Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 701 | 69.349 | kegg-mcp-server-2mcp · front-end | Enables natural language querying and analysis of KEGG biological databases, including pathways, genes, compounds, reactions, diseases, and drugs. | 11 stars · 4 forks | No one-command install · Source | |
| 702 | 69.349 | jaklys-lvgl-esp32-simulatormcp · front-end | Headless LVGL simulator for ESP32 UI development that compiles C code, renders PNG screenshots, and exports widget trees without physical hardware. | 11 stars · 4 forks | No one-command install · Source | |
| 703 | 69.349 | mmatczuk-jiramcp · front-end | Integrates with Jira using 3 focused tools designed for minimal context overhead in issue management. | 11 stars · 4 forks | No one-command install · Source | |
| 704 | 69.545 | zukai-frontend-reviewmcp · front-end | Provides visual verification for UI edit requests by comparing before/after screenshots and analyzing whether changes satisfy the original… | 15 stars · 2 forks | No one-command install · Source | |
| 705 | 69.545 | mcp-affinity-designer-servermcp · front-end | This MCP server enables AI assistants to interact with Affinity Designer for document manipulation, layer management, export operations, and tool… | 15 stars · 2 forks | No one-command install · Source | |
| 706 | 69.545 | krds-mcp-servermcp · front-end | Provides Korean government design system (KRDS) guidelines to AI models via MCP, enabling AI assistants to comply with KRDS standards when developing… | 15 stars · 2 forks | No one-command install · Source | |
| 707 | 69.545 | 317431629-3dsmaxmcp · front-end | Enables AI-controlled Autodesk 3ds Max with 25 tools for scene management, object creation, materials, lighting, and animation. | 15 stars · 2 forks | No one-command install · Source | |
| 708 | 69.545 | codesign-mcpmcp · front-end | Local MCP server for Tencent CoDesign sharing links, exposing artboards, layer specs, preview images, and exported slices to support design-to-code… | 15 stars · 2 forks | No one-command install · Source | |
| 709 | 69.750 | nanameru-nextjs-docsmcp · front-end | Provides structured access to Next.js documentation URLs organized by categories including routing, data fetching, API routes, deployment, and… | 13 stars · 3 forks | No one-command install · Source | |
| 710 | 69.750 | benedictdebrah-materials-projectmcp · front-end | Provides direct access to the Materials Project database for querying crystal structures, electronic properties, phonon data, magnetic properties, and… | 13 stars · 3 forks | No one-command install · Source | |
| 711 | 69.786 | pixelml-reachy-minimcp · front-end | Controls Reachy Mini humanoid robots with dance choreography, emotional expressions, head movements, camera capture, and local text-to-speech with… | 21 stars · 1 fork | No one-command install · Source | |
| 712 | 69.986 | seanmcloughlin-vcd-waveform-analyzermcp · front-end | Enables querying and analysis of digital signal data from Value Change Dump (VCD) waveforms for applications in digital design, hardware verification… | 10 stars · 6 forks | No one-command install · Source | |
| 713 | 70.137 | diptrace-mcpmcp · front-end | Enables reading, analysis, and safe modification of DipTrace PCB designs via natural language, with live integration and offline XML support. | 22 stars · 1 fork | No one-command install · Source | |
| 714 | 70.210 | mcp-mt5mcp · front-end | Model Context Protocol server for the MetaTrader 4/5 build pipeline, enabling LLM-driven compilation, deployment, backtesting, and log tailing without… | 16 stars · 2 forks | No one-command install · Source | |
| 715 | 70.328 | augmented-nature-reactomemcp · front-end | Integrates with Reactome's curated biological pathway database to search pathways by keywords, genes, or diseases, retrieve detailed pathway… | 12 stars · 4 forks | No one-command install · Source | |
| 716 | 70.476 | datanexus-mcpmcp · front-end | 55 tools. Verified public data — CVE/SBOM security audits, licence compliance, frontend security scanning, nonprofit 990 filings, federal contracts… | 7,821 installs | No commit datelisted | No one-command install · Source |
| 717 | 70.564 | magic-uimcp · front-end | Fetches and categorizes Magic UI components from GitHub, providing a standardized way for developers to discover and integrate pre-built UI elements… | 14 stars · 3 forks | No one-command install · Source | |
| 718 | 70.564 | atharva-gundawar-macos-guimcp · front-end | Enables AI assistants to control macOS applications by capturing screenshots, identifying UI elements, and automating mouse and keyboard actions… | 14 stars · 3 forks | No one-command install · Source | |
| 719 | 70.564 | bbernstein-lacylightsmcp · front-end | Integrates with LacyLights theatrical lighting systems to automate DMX fixture management, generate lighting designs from script analysis, and create… | 14 stars · 3 forks | No one-command install · Source | |
| 720 | 70.564 | meshy-youtube-mcpmcp · front-end | Enables generating 3D models from text prompts, rendering turntable animations, and uploading them directly to YouTube via an MCP interface. | 14 stars · 3 forks | No one-command install · Source | |
| 721 | 70.949 | kicad-jlcpcbmcp · front-end | Automates PCB design from idea to fabrication: sources JLCPCB parts, fetches pin maps from EasyEDA, places and wires footprints in KiCad, and hands… | 24 stars · 1 fork | No one-command install · Source | |
| 722 | 71.077 | yuki-yano-spec-driven-developmentmcp · front-end | Enforces structured software development workflows through 10 specialized tools that guide projects from specification to test-driven implementation… | 13 stars · 4 forks | No one-command install · Source | |
| 723 | 71.115 | echoxiawan-figmamcp · front-end | Integrates with Figma's design API to extract images, styles, SVG data, and design elements from Figma files for automated design asset extraction and… | 11 stars · 6 forks | No one-command install · Source | |
| 724 | 71.294 | longnguyen0612-v0-platformmcp · front-end | Generates multi-screen UI prototypes and manages incremental development workflows using Vercel's v0 model API. | 25 stars · 1 fork | No one-command install · Source | |
| 725 | 71.294 | design-system-analyzermcp · front-end | Analyzes React component files and design tokens to provide accurate component properties and styling information for precise UI code generation and… | 25 stars · 1 fork | No one-command install · Source | |
| 726 | 71.333 | plantontologymcp · front-end | Enables querying a plant knowledge graph for companion planting, climate suitability, and landscape design recommendations via natural language. | 18 stars · 2 forks | No one-command install · Source | |
| 727 | 71.333 | markupr-mcp-servermcp · front-end | Enables AI coding agents to capture screen and voice recordings, extract timestamped frames, and receive structured Markdown reports with context for… | 18 stars · 2 forks | No one-command install · Source | |
| 728 | 71.333 | zinin-sketchupmcp · front-end | MCP server bridging AI clients to SketchUp for natural language 3D modeling and design. | 18 stars · 2 forks | No one-command install · Source | |
| 729 | 71.394 | lalanikarim-comfy-uimcp · front-end | Integrates with ComfyUI to enable natural language-driven image generation using customizable Stable Diffusion workflows | 15 stars · 3 forks | No one-command install · Source | |
| 730 | 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 | |
| 731 | 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 | |
| 732 | 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 | |
| 733 | 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 | |
| 734 | 71.864 | ui5-webcomponents-mcp-servermcp · front-end | MCP server that provides UI5 Web Components documentation and integration guides for AI assistants. | 19 stars · 2 forks | No one-command install · Source | |
| 735 | 71.864 | sap-ui5-web-componentsmcp · front-end | Development assistance for building applications with SAP UI5 Web Components. | 19 stars · 2 forks | No one-command install · Source | |
| 736 | 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 | |
| 737 | 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 | |
| 738 | 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 |
| 739 | 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 | |
| 740 | 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 | |
| 741 | 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 | |
| 742 | 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 | |
| 743 | 72.130 | ux-mcp-servermcp · front-end | An MCP server that provides comprehensive UX best practices covering accessibility, usability, UI patterns, design systems, performance, and more… | 28 stars · 1 fork | No one-command install · Source | |
| 744 | 72.130 | gh-elsahafy-ux-toolkitmcp · front-end | UX design toolkit with 28 knowledge resources, 23 analysis tools, and 4 workflow prompts. | 28 stars · 1 fork | No one-command install · Source | |
| 745 | 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 | |
| 746 | 72.644 | hadoyun-mixamomcp · front-end | Integrates with Adobe Mixamo animation library for Unity projects. | 17 stars · 3 forks | No one-command install · Source | |
| 747 | 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 | |
| 748 | 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 | |
| 749 | 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 | |
| 750 | 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 | |
| 751 | 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 | |
| 752 | 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 | |
| 753 | 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 | |
| 754 | 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 | |
| 755 | 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 | |
| 756 | 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 | |
| 757 | 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 | |
| 758 | 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 | |
| 759 | 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 | |
| 760 | 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 | |
| 761 | 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 | |
| 762 | 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 | |
| 763 | 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 | |
| 764 | 74.594 | oozoofrog-baepsaemcp · front-end | Automates iOS Simulator and macOS app interactions through TypeScript tools and native Swift integration, enabling UI element discovery, gesture… | 26 stars · 2 forks | No one-command install · Source | |
| 765 | 74.594 | mcp-baepsaemcp · front-end | 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 | |
| 766 | 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 | |
| 767 | 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 | |
| 768 | 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 | |
| 769 | 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 | |
| 770 | 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 | |
| 771 | 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 | |
| 772 | 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 | |
| 773 | 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 | |
| 774 | 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 | |
| 775 | 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 | |
| 776 | 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 | |
| 777 | 75.782 | math-animation-mcpmcp · front-end | Enables creating 3Blue1Brown style math animations from text descriptions, PDFs, or images. Supports rendering educational videos for math and physics… | 16 stars · 7 forks | No one-command install · Source | |
| 778 | 75.782 | bcefghj-math-animationmcp · front-end | Generates Manim-based educational math animations from text descriptions, LaTeX formulas, PDFs, or images. | 16 stars · 7 forks | No one-command install · Source | |
| 779 | 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 | |
| 780 | 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 | |
| 781 | 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 | |
| 782 | 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 | |
| 783 | 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 | |
| 784 | 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 | |
| 785 | 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 | |
| 786 | 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 | |
| 787 | 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 | |
| 788 | 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 | |
| 789 | 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 | |
| 790 | 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 | |
| 791 | 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 | |
| 792 | 77.436 | sketch-mcp-servermcp · front-end | A Sketch file processing MCP server that enables AI tools to analyze Sketch design files and generate code, with smart token optimization and 16… | 19 stars · 7 forks | No one-command install · Source | |
| 793 | 77.436 | sketchmcp · front-end | 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 | |
| 794 | 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 | |
| 795 | 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 | |
| 796 | 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 | |
| 797 | 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 | |
| 798 | 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 | |
| 799 | 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 | |
| 800 | 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 |
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.