ai-drawio
Generate draw.io diagrams from natural language and render in browser
instruction-improver
Search memex for user feedback patterns (frustration, corrections, praise, successful outcomes) to identify recurring mistakes and wins, then generate CLAUDE.md or AGENTS.md improvements.
memex-search
Search, filter, and retrieve Claude/Codex/Cursor/OpenCode/Pi/Copilot history indexed by the memex CLI. Use when the user wants to index history, run lexical/semantic/hybrid search, fetch full transcripts, or produce LLM-friendly JSON output for RAG.
Atomic Commit
Atomic Commit helps create clean, atomic commits by analyzing changes, detecting mixed concerns, and ensuring each commit is a complete unit of work. Key words to detect are atomic, atomic commits, clean commits.
TDG Test-Driven Generation
Test-Driven Generation uses TDD (Test-Driven Development) techniques to generate tests and code in Red-Green-Refactor loops. Key words to detect are tdg, TDG.
youtube-transcript
Calls the getyoutubetranscript.com API, which is metered - 1 credit per successful request; a new account gets 100 free credits, then plans start at $5/month for 1,000 credits. Needs an API key; the skill can create the account in the conversation from the user's email and a 6-digit code. Use when the user wants a YouTube video's transcript fetched, wants to summarize/analyze/quote a YouTube video by its spoken content, wants to search YouTube (globally or a channel handle's videos), wants a channel handle resolved to its channel ID, wants the videos in a YouTube playlist, wants a channel's Shorts, live streams, playlists or community posts, wants the videos YouTube suggests next to a video, wants a video's estimated likes and dislikes, wants a channel's banner, or wants to check their remaining API credit balance.
mapbox-android-patterns
Official integration patterns for Mapbox Maps SDK on Android. Covers installation, adding markers, user location, custom data, styles, camera control, and featureset interactions. Based on official Mapbox documentation.
mapbox-cartography
Expert guidance on map design principles, color theory, visual hierarchy, typography, and cartographic best practices for creating effective and beautiful maps with Mapbox. Use when designing map styles, choosing colors, or making cartographic decisions.
mapbox-data-visualization-patterns
Patterns for visualizing data on maps including choropleth maps, heat maps, 3D visualizations, data-driven styling, and animated data. Covers layer types, color scales, and performance optimization.
mapbox-geospatial-operations
Expert guidance on choosing the right geospatial tool based on problem type, accuracy requirements, and performance needs
mapbox-google-maps-migration
Migration guide for developers moving from Google Maps Platform to Mapbox GL JS, covering API equivalents, pattern translations, and key differences
mapbox-ios-patterns
Official integration patterns for Mapbox Maps SDK on iOS. Covers installation, adding markers, user location, custom data, styles, camera control, and featureset interactions. Based on official Mapbox documentation.
mapbox-maplibre-migration
Guide for migrating from MapLibre GL JS to Mapbox GL JS, covering API compatibility, token setup, style configuration, and the benefits of Mapbox's official support and ecosystem
mapbox-mcp-devkit-patterns
Integration patterns for Mapbox MCP DevKit Server in AI coding assistants. Covers setup, style management, token management, validation workflows, and documentation access through MCP. Use when building Mapbox applications with AI coding assistance.
mapbox-mcp-runtime-patterns
Integration patterns for Mapbox MCP Server in AI applications and agent frameworks. Covers runtime integration with pydantic-ai, mastra, LangChain, and custom agents. Use when building AI-powered applications that need geospatial capabilities.
mapbox-search-integration
Complete workflow for implementing Mapbox search in applications - from discovery questions to production-ready integration with best practices
mapbox-search-patterns
Expert guidance on choosing the right Mapbox search tool and parameters for geocoding, POI search, and location discovery
mapbox-store-locator-patterns
Common patterns for building store locators, restaurant finders, and location-based search applications with Mapbox. Covers marker display, filtering, distance calculation, and interactive lists.
mapbox-style-patterns
Common style patterns, layer configurations, and recipes for typical mapping scenarios including restaurant finders, real estate, data visualization, navigation, delivery/logistics, and more. Use when implementing specific map use cases or looking for proven style patterns.
mapbox-style-quality
Expert guidance on validating, optimizing, and ensuring quality of Mapbox styles through validation, accessibility checks, and optimization. Use when preparing styles for production, debugging issues, or ensuring map quality standards.
mapbox-token-security
Security best practices for Mapbox access tokens, including scope management, URL restrictions, rotation strategies, and protecting sensitive data. Use when creating, managing, or advising on Mapbox token security.
mapbox-web-integration-patterns
Official integration patterns for Mapbox GL JS across popular web frameworks (React, Vue, Svelte, Angular). Covers setup, lifecycle management, token handling, search integration, and common pitfalls. Based on Mapbox's create-web-app scaffolding tool.
mapbox-web-performance-patterns
Performance optimization patterns for Mapbox GL JS web applications. Covers initialization waterfalls, bundle size, rendering performance, memory management, and web optimization. Prioritized by impact on user experience.
mapbox-flutter-patterns
Official integration patterns for the Mapbox Maps Flutter SDK. Covers installation, iOS/Android platform setup, access token configuration, MapWidget initialization, camera control, annotations with tap handling, user location, and loading GeoJSON. Based on official Mapbox documentation.
mapbox-location-grounding
Compose Mapbox MCP tools to produce grounded, cited location-aware responses from live data instead of training data
mapbox-navigation-patterns
Navigation implementation patterns for turn-by-turn directions, route optimization, real-time traffic, multi-stop routing, and voice guidance across web, iOS, and Android platforms
swift-testing
Expert guidance on Swift Testing best practices, patterns, and implementation. Use when developers mention: (1) Swift Testing, @Test, #expect, #require, or @Suite, (2) "use Swift Testing" or "modern testing patterns", (3) test doubles, mocks, stubs, spies, or fixtures, (4) unit tests, integration tests, or snapshot tests, (5) migrating from XCTest to Swift Testing, (6) TDD, Arrange-Act-Assert, or F.I.R.S.T. principles, (7) parameterized tests or test organization.
commute
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data-analysis
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data-base
Data acquisition for web scraping and data collection. Use when user needs "爬取数据/抓取网页/scrape data". Outputs structured JSON/CSV for analysis.
data-files
File router that routes uploaded files to appropriate analysis skills. CSV/Excel/JSON → data-analysis, Images → data-viz, PDF/HTML → data-base.
data-viz
Data visualization for charts and graphs. Use when user needs "画图/图表/可视化". Creates static PNG or interactive HTML charts from data.
Email operations via IMAP/SMTP. Trigger for inbox checking, reading, drafting, or sending emails. Requires `.config/email.json` setup.
featbit
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flight
Flight status lookup workflow. Use for flight status, delays, cancellations, airport departures/arrivals, or “today/real-time” aviation updates. Prefer airline/airport official sources; always include source link + local update time; NEVER fabricate.
food
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frontend-design
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fx
Exchange rates / FX lookup workflow. Use for currency exchange rate questions (USD/CNY, EUR/CNY, etc.), “today/latest/real-time” rates, conversion requests, or when you need to cite FX numbers. Default to market mid rate unless user asks for official/bank rates. Must include source link + local update time; NEVER fabricate.
hotel
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itinerary
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knowledge
External knowledge capture and retrieval. Trigger when user wants to save notes, bookmarks, code snippets, or reference material for later access.
memory
Persistent memory for cross-session personalization. Trigger when user shares identity, preferences, relationships, or facts worth remembering.
news
News briefing + verification workflow. Use when the user asks for news, headlines, daily briefing, “today's news”, “latest updates”, breaking news, or requests specific current numbers/events that require reliable sources and timestamps. Requires source links + local published time; NEVER fabricate.
rail
High-speed rail / train lookup workflow (China-focused). Use for timetables, ticket availability, delays, cancellations, or “today/latest” rail updates. Prefer official sources; always include source link + local update time; NEVER fabricate.
skill-creator
Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations.
verify
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weather
Weather/current-conditions verification workflow. Use when user asks for weather, temperature, forecast, rain/snow/wind, typhoon alerts, air quality, or other time-sensitive local conditions. Requires location + source links + local update/publish time; NEVER fabricate.
analyzing-test-effectiveness
Use to audit test quality with SRE scrutiny - identifies weak tests, missing cases, and creates task docs for improvements
brainstorming
Use when shaping a feature before implementation - turns rough ideas into an approved markdown spec and local task directory
building-hooks
Use when creating Claude Code hooks - covers hook patterns, composition, testing, progressive enhancement from simple to advanced
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