Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1 | 22.557 | vincenthanxiaodu-figmamcp · front-end | Integrates with Figma's REST API using MongoDB-backed caching and Azure OpenAI embeddings to enable hybrid search across design elements, URL parsing… | 1 star | No one-command install · Source | |
| 2 | 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 | |
| 3 | 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 | |
| 4 | 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 | |
| 5 | 23.374 | motionspecmcp · front-end | Enables LLMs to generate safe, accessible scroll-driven web animations by translating natural language requests into validated JSON specs, then… | 1 fork | No one-command install · Source | |
| 6 | 32.223 | praveenc-cloudscape-docsmcp · front-end | Semantic search over AWS Cloudscape Design System documentation using vector embeddings and LanceDB to find relevant component documentation and… | 2 stars | No one-command install · Source | |
| 7 | 38.066 | manos-mcpmcp · front-end | A Model Context Protocol server for ad-hoc UI testing of Android and iOS apps, enabling LLM agents to interact with mobile app UIs and react to… | 2 stars · 1 fork | No one-command install · Source | |
| 8 | 43.275 | qrwc-svelte-mcpmcp · front-end | MCP server that provides tools, resources, and prompts to help LLMs build Svelte UI components for Q-SYS systems, including discovering components and… | 4 stars | No one-command install · Source | |
| 9 | 43.275 | openscad-mcpmcp · front-end | Exposes OpenSCAD CLI as MCP tools for validating, rendering, and exporting parametric 3D models. Enables LLM clients to interactively create and… | 4 stars | No one-command install · Source | |
| 10 | 43.498 | screencyemcp · front-end | Eyes for text-only LLMs: decodes screenshots into exact structured text (words, coordinates, sizes, colors) using pure-code CV and OCR. Enables… | 2 stars · 2 forks | No one-command install · Source | |
| 11 | 46.654 | figma-to-code-mcpmcp · front-end | Transforms Figma design data into a compact, LLM-friendly format for code generation, reducing size by 99.5% while preserving UI-critical information. | 5 stars | No one-command install · Source | |
| 12 | 46.654 | felixanhalt-figma-contextmcp · front-end | LLM-optimized fork of Figma Context MCP with CSS-aligned properties and 99.5% response size reduction. | 5 stars | No one-command install · Source | |
| 13 | 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 | |
| 14 | 57.311 | ricky610329-mupmcp · front-end | Convert HTML MUP panels into interactive UI tools for LLMs. | 11 stars | No one-command install · Source | |
| 15 | 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 | |
| 16 | 64.134 | ultimate-android-mcpmcp · front-end | Enables LLMs to control and manage Android devices via ADB, including app installation, UI interaction, and device monitoring. | 12 stars · 1 fork | No one-command install · Source | |
| 17 | 68.847 | mcp-cinema4dmcp · front-end | Bridges MCP-compatible clients to Cinema 4D, enabling LLMs to inspect scene hierarchy, author shots, build node materials, and rig animation through a… | 19 stars · 1 fork | No one-command install · Source | |
| 18 | 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 | |
| 19 | 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 | |
| 20 | 80.889 | ai-zerolab-toolboxmcp · front-end | Integrates with external APIs and services to provide command execution, Figma file interaction, and file operations, enhancing LLM capabilities for… | 31 stars · 6 forks | No one-command install · Source | |
| 21 | 88.824 | chemmcpmcp · front-end | ChemMCP is an easy-to-use and extensible chemistry toolkit for LLMs and AI assistants, enabling molecular analysis, property prediction, and reaction… | 71 stars · 13 forks | No one-command install · Source | |
| 22 | 89.210 | jonthebeef-superdesignmcp · front-end | Integrates Superdesign's design orchestrator with Claude Code to generate UI designs, wireframes, components, logos, and SVG icons through structured… | 76 stars · 13 forks | No one-command install · Source | |
| 23 | 91.658 | khromov-svelte-llmmcp · front-end | Provides Svelte 5 and SvelteKit documentation access with automated content syncing from the official repository, offering both raw and AI-optimized… | 160 stars · 12 forks | No one-command install · Source | |
| 24 | 92.205 | asdecided-coremcp · front-end | Provides deterministic, read-only access to engineering decisions, requirements, and designs stored as Markdown in a repository, enabling agents to… | 292 stars · 9 forks | No one-command install · Source | |
| 25 | 98.479 | mixelpixx-kicad-pcb-designermcp · front-end | Enables LLMs to directly interact with KiCAD for printed circuit board design. | 1,995 stars · 308 forks | No one-command install · Source | |
| 26 | Unranked | mcp-toolsets-runtimemcp · front-end | A shared runtime that discovers LangChain tools from a toolset package and serves them as an MCP server, with optional UI views and a CLI for managing… | No signals yet | No one-command install · Source | |
| 27 | Unranked | ui-design-mcp-servermcp · front-end | Provides comprehensive UI design assistance tools for LLMs, generating color palettes, typography, spacing systems, shadows, design tokens, and more… | No signals yet | No one-command install · Source | |
| 28 | Unranked | secret-mcpmcp · front-end | Enables evidence-grounded web design analysis by searching GDWEB references and generating isolated, per-reference DESIGN_INDEX specification… | No signals yet | No one-command install · Source | |
| 29 | Unranked | unity-uitoolkit-mcp-servermcp · front-end | Provides LLM agents with access to Unity UIToolkit documentation, code examples, and HTML/CSS to UXML/USS conversion tools. | No signals yet | No one-command install · Source | |
| 30 | Unranked | pointlessmcp · front-end | Self-hosted presentation tool that lets LLMs create and publish interactive HTML presentations via MCP, with design guides, sandboxed documents, and… | No signals yet | No one-command install · Source | |
| 31 | Unranked | mcp-server-dev-docsmcp · front-end | Provides live, clean, LLM-ready markdown documentation for popular fullstack technologies and custom URLs, with built-in presets for React, Next.js… | No signals yet | No one-command install · Source | |
| 32 | Unranked | plone-dynamic-pages-mcp-servermcp · front-end | Enables LLMs to manage Plone sites with dynamic page layouts, supporting CRUD operations on content and layout components via the cs_dynamicpages… | No signals yet | No one-command install · Source | |
| 33 | Unranked | offline-mcpmcp · front-end | Enables local AI inference using Ollama and open-weight models, designed for offline operation in low-connectivity environments. | No signals yet | No one-command install · Source | |
| 34 | Unranked | motionlintmcp · front-end | MotionLint measures the motion your app actually ships — durations, easing curves, stagger intervals, exit timing, reduced-motion support — and scores… | No signals yet | No one-command install · Source | |
| 35 | Unranked | vlsi-formal-verification-mcp-servermcp · front-end | Enables LLMs to interact with hardware designs (Verilog/SystemVerilog), formal verification tools, waveform logs, protocol specifications, and bug… | No signals yet | No one-command install · Source | |
| 36 | Unranked | travel-planning-fastmcpmcp · front-end | AI-powered travel route planning server with budget estimation, packing suggestions, and food recommendations, using LangChain reactive agent with… | No signals yet | No one-command install · Source | |
| 37 | Unranked | design-analysis-mcp-servermcp · front-end | Reverse-engineers design videos and images into structured frontend implementation specifications using vision LLMs and FFMPEG for frame-level… | No signals yet | No one-command install · Source | |
| 38 | Unranked | mermaid-mcp-toolmcp · front-end | Provides Mermaid code validation and iterative line-level repair to fix syntax errors in LLM-generated Mermaid diagrams, ensuring consistency with the… | No signals yet | No one-command install · Source | |
| 39 | Unranked | kicad-mcp-seamcp · front-end | Audits KiCad PCB designs against South-East Asian fab capabilities using an IPC-compatible DFM rules engine with optional AI review via Ollama. | No signals yet | No one-command install · Source | |
| 40 | Unranked | random-design-mcpmcp · front-end | Generates randomized English Markdown frontend design directions using curated catalogs, with optional soft compatibility scoring. Does not call an… | No signals yet | No one-command install · Source | |
| 41 | Unranked | yjhann33-design-korea-stock-insightmcp · front-end | Korean stock market data via DART disclosures and KRX prices for international LLM analysts. | No signals yet | No one-command install · Source | |
| 42 | Unranked | dependency-migration-mcpmcp · front-end | Provides structured migration briefs for LLM coding agents covering breaking changes, codemod coverage, and hallucination warnings for major version… | No signals yet | No one-command install · Source | |
| 43 | Unranked | mcp-manimglmcp · front-end | Exposes manimgl mathematical animation functionality as MCP tools, enabling LLMs to create animated scenes with narration and background music, and… | No signals yet | No one-command install · Source | |
| 44 | Unranked | dependency-tracer-mcp-servermcp · front-end | Maps function and component dependencies in Haskell and ReScript codebases, providing LLMs with a real dependency graph for accurate test generation… | No signals yet | No one-command install · Source | |
| 45 | Unranked | pixso-mcp-servermcp · front-end | Enables LLMs to interact with Pixso design files through a custom plugin, providing tools to get selection data and export assets as PNG or SVG. | No signals yet | No one-command install · Source | |
| 46 | Unranked | sebastianmaciel-jsx-notationmcp · front-end | Compresses React, Next.js, HTML, and SVG files into compact notation optimized for LLM token consumption. | No signals yet | No one-command install · Source | |
| 47 | Unranked | laravel-simple-ragmcp · front-end | Self-hosted knowledge manager and MCP server that lets you organize snippets, questions, and documents via a web UI and exposes them to AI assistants… | No signals yet | No one-command install · Source | |
| 48 | Unranked | imap-mail-mcpmcp · front-end | Enables LLM clients to read and search email via IMAP with tools for listing folders, searching messages, and fetching message content. It supports… | No signals yet | No one-command install · Source | |
| 49 | Unranked | tamagotchi-mcpmcp · front-end | Enables an LLM to care for a virtual pet with actions like feeding, playing, and sleeping, plus a read-only web UI for real-time state visualization. | No signals yet | No one-command install · Source | |
| 50 | Unranked | clear-thought-mcp-servermcp · front-end | Provides mental models, design patterns, debugging approaches, and structured thinking tools for enhanced problem-solving capabilities in LLM… | No signals yet | No commit datelisted | No one-command install · Source |
| 51 | Unranked | esmskill · front-end | Comprehensive toolkit for protein language models including ESM3 (generative multimodal protein design across sequence, structure, and function) and… | No signals yet | No commit datelisted | armory install esm --cli claude |
| 52 | Unranked | langgraphskill · front-end | Expert in LangGraph - the production-grade framework for building stateful, multi-actor AI applications. Covers graph construction, state management… | No signals yet | No commit datelisted | armory install langgraph --cli claude |
| 53 | Unranked | mamba-architectureskill · front-end | State-space model with O(n) complexity vs Transformers' O(n²). 5× faster inference, million-token sequences, no KV cache. Selective SSM with… | No signals yet | No commit datelisted | armory install mamba-architecture --cli claude |
| 54 | Unranked | motion-advancedskill · front-end | Advanced motion patterns for React / Next.js — drag & drop, gestures, text animations, SVG path drawing, custom hooks, imperative sequences… | No signals yet | No commit datelisted | armory install motion-advanced --cli claude |
| 55 | Unranked | sketch-to-html-mcpmcp · front-end | MCP server that parses .sketch design files into CSS-aligned, LLM-friendly JSON, enabling AI coding agents to generate high-fidelity HTML, Vue, or… | No signals yet | No commit datelisted | No one-command install · Source |
| 56 | Unranked | zod-validation-expertskill · front-end | Expert in Zod — TypeScript-first schema validation. Covers parsing, custom errors, refinements, type inference, and integration with React Hook Form… | No signals yet | No commit datelisted | armory install zod-validation-expert --cli claude |
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.