Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 101 | 22.557 | audit-ledger-mcpmcp · front-end | Tamper-evident audit logging for AI decisions. Three tools (record_decision, verify_decision, list_decisions) write to a regulator-grade ledger built… | 1 star | No one-command install · Source | |
| 102 | 22.557 | eidola-mcp-servermcp · front-end | Middleware that gives AI personas a visible, reactive presence inside editors like Cursor, Claude Code, and Cowork. | 1 star | No one-command install · Source | |
| 103 | 22.557 | genablemcp · front-end | AI-powered Figma plugin and MCP server for generating production-ready UI designs from text prompts with proper Auto Layout and components. | 1 star | No one-command install · Source | |
| 104 | 22.557 | aider-repomapper-mcp-servermcp · front-end | Generates optimized repository maps and enables identifier search with graph-ranking, designed for efficient LLM context caching and codebase… | 1 star | No one-command install · Source | |
| 105 | 22.557 | coss-ui-mcpmcp · front-end | MCP server for the coss ui design system, enabling AI agents to fetch components, props, and design tokens on demand for accurate, low-cost code… | 1 star | No one-command install · Source | |
| 106 | 22.557 | yudao-pilot-mcpmcp · front-end | Workspace-aware MCP server for the yudao/ruoyi-vue-pro ecosystem that helps AI coding tools identify backend, frontend, and database configurations so… | 1 star | No one-command install · Source | |
| 107 | 22.557 | dsk-mcpmcp · front-end | An MCP server that gives AI assistants structured access to a design system's tokens, components, guidelines, and patterns, enabling them to read… | 1 star | No one-command install · Source | |
| 108 | 22.557 | lpc-character-mcpmcp · front-end | Generates random Universal LPC spritesheet characters as full animation PNGs, compositing real sprite layers via a Cloudflare Worker with browser… | 1 star | No one-command install · Source | |
| 109 | 22.557 | design-dna-mcpmcp · front-end | Extracts reusable UI patterns from websites into a searchable library using Playwright and Claude, enabling natural-language queries like 'find… | 1 star | No one-command install · Source | |
| 110 | 22.557 | loupe-mcpmcp · front-end | Turns product feedback pinned to a live UI into an actionable backlog for Claude Code — list comments, open one with its target element's HTML… | 1 star | No one-command install · Source | |
| 111 | 22.557 | ghost-styling-mcpmcp · front-end | Enables styling and management of Ghost blogs by providing vision of the live page (markup and CSS) for accurate CSS targeting, along with tools for… | 1 star | No one-command install · Source | |
| 112 | 22.557 | arch-viewermcp · front-end | Provides AI-powered architecture analysis and visualization of codebases, exposing 17 MCP tools for querying components, dependencies, and generating… | 1 star | No one-command install · Source | |
| 113 | 22.557 | stellify-mcp-servermcp · front-end | Enables AI assistants to incrementally build Laravel and Vue.js applications by creating file structures, methods, and code through natural… | 1 star | No one-command install · Source | |
| 114 | 22.557 | dotvvm-docs-mcpmcp · front-end | Enables AI assistants to access DotVVM UI control documentation, including listing controls and retrieving detailed docs with code samples. | 1 star | No one-command install · Source | |
| 115 | 22.557 | crowd-test-mcpmcp · front-end | Enables AI assistants to unleash a crowd of role-played virtual users — impatient shoppers, seniors, keyboard-only users, privacy hawks, chaos monkeys… | 1 star | No one-command install · Source | |
| 116 | 22.557 | kiyasmcp · front-end | AI design fidelity — compare Figma designs or screenshots against the rendered implementation and get structured discrepancies. Uses your Claude Code… | 1 star | No one-command install · Source | |
| 117 | 22.557 | stoners-designmcp · front-end | MCP server providing 51 design skills covering product thinking, UX, visual design, Figma, frontend, motion, branding, and portfolio storytelling… | 1 star | No one-command install · Source | |
| 118 | 22.557 | fusion-svg-mcpmcp · front-end | MCP server that generates Disler-style fusion-harness README diagrams with dark GitHub chrome, monospace type, role colors, and CSS flow animations. | 1 star | No one-command install · Source | |
| 119 | 22.557 | luia-mcp-servermcp · front-end | Enables Claude to access and update a team's design knowledge stored in a local Markdown folder, including searching decisions and recording new… | 1 star | No one-command install · Source | |
| 120 | 22.557 | framebench-mcp-servermcp · front-end | Estimates FPS ranges for games on any GPU or Apple Silicon, identifies the limiting component, and provides settings levers to improve performance. | 1 star | No one-command install · Source | |
| 121 | 22.557 | lanhu-mcpmcp · front-end | Converts a Lanhu design page into a Unity UGUI prefab YAML snapshot, enabling Unity developers to generate UI prefabs from Lanhu designs. | 1 star | No one-command install · Source | |
| 122 | 22.557 | echobt-figma-mcpmcp · front-end | Enables offline reading and rendering of Figma .fig files, allowing AI agents to extract design specs, export assets, and generate code without… | 1 star | No one-command install · Source | |
| 123 | 22.557 | ppt-design-mcpmcp · front-end | Template-driven PowerPoint design MCP server for Windows, enabling slide creation and manipulation via COM automation. | 1 star | No one-command install · Source | |
| 124 | 22.557 | md3-docs-mcpmcp · front-end | Provides AI assistants access to live Material Design 3 documentation including Foundations, Styles, and Components, returning official content as… | 1 star | No one-command install · Source | |
| 125 | 22.557 | windui-mcpmcp · front-end | Provides AI assistants with offline, deterministic access to WindUI's structured metadata for component, theme, and icon lookup, enabling accurate UI… | 1 star | No one-command install · Source | |
| 126 | 22.557 | thisispaper-mcpmcp · front-end | Enables searching and retrieving curated architecture, design, photography, and art projects from the Thisispaper archive, with tools for project… | 1 star | No one-command install · Source | |
| 127 | 22.557 | next-design-overlaymcp · front-end | MCP server for Next.js design overlay, enabling AI agents to query visual UI tasks, fetch annotated snapshots, and mark tasks as resolved. | 1 star | No one-command install · Source | |
| 128 | 22.557 | gdotmcpmcp · front-end | MCP server providing 174 tools for AI-powered Godot 4 development, enabling scene manipulation, scripting, animation, runtime analysis, and more. | 1 star | No one-command install · Source | |
| 129 | 22.557 | cictikzmcp · front-end | MCP server for AI-driven TikZ circuit schematics. Enables assistants to render TikZ figures, list symbols, get style guides, and iterate on designs. | 1 star | No one-command install · Source | |
| 130 | 22.557 | quartus-lmcp-servermcp · front-end | Enables automation of Intel/Altera Quartus FPGA design flow including project management, compilation, simulation, timing analysis, and programming… | 1 star | No one-command install · Source | |
| 131 | 22.557 | mcpserver-localmcp · front-end | A local Python MCP server that provides basic tools like greet, add_numbers, and system_info, designed for process-based connections via stdin/stdout. | 1 star | No one-command install · Source | |
| 132 | 22.557 | cc-mvpmcp · front-end | A Cocos Creator 3.8 editor extension that exposes scene, node, component, prefab, preview, build, asset, and debug operations as MCP tools for AI… | 1 star | No one-command install · Source | |
| 133 | 22.557 | blocks-translation-mcpmcp · front-end | Finds new UI translation keys in your codebase, dedup-checks them against a Blocks/UILM tenant, and generates the JSON the Blocks portal expects for… | 1 star | No one-command install · Source | |
| 134 | 22.557 | lemamcp · front-end | Your coding agent can read the code. It can't read the argument behind it. lema-mcp gives your agent the recorded why — and the alternatives a project… | 1 star | No one-command install · Source | |
| 135 | 22.557 | fontforge-mcpmcp · front-end | Exposes FontForge as MCP tools for designing, repairing, and building fonts, with PNG previews to visually verify glyphs and compiled fonts. | 1 star | No one-command install · Source | |
| 136 | 22.557 | uxloommcp · front-end | Enables agents to validate UI designs for missing states, accessibility issues, and journey completeness using state machine modeling. | 1 star | No one-command install · Source | |
| 137 | 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 | |
| 138 | 22.557 | pholly-figma-mcpmcp · front-end | Local-first MCP bridge for live Figma documents, enabling design inspection, editing, asset export, component authoring, and variable management… | 1 star | No one-command install · Source | |
| 139 | 22.557 | osf-cli-gomcp · front-end | Read-only MCP tools for authenticated Open Science Framework projects, components, files, and contributors. | 1 star | No one-command install · Source | |
| 140 | 22.557 | ios-agentmcp · front-end | Exposes native iPhone device services and UI automation through MCP, enabling agents to inspect and control trusted iPhones via a unified interface. | 1 star | No one-command install · Source | |
| 141 | 22.557 | design-compare-mcpmcp · front-end | An MCP server that measures how faithfully one UI reproduces another, returning a score and actionable findings for improvement. | 1 star | No one-command install · Source | |
| 142 | 22.557 | kamernet-mcpmcp · front-end | Enables AI agents to search Dutch housing listings on Kamernet.nl, retrieve full listing details, and optionally reply to landlords; designed for… | 1 star | No one-command install · Source | |
| 143 | 22.557 | crux-mcp-servermcp · front-end | Federates UI component registries, enabling AI agents to fetch exact component code, dependencies, and setup prerequisites directly into the… | 1 star | No one-command install · Source | |
| 144 | 22.557 | javascript-mcp-servermcp · front-end | Deterministic MCP server for semantic analysis of JavaScript/TypeScript codebases, including frameworks like Vue, Angular, React, and Node. It… | 1 star | No one-command install · Source | |
| 145 | 22.557 | stuntdouble-mcpmcp · front-end | Deploys AI user personas to validate user journeys at scale, surfacing UX friction before real users encounter it. | 1 star | No one-command install · Source | |
| 146 | 22.557 | stunt-doublemcp · front-end | Deploy AI user personas to validate user journeys at scale and find UX friction before real users do. | 1 star | No one-command install · Source | |
| 147 | 22.557 | source-partsmcp · front-end | Enables AI assistants to search millions of electronic components, compare prices, check availability, and process bills of materials from major EDA… | 1 star | No one-command install · Source | |
| 148 | 22.557 | inochi-creator-mcpmcp · front-end | Enables live operation of a patched Inochi Creator through MCP, providing tools for project management, node editing, parameter control, animation… | 1 star | No one-command install · Source | |
| 149 | 22.557 | figma-console-mcp-servermcp · front-end | Bridges AI assistants with Figma for design system extraction, bidirectional token sync, visual debugging, and design creation. | 1 star | No one-command install · Source | |
| 150 | 22.557 | lando-labs-lando-ds-mcpmcp · front-end | MCP server for the Lando Labs Design System, enabling AI agents to introspect and generate code for React components, hooks, icons, design tokens, and… | 1 star | No one-command install · Source | |
| 151 | 22.557 | pythermocalcdb-nasa-mcpmcp · front-end | Enables thermodynamic property calculations (H, S, G, Cp, reaction equilibrium) using NASA-9 polynomial data through natural language or… | 1 star | No one-command install · Source | |
| 152 | 22.557 | mingtu-aimcp · front-end | An AI apprentice system that allows users to train AI through demonstration, correction, and review, with structured task execution and emphasis on… | 1 star | No one-command install · Source | |
| 153 | 22.557 | orchestruimcp · front-end | Provides read-only MCP tools for discovering UI libraries, recommending minimal compatible UI stacks, and auditing plans to enforce deterministic UI… | 1 star | No one-command install · Source | |
| 154 | 22.557 | photoshop-full-mcpmcp · front-end | Enables natural-language control of Adobe Photoshop 2026 through a local, capability-gated MCP server and UXP bridge, supporting document editing… | 1 star | No one-command install · Source | |
| 155 | 22.557 | token-reconciler-mcpmcp · front-end | Enables AI agents to compare design tokens from multiple sources, retrieve prior reconciliation runs, and get detailed per-conflict breakdowns with… | 1 star | No one-command install · Source | |
| 156 | 22.557 | figma-tunnel-mcpmcp · front-end | Enables AI agents to control and export from Figma via WebSocket, with optional Cloudflare tunnel for remote access. | 1 star | No one-command install · Source | |
| 157 | 22.557 | collectuimcp · front-end | Enables coding agents to turn CollectUI links or any image/GIF/video URL into a detailed design and motion brief with measured timings, easing curves… | 1 star | No one-command install · Source | |
| 158 | 22.557 | cas-studiomcp · front-end | Enables AI hosts to design and simulate complex adaptive systems, including managing agent types, running simulations, and analyzing emergent… | 1 star | No one-command install · Source | |
| 159 | 22.557 | verificate-mcpmcp · front-end | Verificate combines 17 applications each designed to address a separate issue with AI Coding supported with a Frontier AI Model. This allows you to… | 1 star | No one-command install · Source | |
| 160 | 22.557 | mcp-vroidmcp · front-end | Enables MCP clients to drive VRoid Studio's GUI by launching the app, capturing screenshots, locating UI elements via OCR/color, and simulating… | 1 star | No one-command install · Source | |
| 161 | 22.557 | blender-studio-pro-mcpmcp · front-end | This MCP server enables complete control of Blender from any MCP client, offering 221 dedicated tools and a universal bridge for 1,500–2,500+ bpy.ops… | 1 star | No one-command install · Source | |
| 162 | 22.557 | softautomcp · front-end | Enables AI agents to perform deterministic Windows desktop and browser automation through MCP, using pre-validated UI Automation and DOM locators for… | 1 star | No one-command install · Source | |
| 163 | 22.557 | bongocat-mcpmcp · front-end | Unifies multiple BongoCat desktop pets into MCP tools, enabling LLM clients to control cat animations, typing, expressions, and chat bubbles via a… | 1 star | No one-command install · Source | |
| 164 | 22.557 | getfacade-mcpmcp · front-end | Enables an AI agent to create a building from a photo, generate a facade design, and order a line-by-line cost estimate and documentation album, using… | 1 star | No one-command install · Source | |
| 165 | 22.557 | jlceda-mcpmcp · front-end | Enables Claude Code to directly operate 嘉立创EDA Professional for reading PCB/schematic designs, moving components, routing tracks, placing vias… | 1 star | No one-command install · Source | |
| 166 | 22.557 | lanhu-mcp-servermcp · front-end | Enables AI coding tools to read Lanhu design data and automate Design to Code, including project browsing, layer tree extraction, DDS semantic… | 1 star | No one-command install · Source | |
| 167 | 22.557 | orchestratekit-mcpmcp · front-end | Enables Cursor and Claude Desktop to design production-ready AI workflows by exposing a structured registry of components, edges, stacks, routes, and… | 1 star | No one-command install · Source | |
| 168 | 22.557 | tell-ai-ui-criticmcp · front-end | An MCP server that captures rendered UI, diagnoses design tells and consistency drift, and generates redesign diffs from natural language art… | 1 star | No one-command install · Source | |
| 169 | 22.557 | screen-usemcp · front-end | Enables AI agents to see, locate UI elements, and operate any Windows desktop app through natural language, using accessibility-tree matching with… | 1 star | No one-command install · Source | |
| 170 | 22.557 | human-design-mcpmcp · front-end | Compute Human Design charts, cycle returns, transits, synthesis, and chart comparison natively inside AI assistants. | 1 star | No one-command install · Source | |
| 171 | 22.557 | a1-gallery-mcp-servermcp · front-end | Provides curated real website design references with structured JSON data on type, spacing, palette, and layout. Enables AI agents to search, browse… | 1 star | No one-command install · Source | |
| 172 | 22.557 | cross-dev-mcpmcp · front-end | Enables cross-platform real device debugging for React Native development, supporting Android, iOS, and HarmonyOS with real-time connection status… | 1 star | No one-command install · Source | |
| 173 | 22.557 | homespunmcp · front-end | Hand a human a rich interactive UI by URL from any MCP client and get structured data back: forms, approvals, surveys, pickers, editable lists… | 1 star | No one-command install · Source | |
| 174 | 22.557 | gimp-local-mcpmcp · front-end | Enables controlling GIMP 3 locally through natural language, providing tools for image editing, layer management, selections, and PDB procedure… | 1 star | No one-command install · Source | |
| 175 | 22.557 | markapatent-mcpmcp · front-end | Enables searching Turkish patent, trademark, and industrial design data via the TÜRKPATENT database using the MCP protocol. | 1 star | No one-command install · Source | |
| 176 | 22.557 | gh-andrianagnostic63-turkpatentmcp · front-end | Search the Turkish Patent and Trademark Office database for trademarks, patents, and industrial designs. | 1 star | No one-command install · Source | |
| 177 | 22.557 | blueprint-modularmcp · front-end | Read-only catalog of the @blueprint-modular/core design system (104 components). Four tools — list/search/get components and suggest compositions… | 1 star | No one-command install · Source | |
| 178 | 22.557 | css-mcp-servermcp · front-end | Enables CSS analysis with 150+ metrics, MDN documentation retrieval, and browser compatibility checks for CSS properties. | 1 star | No one-command install · Source | |
| 179 | 22.557 | godprompt-mcp-servermcp · front-end | Provides tools to retrieve the GodPrompt universal system prompt and its components (core skill, protocols, gates, anti-patterns) for AI software… | 1 star | No one-command install · Source | |
| 180 | 22.557 | cohereon-manifoldmcp · front-end | Provides access to the Cohereon Doctrine AI safety framework with governance components, tiered access, and agent onboarding. | 1 star | No one-command install · Source | |
| 181 | 22.557 | maryslabmcp · front-end | MCP server for computational color science, offering 32 tools for spectral palette design, illuminant robustness certification, metamerism analysis… | 1 star | No one-command install · Source | |
| 182 | 22.557 | doigetmcp · front-end | Converts DOIs and arXiv IDs into local PDFs via official open-access APIs, designed as an agent-facing companion for academic paper retrieval. | 1 star | No one-command install · Source | |
| 183 | 22.557 | kip-mcp-servermcp · front-end | An MCP server that lets an AI assistant look at your boat's Signal K data and help you design and install KIP dashboards. | 1 star | No one-command install · Source | |
| 184 | 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 | |
| 185 | 22.557 | petal-components-mcpmcp · front-end | Provides Phoenix LiveView component schemas from petal_components to AI coding assistants. | 1 star | No one-command install · Source | |
| 186 | 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 | |
| 187 | 22.557 | manim-servermcp · front-end | An MCP server that enables creating and rendering Manim animations by building scenes with code sections and generating MP4 videos. | 1 star | No one-command install · Source | |
| 188 | 22.557 | eph-contextmcp · front-end | Provides official INDEC register designs and methodological rules to AI models, enabling accurate EPH data analysis code (R/Python) without… | 1 star | No one-command install · Source | |
| 189 | 22.557 | neuronscope-mcp-servermcp · front-end | MCP server for analyzing transformer language model internals, exposing tools to trace attention heads and neurons responsible for predictions, get… | 1 star | No one-command install · Source | |
| 190 | 22.557 | dcc-mcp-substance3d-designermcp · front-end | Adapter that runs an MCP server inside Substance 3D Designer, enabling tools to inspect and interact with the active designer session and its packages… | 1 star | No one-command install · Source | |
| 191 | 22.557 | symbols-mcpmcp · front-end | MCP server for the Symbols.app platform, enabling AI coding assistants to search docs, generate components, audit code, manage projects, and deploy… | 1 star | No one-command install · Source | |
| 192 | 23.374 | devbrother2024-generate-imagemcp · front-end | Provides image generation capabilities by connecting to various models via Gradio clients, enabling creation of images from text prompts for creative… | 1 fork | No one-command install · Source | |
| 193 | 23.374 | nikhil-ganage-airflow-tokenmcp · front-end | Integrates with Apache Airflow through Bearer token authentication to provide DAG operations, task instance management, connection handling, variable… | 1 fork | No one-command install · Source | |
| 194 | 23.374 | spectrum-2-mcp-servermcp · front-end | An MCP server that provides comprehensive access to Adobe Spectrum 2 UI components with complete component coverage and lightning-fast performance via… | 1 fork | No one-command install · Source | |
| 195 | 23.374 | aceternityui-mcp-servermcp · front-end | Provides access to Aceternity UI component library documentation, enabling AI assistants to browse, search, and retrieve detailed information about… | 1 fork | No one-command install · Source | |
| 196 | 23.374 | psd-mcp-servermcp · front-end | Enables parsing of PSD files and extraction of layer information, design tokens, and assets to assist LLMs in converting designs to code. | 1 fork | No one-command install · Source | |
| 197 | 23.374 | canteen-menu-mcp-app-servermcp · front-end | Displays daily canteen menus with images, ordering, and reaction features, integrating with host theme. | 1 fork | No one-command install · Source | |
| 198 | 23.374 | figma-mcp-2mcp · front-end | Enables Claude to create and edit Figma designs in real time through MCP tools, allowing natural language commands for generating slides, charts, and… | 1 fork | No one-command install · Source | |
| 199 | 23.374 | jeenyjai-desktop-ui-test-utilsmcp · front-end | Windows desktop UI automation with screenshots, window management, mouse and keyboard input, UI Automation tree inspection, and OCR for automated… | 1 fork | No one-command install · Source | |
| 200 | 23.374 | vastu-compliance-mcp-servermcp · front-end | An MCP server for checking architectural designs against Vastu principles, integrating with Autodesk tools to provide deterministic compliance scoring… | 1 fork | 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.