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This skill should be used for time series machine learning tasks including classification, regression, clustering, forecasting, anomaly detection, segmentation, and similarity search. Use when working with temporal data, sequential patterns, or time-indexed observations requiring specialized algorithms beyond standard ML approaches. Particularly suited for univariate and multivariate time series analysis with scikit-learn compatible APIs.

Multi-objective optimization framework. NSGA-II, NSGA-III, MOEA/D, Pareto fronts, constraint handling, benchmarks (ZDT, DTLZ), for engineering design and optimization problems.

Data structure for annotated matrices in single-cell analysis. Use when working with .h5ad files or integrating with the scverse ecosystem. This is the data format skill—for analysis workflows use scanpy; for probabilistic models use scvi-tools; for population-scale queries use cellxgene-census.

Vendor-agnostic lab automation framework. Use when controlling multiple equipment types (Hamilton, Tecan, Opentrons, plate readers, pumps) or needing unified programming across different vendors. Best for complex workflows, multi-vendor setups, simulation. For Opentrons-only protocols with official API, opentrons-integration may be simpler.

Query Open Targets Platform for target-disease associations, drug target discovery, tractability/safety data, genetics/omics evidence, known drugs, for therapeutic target identification.

Generate or edit images using AI models (FLUX, Gemini). Use for general-purpose image generation including photos, illustrations, artwork, visual assets, concept art, and any image that is not a technical diagram or schematic. For flowcharts, circuits, pathways, and technical diagrams, use the scientific-schematics skill instead.

Direct REST API access to KEGG (academic use only). Pathway analysis, gene-pathway mapping, metabolic pathways, drug interactions, ID conversion. For Python workflows with multiple databases, prefer bioservices. Use this for direct HTTP/REST work or KEGG-specific control.

Electronic lab notebook API integration. Access notebooks, manage entries/attachments, backup notebooks, integrate with Protocols.io/Jupyter/REDCap, for programmatic ELN workflows.

Google quantum computing framework. Use when targeting Google Quantum AI hardware, designing noise-aware circuits, or running quantum characterization experiments. Best for Google hardware, noise modeling, and low-level circuit design. For IBM hardware use qiskit; for quantum ML with autodiff use pennylane; for physics simulations use qutip.

Comprehensive toolkit for survival analysis and time-to-event modeling in Python using scikit-survival. Use this skill when working with censored survival data, performing time-to-event analysis, fitting Cox models, Random Survival Forests, Gradient Boosting models, or Survival SVMs, evaluating survival predictions with concordance index or Brier score, handling competing risks, or implementing any survival analysis workflow with the scikit-survival library.

Cheminformatics toolkit for fine-grained molecular control. SMILES/SDF parsing, descriptors (MW, LogP, TPSA), fingerprints, substructure search, 2D/3D generation, similarity, reactions. For standard workflows with simpler interface, use datamol (wrapper around RDKit). Use rdkit for advanced control, custom sanitization, specialized algorithms.

Query STRING API for protein-protein interactions (59M proteins, 20B interactions). Network analysis, GO/KEGG enrichment, interaction discovery, 5000+ species, for systems biology.

Materials science toolkit. Crystal structures (CIF, POSCAR), phase diagrams, band structure, DOS, Materials Project integration, format conversion, for computational materials science.

Genomic file toolkit. Read/write SAM/BAM/CRAM alignments, VCF/BCF variants, FASTA/FASTQ sequences, extract regions, calculate coverage, for NGS data processing pipelines.

Infer gene regulatory networks (GRNs) from gene expression data using scalable algorithms (GRNBoost2, GENIE3). Use when analyzing transcriptomics data (bulk RNA-seq, single-cell RNA-seq) to identify transcription factor-target gene relationships and regulatory interactions. Supports distributed computation for large-scale datasets.

Use when implementation is complete, all tests pass, and you need to decide how to integrate the work - guides completion of development work by presenting structured options for merge, PR, or cleanup

REST API for optimized token swapping (including executable transaction generation), swap quoting, and pricing using the SushiSwap Aggregator.

Operate Salesforce as the VC associate CRM: authenticate via OAuth, query with SOQL, upsert Leads/Accounts, create Opportunities, and log Activities/Tasks for dealflow and portfolio support.

Debug running App Platform applications by accessing containers, analyzing logs, running diagnostics, and applying fixes. Use when apps fail to deploy, crash at runtime, have connectivity issues, or need performance diagnosis.

Deploy applications to DigitalOcean App Platform via GitHub Actions with proper environment management and secrets handling. Use when setting up CI/CD pipelines, configuring staging/production environments, managing deployment secrets, or creating GitHub Actions workflows.

Creating and developing startup hooks for Claude Code on the web. Use when the user wants to set up a repository for Claude Code on the web, create a SessionStart hook to ensure their project can run tests and linters during web sessions.

Drizzle ORM を使ったデータベーススキーマの管理とマイグレーションの実行方法

家計簿の残高予測・シミュレーションスキル。「残高予測」「何ヶ月後にいくら」「この出費大丈夫？」「お金足りる？」「貯金シミュレーション」「ログ圧縮」「危険ポイント検出」などの依頼時に使用。okane-backup-*.json形式のファイルを読み込み、将来の残高推移予測、大きな出費の可否判定、残高不足警告を行う。

ODB++ PCB design file analysis CLI. Query layers/nets/components, measure feature distances, analyze net clearances, render PNG images.

Downloads Xiaoyuzhou podcasts, transcribes using FunASR, and generates raw, structured, and optimized text files. Invoke when user provides a Xiaoyuzhou episode link.

List all categories from Spark (HelpSpot) support system

Generate a TTS notification with contextual message using ElevenLabs API

Manage project tickets via helper scripts - list, create, find, set status. Use when user mentions tickets. Run scripts directly; never search or glob for ticket.md files.

Converts video files (mp4, mkv, webm, avi) to Markdown documents using speech recognition. Extracts audio with ffmpeg, transcribes with OpenAI Whisper, and generates structured Markdown with timestamps. Use when user wants to transcribe video, convert video to text, generate video transcript, or create documentation from video content.

Extracts audio tracks from video files using ffmpeg with optimal settings. Supports format conversion, resampling, and channel mixing. Use when extracting audio from video, converting audio formats, preparing audio for speech recognition, or processing media files.

为大型项目生成层级化索引，解决 AI 上下文超限问题。通过预构建"认知地图"，让 AI 可以渐进式地了解项目结构，快速定位需要修改的文件。

文档处理时自动触发 - word、docx、文档、创建文档、编辑文档、修改文档、word文档、批注、修订。专业 Word 文档创建、编辑、分析工具，支持追踪修改、批注、格式保留。

管理暗/亮/Hero 三主题系统。当添加颜色、修改样式、创建主题相关组件、或切换主题时使用。

ArkTS syntax, migration, and optimization guide for HarmonyOS development. Triggers on: .ets files, ArkTS keywords, HarmonyOS context. Help with syntax reference, TypeScript migration, performance optimization, compile errors, and language-specific questions.

Manage Things 3 via the `things` CLI on macOS (add/update projects+todos via URL scheme; read/search/list from the local Things database). Use when a user asks FRIDAY to add a task to Things, list inbox/today/upcoming, search tasks, or inspect projects/areas/tags.

Manage Apple Reminders via the `remindctl` CLI on macOS (list, add, edit, complete, delete). Supports lists, date filters, and JSON/plain output.

Set up and use 1Password CLI (op). Use when installing the CLI, enabling desktop app integration, signing in (single or multi-account), or reading/injecting/running secrets via op.

CLI to manage emails via IMAP/SMTP. Use `himalaya` to list, read, write, reply, forward, search, and organize emails from the terminal. Supports multiple accounts and message composition with MML (MIME Meta Language).

X/Twitter CLI for reading, searching, posting, and engagement via cookies.

Remote-control tmux sessions for interactive CLIs by sending keystrokes and scraping pane output.

Analyzes why Buildkite pipeline steps behaved unexpectedly. Use when user asks: - "Why was this step skipped?" - "Why didn't the deploy run?" - "Why is this step waiting?" - "What's blocking this step?" - "Why did this step not run?" - "Explain the step dependencies"

Analyzes failed Buildkite builds to identify root causes. Use when user asks: - "Why did build X fail?" - "Debug this build" - "What's wrong with my CI?" - "Fix this build failure" - "Help me understand this error" - /buildkite:debug

Troubleshoots Buildkite agent issues. Use when user asks: - "My build is stuck waiting for an agent" - "Jobs aren't being picked up" - "Why is my build stuck in scheduled?" - "Agent not running my job" - "Queue issues" - "No agents available"

Use when creating or editing skills for this ai-coding-config repo. Applies

Guide for integrating fastlane into iOS/macOS/Electron projects. Use when (1) Setting up fastlane for App Store/Play Store releases, (2) Automating screenshots with snapshot (native) or Playwright (Electron), (3) Beautifying screenshots with frameit (backgrounds + captions), (4) Managing app metadata and uploading to stores.

Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new documents, (2) Modifying or editing content, (3) Working with tracked changes, (4) Adding comments, or any other document tasks

Generate Vitest + Vue Test Utils tests for Nuxt 4 components, composables, stores, and server routes. Triggers on testing, spec files, coverage, Vitest, Vue Test Utils, unit tests, integration tests, or write/review test requests.

Use when editing .vue files, creating Vue 3 components, writing composables, or testing Vue code - provides Composition API patterns, props/emits best practices, VueUse integration, and reactive destructuring guidance

Use when building with Reka UI (headless Vue components) - provides component API, accessibility patterns, composition (asChild), controlled/uncontrolled state, and styling integration. Formerly Radix Vue.

Remotion video development toolkit. Use this skill when working with Remotion projects for rendering frames, managing compositions, or video-related tasks. Triggers on tasks involving Remotion, video rendering, frame previews, or composition development.

Help with AbacatePay payment integration in Next.js projects. Use when implementing PIX payments, managing subscriptions, handling webhooks, or debugging payment flows. Covers SDK usage, webhook verification, and billing management for Brazilian SaaS applications.

Implement PostHog analytics, feature flags, and session replay for Next.js apps. Use this skill for event tracking, user identification, A/B testing, experiments, and session recording setup. Also handles analytics reporting (funnel analysis, retention, SEO) with Google Search Console integration.

Enhanced skill creation framework emphasizing philosophy-first design, anti-pattern prevention, and variation encouragement. Use when creating new skills, improving existing skills, analyzing skill quality, or when users request help designing effective skills that unlock capabilities rather than constraining them. Includes analysis tools and upgrade suggestions for existing skills.

Implement Expo push notifications including permission requests, token management, and notification handlers. Use when setting up push notifications, handling notification events, or configuring app.json for notifications.

Comprehensive document creation, editing, and analysis with support for tracked changes,

Extract and structure key optimization model elements from natural language MCM/ICM problem statements. Use when Claude needs to analyze mathematical modeling competition problems to identify: (1) Decision variables (continuous/discrete/integer), (2) Objective function (maximize/minimize/multi-objective), (3) Constraints (explicit and implicit like non-negativity, integrality), (4) Data requirements (given data vs parameters to find), (5) Solution accuracy requirements, or (6) Ambiguities requiring mathematical clarification

This skill provides patterns and best practices for Laravel Horizon queue management, job design, and monitoring. It should be used when implementing queue jobs, configuring Horizon, or troubleshooting queue issues.

Capture solved problems as categorized documentation with YAML frontmatter for fast lookup

Generates content (Blog, X, Mail) Strictly adhering to My persona and writing style.

사용자 제공 DOCX/PDF 템플릿의 글자체·크기·단락·여백·A4 레이아웃을 최대한 유지하며 공문서(.docx)를 작성/생성한다. 템플릿이 없으면 ISO 216(A4)·ISO 8601(날짜) 및 통용 양식/커뮤니티 템플릿을 근거로 기본 양식을 구성한다. 생성 후 docx-style-verifier로 템플릿 일치도를 정량 검증한다.

Set up Claude Code to route requests through Vercel AI Gateway for monitoring and observability

Debug OneBot protocol interactions and message handling. Use when troubleshooting message delivery, webhook issues, or protocol parsing. Triggers on OneBot errors, message issues, protocol debugging.

Professional stock price tracking, fundamental analysis, and financial reporting tool. Supports global markets (US, KR, etc.), Crypto, and Forex with real-time data. (1) Real-time quotes, (2) Valuation metrics (PE, EPS, ROE), (3) Earnings calendar and consensus, (4) High-quality Candlestick & Line charts with technical indicators (MA5/20/60).

Search the web using a self-hosted SearXNG instance. Privacy-respecting metasearch that aggregates results from multiple engines.

Transcribe YouTube videos and local audio/video files with speaker diarization. Use when user asks to transcribe a YouTube URL, podcast, video, or audio file. Outputs clean speaker-labeled transcripts ready for LLM analysis.

Persistent long term memory for for continuity in ai sessions between providers and codegen tools.

Generate WHO child growth charts (height, weight, BMI) with percentile curves. Downloads official WHO reference data on demand. Use when users ask about child growth tracking, percentiles, or want growth charts for their kids.

Local speech-to-text using faster-whisper. 4-6x faster than OpenAI Whisper with identical accuracy; GPU acceleration enables ~20x realtime transcription. Supports standard and distilled models with word-level timestamps.

Control Tesla vehicles from macOS via the Tesla Owner API using teslapy (auth, list cars, status, lock/unlock, climate, charging, location, and extras). Use when you want to check your car state or run safe remote commands. Designed for Parth Maniar (@officialpm) with local-only auth caching, confirmation gates for disruptive actions, and chat-friendly status output.

Use when executing implementation plans with independent tasks in the current session

Use when facing 2+ independent tasks that can be worked on without shared state or sequential dependencies

Write comprehensive Vitest tests following UI-Doc conventions. Provides type-safe mocking patterns, test organization, and project-specific testing guidance. Use when implementing or reviewing tests.

Presentation creation, editing, and analysis. When Claude needs to work with presentations (.pptx files) for: (1) Creating new presentations, (2) Modifying or editing content, (3) Working with layouts, (4) Adding comments or speaker notes, or any other presentation tasks

Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files)

Advanced PDF manipulation (OCR, forms, tables). Use this skill any time a user wants to: read, extract, merge, split, rotate, watermark, encrypt, decrypt, fill forms, extract tables, or perform OCR on PDF files

Gmail API를 통해 이메일을 발송합니다. 커피챗 리마인더, 후속 연락, 네트워킹 메일 발송에 활용.

Expert knowledge for Telegraf (Node.js) and Telegram Bot API. Use when creating scenes, keyboards, handling errors, or working with bot logic.

Creazione, modifica e analisi di documenti .docx con supporto per revisioni, commenti e formattazione.

Creazione, modifica e analisi avanzata di fogli di calcolo Excel (.xlsx) con formule e formattazione.

Usa questa skill per avviare progetti LLM, pipeline batch, o strutturare architetture di progetti basati su agenti.

Guida per creare server MCP (Model Context Protocol) di alta qualità per integrare servizi esterni con LLM.

Experto en Sphinx, RST y arquitectura documental. Usar para analisis de estructura, resolucion de problemas de build, optimizacion de markup RST, y decisiones sobre organizacion de contenido.

Guide Claude to perform Umbraco content operations via MCP tools safely.

Guide Claude to perform Umbraco developer and ops tasks via MCP tools safely.

Guide to perform headless Umbraco dev/ops tasks via MCP tools safely.

Guide Tailwind CSS v4 usage with best-practice utility patterns and theme variable guidance.

Build complete desktop apps using Electron + Vite + React.

Build fully fledged games using Phaser + Electron.

Generate visual HTML reports (charts/tables) and open them in a native WebView window.

五派“教主快评”（威科夫/缠论/一目/海龟/VSA）。对拟上车标的先给每派 1 句话 + 1 条失效条件；默认不调用 LLM（你点名深挖才启用）。

基本面/行业/技术调研（证据导向、可复核）。可选支持抓取门户/资讯网站新闻做线索汇总与风险点标注，但不替代公告/财报。输出结构：结论-证据-不确定性（不写科幻、不做投资建议）。

Compare CVE vulnerabilities between two OCI container images and generate reports showing fixed and new CVEs.

Remote-control tmux sessions for interactive CLIs by sending keystrokes and scraping pane output.

CLI to manage emails via IMAP/SMTP. Use `himalaya` to list, read, write, reply, forward, search, and organize emails from the terminal. Supports multiple accounts and message composition with MML (MIME Meta Language).

Manage Things 3 via the `things` CLI on macOS (add/update projects+todos via URL scheme; read/search/list from the local Things database). Use when a user asks regentto add a task to Things, list inbox/today/upcoming, search tasks, or inspect projects/areas/tags.

Manage Apple Reminders via the `remindctl` CLI on macOS (list, add, edit, complete, delete). Supports lists, date filters, and JSON/plain output.

X/Twitter CLI for reading, searching, posting, and engagement via cookies.

Set up and use 1Password CLI (op). Use when installing the CLI, enabling desktop app integration, signing in (single or multi-account), or reading/injecting/running secrets via op.

Core Nix language patterns, syntax, and idioms. Use when writing Nix expressions, understanding evaluation, working with attribute sets, functions, let bindings, or debugging Nix code. Covers data types, operators, string interpolation, imports, and common pitfalls.

R 语言流行病学与生物统计分析核心技能。专为医学研究生、临床数据分析、真实世界数据(RWD)研究设计。 触发场景：(1) 用户进行任何 R 统计分析；(2) 需要描述统计、回归、生存分析、中介效应、Meta分析；(3) 需要数据清洗或可视化；(4) R 代码错误调试；(5) 生成出版级图表或统计表格。