Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 201 | 80.456 | figma-mcp-write-servermcp · front-end | An MCP server that provides write access to Figma through the Plugin API, enabling AI agents to create, modify, and manage Figma designs… | 23 stars · 10 forks | No one-command install · Source | |
| 202 | 80.394 | tiagodanin-android-debug-bridgemcp · front-end | Integrates with Android devices through ADB commands to enable app management, UI interaction, screenshot capture, and automated testing workflows. | 32 stars · 5 forks | No one-command install · Source | |
| 202 | 80.394 | mb-dev-macos-ui-automationmcp · front-end | Enables desktop automation on macOS through native accessibility APIs for clicking UI elements, typing text, taking screenshots, and navigating… | 32 stars · 5 forks | No one-command install · Source | |
| 204 | 80.214 | pptmcpmcp · front-endalso listed as trsdn-powerpoint | Enables AI assistants to automate Microsoft PowerPoint through natural language, supporting slide creation, text formatting, charts, animations, and… | 36 stars · 4 forks | No one-command install · Source | |
| 206 | 80.042 | axiomatic-aimcp · front-endalso listed as axiomatic-mcp | Provides six specialized servers for scientific and engineering workflows including photonic circuit design with gdsfactory integration, document… | 22 stars · 10 forks | No one-command install · Source | |
| 208 | 80.021 | audio-file-mcp-appmcp · front-end | Enables playing and inspecting local audio files in an MCP host with an in-conversation UI showing waveform, spectrogram, and loudness metrics, while… | 43 stars · 3 forks | No one-command install · Source | |
| 209 | 79.931 | zym1998year-opticstudiomcp · front-end | Control Ansys Zemax OpticStudio for AI-assisted optical system design, analysis, and optimization via MCP. | 30 stars · 5 forks | No one-command install · Source | |
| 210 | 79.844 | artemsvit-figma-promcp · front-end | Integrates with Figma API to retrieve design files, extract design tokens and CSS properties, process designer comments for implementation… | 27 stars · 6 forks | No one-command install · Source | |
| 211 | 79.795 | mcpware-logoloommcp · front-end | Logo design and full brand kit generation with SVG creation, text-to-path conversion, and multi-format export. | 34 stars · 4 forks | No one-command install · Source | |
| 212 | 79.636 | aceternityui-mcpmcp · front-end | An MCP server that enables AI assistants to search, discover, and install Aceternity UI components programmatically. | 23 stars · 8 forks | No one-command install · Source | |
| 213 | 79.577 | ui-layouts-mcpmcp · front-end | Enables AI assistants to search, understand, and retrieve UI components from ui-layouts.com through tools like search, documentation, metadata, and… | 33 stars · 4 forks | No one-command install · Source | |
| 214 | 79.439 | lars-hagen-slack-usermcp · front-end | Integrates with Slack workspaces to enable user-level interactions like messaging, reactions, and channel management without bot permissions. | 11 stars · 12 forks | No one-command install · Source | |
| 215 | 79.113 | andreyskyfoxsidorov-unity-editormcp · front-end | Integrates with Unity Editor through HTTP transport to enable real-time GameObject manipulation, component management, asset control, scene… | 27 stars · 5 forks | No one-command install · Source | |
| 216 | 79.061 | funplay-mcp-for-godotmcp · front-end | The most advanced MCP server for Godot Editor that lets AI assistants operate directly inside your running Godot project for scene creation, script… | 37 stars · 3 forks | No one-command install · Source | |
| 217 | 78.896 | unity-biome-mcpmcp · front-end | MCP server for controlling the Unity Editor from AI clients. 140+ tools for scenes, GameObjects, components, assets, Shader Graph, PlayTest DSL… | 30 stars · 4 forks | No one-command install · Source | |
| 218 | 78.805 | youichi-uda-asepritemcp · front-end | MCP server for controlling Aseprite pixel art editor, enabling AI assistants to create and edit sprites and animations. | 26 stars · 5 forks | No one-command install · Source | |
| 218 | 78.805 | affinitymcpmcp · front-endalso listed as tacyan-affinity-design | Enables natural language control of Affinity Photo/Designer/Publisher and Canva workflows through MCP tools, supporting file operations, filters, and… | 26 stars · 5 forks | No one-command install · Source | |
| 221 | 78.726 | reallygood83-ui-expertmcp · front-end | Provides professional UI/UX design assistance through interface analysis, design system generation with multiple style variants, component improvement… | 22 stars · 7 forks | No one-command install · Source | |
| 222 | 78.510 | kazuph-macos-screenshotmcp · front-end | Captures and analyzes macOS screen content using TypeScript and OCR, enabling automated UI testing and visual data processing. | 23 stars · 6 forks | No one-command install · Source | |
| 222 | 78.510 | brick-builder-mcp-appmcp · front-end | A Three.js MCP server for designing 3D brick constructions, enabling AI or interactive placement of bricks through natural language and providing… | 23 stars · 6 forks | No one-command install · Source | |
| 224 | 78.407 | johnneerdael-netskope-mcpmcp · front-end | 🔒 ☁️ - An MCP to give access to all Netskope Private Access components within a Netskope Private Access environments including detailed setup… | 8 stars · 12 forks | No one-command install · Source | |
| 225 | 78.375 | kevinlin-spec-driven-devmcp · front-end | Transforms development from idea to implementation through structured phases including goal collection, EARS format requirements gathering, technical… | 21 stars · 7 forks | No one-command install · Source | |
| 226 | 78.374 | penpot-mcp-servermcp · front-endalso listed as penpot-mcp-server-2, zcube-penpot | Enables AI assistants to create, modify, and manage Penpot designs programmatically, providing full manipulation capabilities for the open-source… | 19 stars · 9 forks | No one-command install · Source | |
| 229 | 78.165 | openroadmcp · front-end | Interactive electronic design automation sessions for the OpenROAD RTL-to-GDS toolchain. | 15 stars · 10 forks | No one-command install · Source | |
| 230 | 78.097 | conorbronsdon-substack-mcpmcp · front-end | MCP server for Substack — read posts, manage drafts, publish Notes, get comments, and upload images. Safe by design: cannot publish or delete posts. | 22 stars · 6 forks | No one-command install · Source | |
| 231 | 77.842 | jimmy974-n8n-workflow-buildermcp · front-end | Enables creation and management of n8n workflows through a TypeScript-based server that provides tools for designing, validating, and exporting… | 18 stars · 9 forks | No one-command install · Source | |
| 232 | 77.779 | event-catalogmcp · front-end | Provides a dynamic event catalog server for querying and retrieving architectural metadata, enabling developers to explore complex event-driven system… | 23 stars · 5 forks | No one-command install · Source | |
| 233 | 77.771 | bearnetwork-brnkc-sketchupmcp · front-end | Enables AI control of 3D models in SketchUp through a WebSocket-based system that provides tools for creating, transforming, and modifying components… | 26 stars · 4 forks | No one-command install · Source | |
| 233 | 77.771 | dannyhw-react-native-storybookmcp · front-end | Integrates with Storybook to enable retrieval and management of stories from specified configuration directories, facilitating AI-assisted story… | 26 stars · 4 forks | No one-command install · Source | |
| 235 | 77.746 | mcp-apps-template-servermcp · front-end | A starter template for building MCP apps with React widgets, featuring tool execution, UI capability negotiation, and host integration. | 21 stars · 6 forks | No one-command install · Source | |
| 236 | 77.488 | databuttonmcp · front-end | Enables planning and scaffolding of business applications with React frontends and Python backends, helping developers establish structured… | 25 stars · 4 forks | No one-command install · Source | |
| 237 | 77.436 | sketchmcp · front-endalso listed as sketch-mcp-server | Processes Sketch design files by extracting internal structure, analyzing design elements, and rendering visual components as SVG images for… | 19 stars · 7 forks | No one-command install · Source | |
| 239 | 77.401 | sarthakkimtani-together-ai-image-generationmcp · front-end | Integrates with Together AI's Flux.1 Schnell model to generate images from text prompts for creative and visual design tasks. | 18 stars · 8 forks | No one-command install · Source | |
| 240 | 77.366 | lad-mcp-servermcp · front-end | A project-aware AI design and code review server that uses dual reviewers via OpenRouter to catch context-blind errors in AI-generated code… | 22 stars · 5 forks | No one-command install · Source | |
| 240 | 77.366 | nateweav-reclass-netmcp · front-end | Bridges ReClass.NET memory analysis tool with MCP clients through a dual-component architecture for reverse engineering workflows and game memory… | 22 stars · 5 forks | No one-command install · Source | |
| 242 | 77.322 | umshere-uiflowchartcreatormcp · front-end | Generates UI flowcharts based on input specifications, enabling visual representation of user interfaces and interactions for design communication and… | 11 stars · 10 forks | No one-command install · Source | |
| 243 | 77.286 | figma-context-mcpmcp · front-end | An MCP server that gives AI coding tools access to Figma design data for accurate one-shot implementation of designs. | 29 stars · 3 forks | No one-command install · Source | |
| 244 | 77.037 | autonomo-mcpmcp · front-end | Gives AI coding assistants live, structured access to running apps' state and UI elements, enabling real-time verification and interaction across web… | 36 stars · 2 forks | No one-command install · Source | |
| 245 | 76.863 | pmhw-wechat-automationmcp · front-end | Automates WeChat desktop application on Windows through UI element interaction, enabling message sending via clipboard-based text handling and process… | 17 stars · 8 forks | No one-command install · Source | |
| 246 | 76.745 | bradfair-cline-personasmcp · front-end | Implements a persona management system for dynamic AI behavior adjustment using reusable components and templates defined in .clinerules files. | 23 stars · 4 forks | No one-command install · Source | |
| 247 | 76.446 | archai-labs-sonarqube-metricsmcp · front-end | Integrates with SonarQube to provide code quality metrics like bugs, vulnerabilities, code smells, coverage, and duplication density at project and… | 14 stars · 9 forks | No one-command install · Source | |
| 248 | 76.366 | jyjune-mcp-vmsmcp · front-end | A Model Context Protocol (MCP) server designed to connect to a CCTV recording program (VMS) to retrieve recorded and live video streams. It also… | 17 stars · 7 forks | No one-command install · Source | |
| 249 | 76.331 | arikusi-nakkasmcp · front-end | Renders SVG graphics from declarative JSON configurations with CSS and SMIL animation support. | 22 stars · 4 forks | No one-command install · Source | |
| 250 | 76.278 | quincysx-easyeda-promcp · front-end | Bridges EasyEDA Pro with Claude through WebSocket for PCB design automation, schematic editing, component library management, and manufacturing… | 16 stars · 8 forks | No one-command install · Source | |
| 251 | 75.980 | patrickkabwe-rn-upgradermcp · front-end | Automates React Native project upgrades by analyzing codebases, checking for outdated dependencies, and streamlining the complex process of keeping… | 21 stars · 4 forks | No one-command install · Source | |
| 252 | 75.782 | bcefghj-math-animationmcp · front-endalso listed as math-animation-mcp | Generates Manim-based educational math animations from text descriptions, LaTeX formulas, PDFs, or images. | 16 stars · 7 forks | No one-command install · Source | |
| 254 | 75.737 | archiephan78-ssi-stockmcp · front-end | Provides a bridge to the SSI Financial Connector Data API for accessing Vietnamese stock market data, including securities listings, stock… | 17 stars · 6 forks | No one-command install · Source | |
| 254 | 75.737 | gif-creatormcp · front-end | Converts video files to high-quality GIF animations using FFmpeg with optimized palette generation, customizable FPS and dimensions, and precise… | 17 stars · 6 forks | No one-command install · Source | |
| 256 | 75.719 | frank-ay-mimomcp · front-end | Access Xiaomi MiMo multimodal AI with 11 tools for dialogue, image and video understanding, TTS, voice cloning, and voice design. | 30 stars · 2 forks | No one-command install · Source | |
| 257 | 75.436 | lysiuchenko-wpf-buddymcp · front-end | 200+ tools for WPF desktop app automation, semantic UI testing, accessibility auditing, and diagnostics via UI Automation. | 29 stars · 2 forks | No one-command install · Source | |
| 258 | 75.190 | arjuncodess-storyblokmcp · front-end | Integrates with Storyblok CMS for complete content management including story operations, publishing workflows, version control, asset handling… | 9 stars · 9 forks | No one-command install · Source | |
| 259 | 75.006 | ggerve-coding-standardsmcp · front-end | Provides coding style guidelines and best practices for Java, Python, and React in Markdown format to enhance development workflows and maintain… | 17 stars · 5 forks | No one-command install · Source | |
| 260 | 74.783 | bimgeek-specklemcp · front-end | Integrates with Speckle to enable querying and analyzing 3D design and AEC project data, including listing projects, retrieving details, searching by… | 14 stars · 8 forks | No one-command install · Source | |
| 261 | 74.652 | rpgmakerultimate-mcpmcp · front-end | Model Context Protocol server for RPG Maker MV project management. Provides 102 tools for actors, classes, skills, items, weapons, armors, enemies… | 21 stars · 3 forks | No one-command install · Source | |
| 261 | 74.652 | neverlow512-agent-droid-bridgemcp · front-end | Programmatic control of Android devices and emulators via ADB, exposing screen capture, touch input, app management, and UI inspection as structured… | 21 stars · 3 forks | No one-command install · Source | |
| 261 | 74.652 | kdoronin-figmamcp · front-end | Enables AI to interact with Figma design files through WebSocket communication, providing tools for document inspection, node manipulation, text… | 21 stars · 3 forks | No one-command install · Source | |
| 261 | 74.652 | jhawkins11-task-managermcp · front-end | Provides a bridge between AI code editors and project management capabilities, enabling complex feature planning with unlimited context window, task… | 21 stars · 3 forks | No one-command install · Source | |
| 265 | 74.594 | mcp-baepsaemcp · front-endalso listed as oozoofrog-baepsae | Local MCP server for iOS Simulator and macOS app automation with a TypeScript MCP layer and Swift native bridge. Enables UI inspection, input… | 26 stars · 2 forks | No one-command install · Source | |
| 267 | 74.510 | adapoet-fabric-pattern-toolsmcp · front-end | Exposes Fabric design patterns as executable tools that can be discovered and run directly within development workflows, with automatic pattern… | 18 stars · 4 forks | No one-command install · Source | |
| 267 | 74.510 | bacoco-ai-expert-workflowmcp · front-end | Facilitates structured product development through specialized AI roles (Product Manager, UX Designer, Software Architect) that generate documentation… | 18 stars · 4 forks | No one-command install · Source | |
| 269 | 74.488 | nnemirovsky-iwdp-mcpmcp · front-end | iOS Safari debugging via ios-webkit-debug-proxy — MCP server with full WebKit Inspector Protocol support (DOM, CSS, Network, Storage, Debugger, and… | 15 stars · 6 forks | No one-command install · Source | |
| 270 | 74.288 | dattmavis-bpmn-workflow-designermcp · front-end | Enables creation and manipulation of BPMN 2.0 workflow diagrams using the bpmn-js library, providing tools for adding process elements, connecting… | 12 stars · 8 forks | No one-command install · Source | |
| 271 | 74.139 | dividduang-uiautomation-windowsmcp · front-end | Provides Windows UI automation capabilities through the Python UIAutomation library, enabling control finding, interaction, screenshots, and window… | 20 stars · 3 forks | No one-command install · Source | |
| 271 | 74.139 | e-language-codex-mcpmcp · front-end | Enables Codex to read, write, and design windows for E-language (易语言) programs using official IDE APIs, allowing natural language control of… | 20 stars · 3 forks | No one-command install · Source | |
| 273 | 74.070 | kicad-mcp-promcp · front-end | AI-powered PCB and schematic design with KiCad. Works with Claude, Cursor, VS Code, Claude Code, and any MCP-compatible client. | 2 stars · 13 forks | No one-command install · Source | |
| 274 | 73.972 | nyaoouo-ida-pro-supervisormcp · front-end | Headless supervisor for multiple IDA Pro 9.x worker processes via idalib, with browser UI for instance management and HTTP plus stdio transports. | 17 stars · 4 forks | No one-command install · Source | |
| 275 | 73.690 | screenmonitormcpmcp · front-end | Enables real-time screen monitoring, UI element analysis, and predictive user behavior learning for AI assistants. | 1 star · 16 forks | No one-command install · Source | |
| 276 | 73.387 | maya-mcpmcp · front-end | A local Model Context Protocol server for controlling Autodesk Maya, providing typed tools for scene, modeling, animation, and more without Maya… | 16 stars · 4 forks | No one-command install · Source | |
| 276 | 73.387 | gh-thecombatwombat-replicantmcp · front-end | Build, test, and debug Android apps through AI-driven emulator control and UI automation. | 16 stars · 4 forks | No one-command install · Source | |
| 276 | 73.387 | mcpware-ui-annotatormcp · front-end | Adds interactive hover annotations to web pages via a reverse proxy, enabling AI assistants to reference visible UI elements. | 16 stars · 4 forks | No one-command install · Source | |
| 279 | 72.929 | ageniti-agenitimcp · front-end | SDK that exposes React and TypeScript app actions as MCP tools without restructuring the application. | 31 stars · 1 fork | No one-command install · Source | |
| 280 | 72.722 | figma-ai-bridgemcp · front-end | Enables AI assistants to control Figma in real-time through Model Context Protocol, allowing design creation, editing, and reading operations directly… | 15 stars · 4 forks | No one-command install · Source | |
| 280 | 72.722 | bobvasic-glm-architecture-consultantmcp · front-end | Bridges Claude with GLM-4.6 (Zhipu AI's model) to provide enterprise software architecture consulting through four specialized tools for general… | 15 stars · 4 forks | No one-command install · Source | |
| 280 | 72.722 | 2niuhe-plantuml-webmcp · front-end | A web-based PlantUML frontend with MCP server integration, enable plantuml image generation and plantuml syntax validation. | 15 stars · 4 forks | No one-command install · Source | |
| 283 | 72.644 | kernelcadmcp · front-end | Enables agent-driven CAD design through deterministic source files (.kcad.ts), including model evaluation, validation, and export to STEP/STL via MCP… | 17 stars · 3 forks | No one-command install · Source | |
| 283 | 72.644 | hadoyun-mixamomcp · front-end | Integrates with Adobe Mixamo animation library for Unity projects. | 17 stars · 3 forks | No one-command install · Source | |
| 283 | 72.644 | wheattoast11-runway-luma-video-genmcp · front-end | Integrates with RunwayML and Luma AI to generate, manage, and enhance videos and images with features like text-to-video conversion, image animation… | 17 stars · 3 forks | No one-command install · Source | |
| 286 | 72.130 | gh-elsahafy-ux-toolkitmcp · front-endalso listed as ux-mcp-server | UX design toolkit with 28 knowledge resources, 23 analysis tools, and 4 workflow prompts. | 28 stars · 1 fork | No one-command install · Source | |
| 288 | 72.112 | miapre-html-to-figmamcp · front-end | Translate HTML prototypes into Figma using real design system components and tokens. | 13 stars · 5 forks | No one-command install · Source | |
| 288 | 72.112 | dojoengine-senseimcp · front-end | Provides specialized guidance for Starknet ecosystem development with Cairo programming and Entity Component System (ECS) framework expertise through… | 13 stars · 5 forks | No one-command install · Source | |
| 290 | 72.094 | figma-mcp-gomcp · front-end | Figma MCP server with full read/write access via plugin bridge — no API token, no rate limits. 83 tools for design automation: styles, variables… | 12 stars · 6 forks | No one-command install · Source | |
| 290 | 72.094 | gh-comol-1c-designer-toolsmcp · front-end | Executes code, queries, and diagnostics in 1C:Enterprise ERP systems. | 12 stars · 6 forks | No one-command install · Source | |
| 292 | 72.091 | freepikmcp · front-end | Integrates with Freepik's API for searching and downloading icons, managing design resources, and generating images through text-to-image capabilities… | 68 stars | No commit datelisted | No one-command install · Source |
| 293 | 71.892 | ynivin-waveformmcp · front-end | Analyzes RTL waveform files from hardware simulations using WAL engine, providing signal discovery with regex filtering, transition analysis within… | 14 stars · 4 forks | No one-command install · Source | |
| 293 | 71.892 | ingipsa-kitsumcp · front-end | Manages animation and VFX production pipelines through the Kitsu production tracking platform. | 14 stars · 4 forks | No one-command install · Source | |
| 295 | 71.864 | sap-ui5-web-componentsmcp · front-endalso listed as ui5-webcomponents-mcp-server | Development assistance for building applications with SAP UI5 Web Components. | 19 stars · 2 forks | No one-command install · Source | |
| 295 | 71.864 | maketmcp · front-end | Local-first visual design workspace for AI assistants. Compose wireframes and branded multi-page HTML/CSS documents with live preview, annotations… | 19 stars · 2 forks | No one-command install · Source | |
| 298 | 71.577 | prismatic-prismmcp · front-end | Local MCP server that wraps Prismatic's Prism CLI tool for code-native integration and custom component development. | 26 stars · 1 fork | No one-command install · Source | |
| 299 | 71.394 | sonicbotman-wiki-kbmcp · front-end | AI-maintained markdown knowledge base with a dual-layer Compiled Truth and Timeline design for tracking knowledge changes and sources. | 15 stars · 3 forks | No one-command install · Source | |
| 299 | 71.394 | dinesh-satram-fitness-coachmcp · front-end | Provides personalized fitness coaching through workout and nutrition plan generation, activity logging, progress tracking, and feedback collection… | 15 stars · 3 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.