chart via the ChartIQ engine… | 6 stars · 1 fork | No one-command install · Source | |
| 551 | 55.168 | silicon-truth-bridgemcp · front-end | A read-only MCP evidence server for chip verification and RTL debugging that exposes structured design and waveform data from Synopsys Verdi databases… | 6 stars · 1 fork | No one-command install · Source | |
| 552 | 55.168 | decantrmcp · front-end | Design intelligence layer that keeps AI-generated UI visually consistent via design contracts. | 6 stars · 1 fork | No one-command install · Source | |
| 553 | 55.515 | stackzero-ui-componentsmcp · front-end | Integrates with Stackzero Labs' commerce UI component library to browse, retrieve, and install React components optimized for e-commerce applications… | 5 stars · 2 forks | No one-command install · Source | |
| 554 | 55.515 | rive-mcp-servermcp · front-end | Orchestrates Rive animations by enabling discovery, integration, and composition across frameworks like React and Vue, with code generation and… | 5 stars · 2 forks | No one-command install · Source | |
| 555 | 55.515 | andrewmat32-apostrophe-cms-generatormcp · front-end | Automates Apostrophe CMS module creation with intelligent code generation for pieces, pages, widgets, and bundles including BEM-style SCSS and design… | 5 stars · 2 forks | No one-command install · Source | |
| 556 | 55.515 | figma-mcp-expressmcp · front-end | Fast, quota-free Figma automation for coding agents, enabling AI agents to read, edit, migrate, audit, screenshot, and prototype inside Figma Desktop… | 5 stars · 2 forks | No one-command install · Source | |
| 557 | 55.515 | mcp-server-kicadmcp · front-end | MCP servers for KiCad schematic, PCB, symbol, footprint, and project automation, enabling AI-assisted electronic design via tools for read/write… | 5 stars · 2 forks | No one-command install · Source | |
| 558 | 55.515 | tyler-forgemcp · front-end | Provides access to Tyler Technologies' design system documentation, component APIs, design tokens, and framework integration guides with intelligent… | 5 stars · 2 forks | No one-command install · Source | |
| 559 | 55.515 | saglitzdesign-mcpmcp · front-end | Provides expert design and marketing guidance for AI coding agents through curated knowledge documents and tools. Covers UI/UX, copywriting, SEO, GEO… | 5 stars · 2 forks | No one-command install · Source | |
| 560 | 56.183 | imugimcp · front-end | Enables AI to capture, compare, and automatically patch frontend code against reference designs, achieving pixel-perfect fidelity without manual CSS… | 10 stars | No one-command install · Source | |
| 561 | 56.183 | ui5con-2026-mcp-appsmcp · front-end | Provides runnable samples demonstrating how MCP tools can return deterministic, interactive UIs using HTML, UI5 Web Components, UI Integration Cards… | 10 stars | No one-command install · Source | |
| 562 | 56.183 | computer-use-winmcp · front-end | MCP stdio server that lets DSH agents see and operate Windows desktop apps via UI Automation, screenshots, mouse/keyboard, OCR, and window management. | 10 stars | No one-command install · Source | |
| 563 | 56.183 | boltzmcp · front-end | Claude Desktop MCP extension for protein structure prediction, ligand binding estimation, and molecular design via Boltz computational biology tools. | 10 stars | No one-command install · Source | |
| 564 | 56.206 | quentincody-catalysishub-mcp-servermcp · front-end | Unofficial MCP server for searching and retrieving scientific data from the Catalysis Hub database, providing access to computational catalysis… | 2 stars · 4 forks | No one-command install · Source | |
| 565 | 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 | |
| 566 | 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 | |
| 567 | 57.245 | mcp-bench-routermcp · front-end | Routes design tasks to the current top-ranked model from designarena.ai's crowdsourced leaderboard via OpenRouter. | 7 stars · 1 fork | No one-command install · Source | |
| 568 | 57.245 | k1ta141k-bench-routermcp · front-end | Routes design tasks to the top-performing model from the designarena.ai leaderboard via OpenRouter. | 7 stars · 1 fork | No one-command install · Source | |
| 569 | 57.311 | vue-docs-mcpmcp · front-end | Provides AI assistants with up-to-date Vue ecosystem documentation through the Model Context Protocol, enabling semantic search, API lookup, and… | 11 stars | No one-command install · Source | |
| 570 | 57.311 | ricky610329-mupmcp · front-end | Convert HTML MUP panels into interactive UI tools for LLMs. | 11 stars | No one-command install · Source | |
| 571 | 57.311 | mup-mcp-servermcp · front-end | Enables LLM chat interfaces to load and interact with interactive UI components (MUPs) such as slides, PDF readers, and sound pads, allowing both… | 11 stars | No one-command install · Source | |
| 572 | 57.364 | archimedes-figma-chunkedmcp · front-end | Provides a memory-efficient interface to the Figma API that handles large files by breaking operations into manageable chunks with pagination support… | 5 stars · 3 forks | No one-command install · Source | |
| 573 | 57.364 | plexara-mcp-test-servermcp · front-end | Go-based MCP test fixture for gateway testing with 12 tools, HTTP streamable transport, Postgres audit logging, and an embedded React web portal. | 5 stars · 3 forks | No one-command install · Source | |
| 574 | 57.364 | stephenshorton-sboxmcp · front-end | Manipulates the s&box game engine editor with scene editing, component management, and asset integration. | 5 stars · 3 forks | No one-command install · Source | |
| 575 | 57.729 | frontend-review-mcpmcp · front-end | Enables visual review of UI edits by comparing before and after screenshots, returning whether the edit satisfies the request. | 7 forks | No one-command install · Source | |
| 576 | 58.185 | a-earthperson-rxresumemcp · front-end | Integrates with the Reactive Resume API for creating, editing, and managing professional resumes with schema-validated data manipulation. | 6 stars · 2 forks | No one-command install · Source | |
| 577 | 58.185 | visily-mcpmcp · front-end | Brings Visily designs into AI coding agents, enabling design-to-code generation, board discovery, and theme token application. | 6 stars · 2 forks | No one-command install · Source | |
| 578 | 58.185 | moke-mcpmcp · front-end | Brings Mockplus design data into AI coding assistants, enabling automated design-to-code workflows. | 6 stars · 2 forks | No one-command install · Source | |
| 579 | 58.185 | anima-mcp-servermcp · front-end | Connects AI coding assistants to Anima Playground, Figma designs, and design systems, enabling handoff of designs to production code. | 6 stars · 2 forks | No one-command install · Source | |
| 580 | 58.185 | animamcp · front-end | Connect AI agents to Anima Playground, Figma, and design systems. | 6 stars · 2 forks | No one-command install · Source | |
| 581 | 58.185 | sticker-mcpmcp · front-end | Enables AI to send expressive stickers based on conversation context, with a built-in UI for managing stickers. | 6 stars · 2 forks | No one-command install · Source | |
| 582 | 58.185 | pixelcheckmcp · front-end | Visual inspection and web interaction for AI agents: audit pages, extract data, and judge UI correctness. | 6 stars · 2 forks | No one-command install · Source | |
| 583 | 59.029 | component-harvester-mcp-servermcp · front-end | Harvests React components from Aceternity UI and Shadcn UI, fetching code and metadata to generate integration prompts for AI agents. | 8 stars · 1 fork | No one-command install · Source | |
| 584 | 59.029 | mcp-ctf-challenge-servermcp · front-end | A vulnerable MCP server designed for educational CTF challenges. It demonstrates various MCP security vulnerabilities in a controlled environment. | 8 stars · 1 fork | No one-command install · Source | |
| 585 | 59.029 | radix-ui-mcp-servermcp · front-end | Enables AI assistants to access and work with Radix UI libraries (Themes, Primitives, Colors) by retrieving components, documentation, and… | 8 stars · 1 fork | No one-command install · Source | |
| 586 | 59.029 | fontlab-mcp-servermcp · front-end | Enables AI assistants to interact with FontLab for font design and manipulation, including querying font metadata, creating/modifying glyphs, applying… | 8 stars · 1 fork | No one-command install · Source | |
| 587 | 59.029 | hamen-android-adbmcp · front-end | Provides Android device automation through ADB integration, enabling screenshots, UI hierarchy dumps, key events, coordinate tapping, text input… | 8 stars · 1 fork | No one-command install · Source | |
| 588 | 59.029 | martinuslee-oh-my-keggmcp · front-end | Integrates with KEGG biological databases to provide access to pathways, genes, compounds, reactions, enzymes, diseases, drugs, and orthology data… | 8 stars · 1 fork | No one-command install · Source | |
| 589 | 59.029 | taste-bank-mcp-servermcp · front-end | Enables coding agents to browse, fetch, apply, and submit structured front-end style packs from the Taste Bank library. Provides tools for listing… | 8 stars · 1 fork | No one-command install · Source | |
| 590 | 59.040 | lorecraft-io-refero-designmcp · front-end | Searches the Refero Styles design catalog in plain English and generates DESIGN.md files with colors, typography, and spacing for any project. | 13 stars | No one-command install · Source | |
| 591 | 59.040 | the-designermcp · front-end | Enables generating UI design rules, fetching color palettes, and retrieving brand design references from over 328 brands. | 13 stars | No one-command install · Source | |
| 592 | 59.715 | mcp-architectmcp · front-end | Provides comprehensive architectural expertise through specialized agents, resources, and tools for generating, evaluating, and modifying… | 8 forks | No one-command install · Source | |
| 593 | 59.814 | huly-mcp-sdkmcp · front-end | The most complete MCP server for Huly, the open-source project management platform. It connects MCP-compatible clients to a Huly workspace, enabling… | 5 stars · 4 forks | No one-command install · Source | |
| 594 | 59.854 | runcuemcp · front-end | RunCue MCP enables coding agents to navigate, inspect, and verify iOS app UI using natural language tasks via WebDriverAgent. It provides tools for… | 14 stars | No one-command install · Source | |
| 595 | 60.035 | mcp-server-ddd-templatemcp · front-end | A template MCP server using Domain-Driven Design, providing Bitcoin fee recommendations and a health check tool. | 6 stars · 3 forks | No one-command install · Source | |
| 596 | 60.035 | ag-ui-chatbot-mcp-servermcp · front-end | Enables dynamic UI template generation through natural language using Model Context Protocol, supporting multiple AI model providers like Bedrock… | 6 stars · 3 forks | No one-command install · Source | |
| 597 | 60.035 | figma-mcp-write-bridgemcp · front-end | A Model Context Protocol server that enables AI agents to programmatically create, modify, and manage Figma documents via a WebSocket bridge and Figma… | 6 stars · 3 forks | No one-command install · Source | |
| 598 | 60.035 | blockout-mcpmcp · front-end | Enables AI agents to control the Blockout previs desktop app for AI filmmaking, allowing staging of 3D worlds, character animation, camera framing… | 6 stars · 3 forks | No one-command install · Source | |
| 599 | 60.035 | mcp-yfinance-uxmcp · front-end | Provides Bloomberg Terminal-style market data for AI agents, with formatted tables and navigable hierarchy (markets → sector → ticker). | 6 stars · 3 forks | No one-command install · Source | |
| 600 | 60.262 | game-thinkingmcp · front-end | Provides a structured tool for dynamic game design problem-solving, enabling developers to explore and iterate game mechanics through a sequential… | 7 stars · 2 forks | 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.