Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1101 | 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 | |
| 1102 | Unranked | zaptrace-mcpmcp · front-end | Enables AI agents to perform electronics design automation through the ZapTrace EDA kernel, including parsing designs, running ERC, placing… | No signals yet | No one-command install · Source | |
| 1103 | Unranked | pilates-mcpmcp · front-end | Local-first MCP server for Pilates centers that creates, searches, and reuses promotional poster HTML/CSS sources, records design feedback, and… | No signals yet | No one-command install · Source | |
| 1104 | Unranked | mediasfu-mcp-sdk-toolsmcp · front-end | Enables planning, scaffolding, diagnosing, and hardening MediaSFU frontend and backend integrations across multiple SDKs with 138 integration tools. | No signals yet | No one-command install · Source | |
| 1105 | Unranked | thmhmcp · front-end | MCP server providing component catalog tools (search_components, get_component_detail) for coding agents to discover and reuse UI components. | No signals yet | No one-command install · Source | |
| 1106 | Unranked | uxlintmcp · front-end | Audits any site's UX the way a design-literate reviewer would — contrast, tap targets, type scale, colour discipline, scan patterns, copy — and… | No signals yet | No one-command install · Source | |
| 1107 | Unranked | cerase-media-mcpmcp · front-end | Provides multimodal understanding tools including OCR, image description, audio transcription, UI screenshot analysis, and screenshot comparison via… | No signals yet | No one-command install · Source | |
| 1108 | Unranked | linkedin-content-planner-mcpmcp · front-end | Enables AI agents to draft, format, and manage LinkedIn posts through a review pipeline, with human approval via a web UI before publication. | No signals yet | No one-command install · Source | |
| 1109 | Unranked | mcp-fstoolsmcp · front-end | Provides file read, edit, and write operations with exact-match editing and hash-based consistency checks, designed for models that prefer structured… | No signals yet | No one-command install · Source | |
| 1110 | Unranked | genxevo-seleniummcp · front-end | Enables AI coding agents to diagnose and repair Python Selenium UI automation using real evidence from live DOM and test runs, with enforced safety… | No signals yet | No one-command install · Source | |
| 1111 | Unranked | motionworksmcp · front-end | Enables designers to refine motion effects by direct manipulation in a running app, sending precise changesets to AI coding agents via MCP for source… | No signals yet | No one-command install · Source | |
| 1112 | Unranked | droidlumemcp · front-end | Enables AI agents to control local Android virtual devices managed by DroidLume, including device lifecycle, app management, UI input, screenshots… | No signals yet | No one-command install · Source | |
| 1113 | Unranked | xtool-mcpmcp · front-end | Provides tools and resources for interacting with xTool laser machines, enabling material settings recommendations, design generation… | No signals yet | No one-command install · Source | |
| 1114 | Unranked | mcp-object-authz-labmcp · front-end | A self-hostable, vulnerable-by-design MCP server for learning how object-level authorization bugs (BOLA/IDOR) appear in multi-tenant tools. | No signals yet | No one-command install · Source | |
| 1115 | Unranked | attest-mcp-remotemcp · front-end | MCP server for verifying and attesting SHA-256 fingerprints of digital works via Streamable HTTP, with zero-install and privacy-preserving design. | No signals yet | No one-command install · Source | |
| 1116 | Unranked | igds-storybook-mcp-servermcp · front-end | MCP server for the Israeli Government Design System (IGDS), providing tools to query Storybook component data and Zeroheight design documentation… | No signals yet | No one-command install · Source | |
| 1117 | Unranked | kcsc-design-mcpmcp · front-end | Enables AI assistants to retrieve and cite South Korean national construction standards (KDS/KCS) with tables and formula images via the KCSC OpenAPI… | No signals yet | No one-command install · Source | |
| 1118 | Unranked | beautifulchina-mcpmcp · front-end | Automates testing of the BeautifulChina Android app via adb and uiautomator2, enabling UI interaction, screenshot capture, and assertion verification… | No signals yet | No one-command install · Source | |
| 1119 | Unranked | ocentra-enforcermcp · front-end | MCP server for enforcing coding rules in Rust projects via scanning, routing, and explanation tools, designed for use with Codex, CI pipelines, and… | No signals yet | No one-command install · Source | |
| 1120 | Unranked | mcp-w3cmcp · front-end | Enables AI agents to search and retrieve detailed information about W3C and web standards specifications, including HTML, CSS, accessibility, and… | No signals yet | No one-command install · Source | |
| 1121 | Unranked | mcp-urlmcp · front-end | Enables URL parsing and building from components, plus query string parsing, all without keys or online dependencies. | No signals yet | No one-command install · Source | |
| 1122 | Unranked | mcp-gov-auctionsmcp · front-end | Provides access to government auctions data for physical-asset auctions including surplus, seized, and forfeited items. Designed for AI agents to… | No signals yet | No one-command install · Source | |
| 1123 | Unranked | mcp-durationmcp · front-end | Enables parsing of ISO 8601 duration strings into components and seconds, and formatting seconds into ISO 8601 and human-readable forms. | No signals yet | No one-command install · Source | |
| 1124 | Unranked | design-feeds-mcpmcp · front-end | Enables browsing and reading curated design and photography feeds, as well as fetching any RSS/Atom/RDF feed with robust fallback. | No signals yet | No one-command install · Source | |
| 1125 | Unranked | mcp-colormcp · front-end | Provides color conversion between formats, WCAG contrast ratio computation, and nearest CSS named color lookup. | No signals yet | No one-command install · Source | |
| 1126 | Unranked | chaos-indexmcp · front-end | Calculates a chaos index (0-100) by combining Bitcoin volatility, ISS orbital position, global temperatures, earthquake activity, and lunar phase… | No signals yet | No one-command install · Source | |
| 1127 | Unranked | mfuns-mcp-servermcp · front-end | Enables AI agents to browse, interact with, and manage Mfuns community content through 17 standardized MCP tools, including feeds, threads, posts… | No signals yet | No one-command install · Source | |
| 1128 | Unranked | ascii-svg-art-studiomcp · front-end | Enables AI to create ASCII and SVG art through a character canvas, with tools for drawing, previewing, and exporting to multiple formats, as well as… | No signals yet | No one-command install · Source | |
| 1129 | Unranked | jlceda-ai-agentmcp · front-end | Enables AI agents to automate 嘉立创 EDA Professional through MCP, including schematic and PCB editing, component search and placement, net routing, DRC… | No signals yet | No one-command install · Source | |
| 1130 | Unranked | indexgraph-mcp-servermcp · front-end | Enables querying functions and their call relationships in frontend HTML inline scripts via indexgraph_node and indexgraph_explore tools. | No signals yet | No one-command install · Source | |
| 1131 | Unranked | cutshort-jobs-scrapermcp · front-end | Scrapes tech job listings from Cutshort.io with full details such as salary, skills, and company info, supporting pagination and proxy configuration… | No signals yet | No one-command install · Source | |
| 1132 | Unranked | cafecitomcp · front-end | Enables AI agents to coordinate on a shared repository using commutativity-proven parallel landing and regenerative merge, avoiding rebase conflicts… | No signals yet | No one-command install · Source | |
| 1133 | Unranked | web-ui-component-spec-mcpmcp · front-end | Provides AI coding assistants with on-demand access to component specs, test scenarios, accessibility requirements, and build guides from the Web UI… | No signals yet | No one-command install · Source | |
| 1134 | Unranked | blender-cu-vm-mcpmcp · front-end | Enables AI coding agents to perform automated Blender UI testing, user-story validation, and computer-use workflows inside an isolated GPU-partitioned… | No signals yet | No one-command install · Source | |
| 1135 | Unranked | planview-portfolios-actions-mcp-servermcp · front-end | Enables creating, updating, deleting, and managing projects, tasks, financial plans, OKRs, and work hierarchy nodes in Planview Portfolios through… | No signals yet | No one-command install · Source | |
| 1136 | Unranked | ms365-mcpmcp · front-end | Provides a minimal Microsoft 365 MCP server with fourteen hand-written tools for email, people, and drafts, designed to fit small local models. | No signals yet | No one-command install · Source | |
| 1137 | Unranked | slop-evalmcp · front-end | MCP server wrapping the slop-eval CLI as a single generic run tool for genericness scoring of AI-generated UI output. | No signals yet | No one-command install · Source | |
| 1138 | Unranked | design-style-mcp-servermcp · front-end | Provides deterministic design style recommendations and structured tokens for AI content generation, with 30 curated styles including color palettes… | No signals yet | No one-command install · Source | |
| 1139 | Unranked | rsbuild-plugin-vue-mcpmcp · front-end | This server runs inside an Rsbuild or Rspack dev server to expose MCP tools for inspecting and editing live Vue component state, component trees, Vue… | No signals yet | No one-command install · Source | |
| 1140 | Unranked | web-pickermcp · front-end | Enables users to select UI elements on localhost pages and send fix requests to MCP-compatible coding agents, which retrieve the captures and edit the… | No signals yet | No one-command install · Source | |
| 1141 | Unranked | autocad-arch-mcpmcp · front-end | Enables architectural design in AutoCAD 2021 via chat, using YQArch (NBC standard) to build, draw, and dimension directly through natural language. | No signals yet | No one-command install · Source | |
| 1142 | Unranked | home-assistant-mcp-controlmcp · front-end | Enables control of external Home Assistant devices via an MCP control layer and frontend system page. | No signals yet | No one-command install · Source | |
| 1143 | Unranked | polishmcp · front-end | Self-hosted design audit MCP server that reviews UI code against Nielsen's heuristics and an accessibility rubric, returning scores and fixable… | No signals yet | No one-command install · Source | |
| 1144 | Unranked | autocad-arch-mcp-2mcp · front-end | Enables architectural modeling and automation in AutoCAD 2021 through YQArch integration, using hybrid MCP protocols to perform design tasks and… | No signals yet | No one-command install · Source | |
| 1145 | Unranked | android-control-mcp-servermcp · front-end | Enables AI assistants to observe, reason about, and control connected Android devices via ADB, providing tools for screenshots, UI hierarchy parsing… | No signals yet | No one-command install · Source | |
| 1146 | Unranked | readpic-mcpmcp · front-end | Analyzes images using a vision model and returns detailed Chinese text descriptions, enabling text-only models to understand pictures from… | No signals yet | No one-command install · Source | |
| 1147 | Unranked | ui-dbugbridge-mcpmcp · front-end | Enables UI debugging on physical iOS devices by bridging to an in-app DebugBridge HTTP service, supporting UI inspection, element interaction, log… | No signals yet | No one-command install · Source | |
| 1148 | Unranked | orchestrator-python-mcp-servermcp · front-end | Enables AI coding assistants to run a machine-verified DESIGN→PLAN→EXECUTE→VERIFY→COMPLETE workflow with human approval gates, state integrity checks… | No signals yet | No one-command install · Source | |
| 1149 | Unranked | angular-signal-forms-migration-mcpmcp · front-end | Helps AI coding agents migrate Angular Reactive Forms to Signal Forms by locating form constructs, distinguishing mechanical renames from judgment… | No signals yet | No one-command install · Source | |
| 1150 | Unranked | personal-knowledge-base-mcp-servermcp · front-end | A FastMCP server and web app for multi-tenant semantic search over personal document corpora, backed by Qdrant vector search and supporting MCP… | No signals yet | No one-command install · Source | |
| 1151 | Unranked | dcs-me-gatewaymcp · front-end | Enables AI mission designers to author and validate DCS World missions through the Mission Editor via a versioned protocol, providing tools for… | No signals yet | No one-command install · Source | |
| 1152 | Unranked | band-bridgemcp · front-end | Enables AI frontends to read Xiaomi Smart Band 10 Pro health data (heart rate, sleep, steps, battery) and send haptic notifications to the wrist via… | No signals yet | No one-command install · Source | |
| 1153 | Unranked | govbr-ds-mcpmcp · front-end | Enables AI agents to access and utilize GovBR Design System documentation, including component details, accessibility guidance, and search… | No signals yet | No one-command install · Source | |
| 1154 | Unranked | clara-windows-ui-mcpmcp · front-end | Enables local Windows UI automation and screen capture, targeting windows that are difficult to automate such as games and legacy apps, with tools for… | No signals yet | No one-command install · Source | |
| 1155 | Unranked | cocos-mcp-communitymcp · front-end | Enables AI clients to inspect and operate the Cocos Creator project currently open, including scenes, nodes, assets, animations, and editor workflows… | No signals yet | No one-command install · Source | |
| 1156 | 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 | |
| 1157 | Unranked | semantic-hints-mcpmcp · front-end | A local stdio MCP server that exposes compact semantic observations from UI elements annotated with data-agent-* hints, designed to work alongside the… | No signals yet | No one-command install · Source | |
| 1158 | Unranked | dhis2-mcpmcp · front-end | Enables read-only interaction with DHIS2 health data by searching indicators and querying compact analytics results, designed for small local models. | No signals yet | No one-command install · Source | |
| 1159 | Unranked | mcp-linkedin-post-engager-capturemcp · front-end | Enables capturing recent posts from LinkedIn profiles and company pages, including real reaction and comment counts and publicly visible commenters… | No signals yet | No one-command install · Source | |
| 1160 | Unranked | paradoxsyn-rivemcp · front-end | Creates and edits Rive animation files with 139 tools for AI-driven animation workflows. | No signals yet | No one-command install · Source | |
| 1161 | Unranked | rivemcpmcp · front-end | Enables AI assistants to create and edit Rive animations through 139 MCP tools, supporting shapes, animations, state machines, physics, and export to… | No signals yet | No one-command install · Source | |
| 1162 | Unranked | tesla-wrapmcp · front-end | Provides tools to list vehicle models, fetch official UV templates, generate AI paint designs, and verify or flatten the resulting wrap files for… | No signals yet | No one-command install · Source | |
| 1163 | Unranked | ui-perception-enginemcp · front-end | Enables AI agents to perceive and interact with web interfaces by extracting a unified UI Scene Graph from live URLs, providing tools for navigation… | No signals yet | No one-command install · Source | |
| 1164 | Unranked | ue5-gameplay-mcpmcp · front-end | Enables playing and observing a running Unreal Engine 5 game through virtual gamepad, keyboard, and mouse input, plus screen capture, log streaming… | No signals yet | No one-command install · Source | |
| 1165 | Unranked | app-inventor-mcpmcp · front-end | Enables AI agents to build and edit MIT App Inventor projects as .aia files, supporting screens, components, properties, blocks, assets, and project… | No signals yet | No one-command install · Source | |
| 1166 | Unranked | picassowebmcp · front-end | Analyzes and extracts design tokens, assets, and layout from live websites to enable AI clients to faithfully replicate them, with tools for… | No signals yet | No one-command install · Source | |
| 1167 | Unranked | mollie-s-stitch-studiomcp · front-end | Enables ChatGPT to queue validated embroidery designs, compile constrained one-color designs, describe Brother SE700 limits, list queued jobs, and… | No signals yet | No one-command install · Source | |
| 1168 | Unranked | obsidian-scoped-write-mcpmcp · front-end | Enables reading an entire Obsidian Vault while limiting Markdown creation and updates to two designated ChatGPT directories, with overwrite protection… | No signals yet | No one-command install · Source | |
| 1169 | Unranked | should-i-rendermcp · front-end | A read-only MCP server that recommends React components from a measured, curated snapshot by answering component-fit questions with terse verdicts and… | No signals yet | No one-command install · Source | |
| 1170 | Unranked | design-brief-providermcp · front-end | Generates structured design briefs from a website URL and/or brand details, in English or Spanish, via MCP tools. | No signals yet | No one-command install · Source | |
| 1171 | Unranked | myanmar-mcp-servermcp · front-end | Provides a Model Context Protocol server with built-in timeline-based animation, GitHub integration, and filesystem tools for building Myanmar… | No signals yet | No one-command install · Source | |
| 1172 | Unranked | wanatux-labs-mcpmcp · front-end | Enables MCP clients to query the Open Science Framework for public research project metadata, abstracts, and component listings using OSF project IDs… | No signals yet | No one-command install · Source | |
| 1173 | Unranked | conapesca-db-mcpmcp · front-end | MCP server for querying the CONAPESCA historical fishing landings database (2001–2026) from Mexico's Pacific and Gulf coasts, providing tools to… | No signals yet | No one-command install · Source | |
| 1174 | Unranked | astryx-documentation-mcp-servermcp · front-end | Enables AI assistants to search and retrieve documentation, component specs, theme guides, and CLI commands for the Meta Astryx Design System… | No signals yet | No one-command install · Source | |
| 1175 | Unranked | facebook-automata-mcpmcp · front-end | Enables interaction with the official Facebook Graph API, providing tools for managing Pages, Posts, Comments, Reactions, Media, Events, Insights, and… | No signals yet | No one-command install · Source | |
| 1176 | Unranked | craftormcp · front-end | Universal autonomous MCP platform for WordPress, Elementor, and WooCommerce enabling AI clients to inspect, design, build, test, and manage websites. | No signals yet | No one-command install · Source | |
| 1177 | Unranked | mobile-simulator-emulator-mcpmcp · front-end | A local, stdio-only Model Context Protocol server that lets coding agents inspect, control, and test Apple iOS Simulators and Google Android… | No signals yet | No one-command install · Source | |
| 1178 | Unranked | rdkit-tools-mcpmcp · front-end | Provides in-process RDKit cheminformatics operations — descriptors, fingerprints, similarity and substructure search, reaction enumeration… | No signals yet | No one-command install · Source | |
| 1179 | Unranked | tidy-coremcp · front-end | Enables design system governance over MCP, with tools to track component adoption, detect drift, assess change impact, and enforce recorded decisions. | No signals yet | No one-command install · Source | |
| 1180 | Unranked | unplain-mcpmcp · front-end | Enables generating designed, publish-ready PDF ebooks and reports from Markdown through natural language, with reusable brand themes, AI-generated… | No signals yet | No one-command install · Source | |
| 1181 | Unranked | dejankmcp · front-end | An MCP server that gives AI agents hands-on control of a live React Native app, enabling UI taps, screenshots, UI/component trees, native logs, and… | No signals yet | No one-command install · Source | |
| 1182 | Unranked | map-canvas-mcpmcp · front-end | Enables interactive map display with up to 50 marked places and optional route lines, using a bundled Leaflet UI and OpenStreetMap tiles. | No signals yet | No one-command install · Source | |
| 1183 | Unranked | unified-figma-mcpmcp · front-end | Coordinates Plumb and Custom Figma MCP backends under one unified interface, exposing backend health and switch prompts because only one active plugin… | No signals yet | No one-command install · Source | |
| 1184 | Unranked | raise-hand-mcpmcp · front-end | Enables AI agents to send a distress call to a Discord channel and wait for human input, capturing replies or reactions to resume work. | No signals yet | No one-command install · Source | |
| 1185 | Unranked | my-servermcp · front-end | An MCP server that provides a weather tool to fetch temperature data from Open-Meteo, with a bundled React widget for interaction. | No signals yet | No one-command install · Source | |
| 1186 | Unranked | photoshop-mcpmcp · front-end | An MCP server that lets AI assistants drive Adobe Photoshop on Windows through ExtendScript and COM automation, offering ~122 tools for documents… | No signals yet | No one-command install · Source | |
| 1187 | Unranked | figma-custom-mcpmcp · front-end | Enables absolute/overlapping positioning, local image import, and strict schema validation in Figma, complementing the Plumb MCP server. | No signals yet | No one-command install · Source | |
| 1188 | Unranked | cocosmcpmcp · front-end | An MCP server plugin for Cocos Creator 3.8+ that enables AI assistants to control the editor through 50 tools covering scenes, nodes, components… | No signals yet | No one-command install · Source | |
| 1189 | Unranked | macbot-mcpmcp · front-end | Enables AI agents to control macOS applications through the Accessibility API, AppleScript, and CGEvents, providing structured text output of UI… | No signals yet | No one-command install · Source | |
| 1190 | Unranked | design-code-registry-mcpmcp · front-end | Maps design components, tokens, and patterns to their code implementations, providing AI coding agents with exact-match resolution across any design… | No signals yet | No one-command install · Source | |
| 1191 | Unranked | factreasonmcp · front-end | Provides dependency upgrade advisories, API schemas for 1,097 services, and electronic component specifications over MCP, with Ed25519-signed… | No signals yet | No one-command install · Source | |
| 1192 | Unranked | cripto-norte-telegram-mcp-servermcp · front-end | Enables publishing posts to a Telegram channel via an MCP tool, designed for scheduled content delivery and integration with Claude. | No signals yet | No one-command install · Source | |
| 1193 | Unranked | react-native-toolkitmcp · front-end | Provides AI agents with accurate, version-aware documentation for React Native, Expo, React Navigation, and Ignite by automatically detecting project… | No signals yet | No one-command install · Source | |
| 1194 | Unranked | agent-cardroommcp · front-end | Enables users to play virtual-chip poker games like Texas Hold'em and Zha Jin Hua against bot opponents within Codex, with interactive UI or text… | No signals yet | No one-command install · Source | |
| 1195 | Unranked | atelier-mcpmcp · front-end | Post-generation quality gate MCP server that audits and fixes AI-generated code for UI/UX design compliance and backend architecture robustness via… | No signals yet | No one-command install · Source | |
| 1196 | Unranked | ae-mcp-2mcp · front-end | An MCP server that enables AI assistants to control Adobe After Effects with 70+ tools for compositing, animation, effects, and motion graphics. | No signals yet | No one-command install · Source | |
| 1197 | Unranked | character-recognize-mcpmcp · front-end | Identifies anime characters and works from illustrations, and traces back to Pixiv originals, artists, or animation screenshots using vision models… | No signals yet | No one-command install · Source | |
| 1198 | Unranked | dino-mcpmcp · front-end | A production-grade MCP server with interactive HTML dashboard UI for exploring dinosaur facts, data, and filtering, written in Go. | No signals yet | No one-command install · Source | |
| 1199 | Unranked | stackbridgemcp · front-end | Sub-1ms cross-stack AST contract layer and compiler verification engine mapping React/Next.js routes to FastAPI and SQLAlchemy models for AI coding… | No signals yet | No one-command install · Source | |
| 1200 | Unranked | hw-verify-mcpmcp · front-end | Enables AI agents to formally verify constant-time, masking, and patch completeness properties of Verilog hardware designs, providing concrete leakage… | No signals yet | 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.