Data & AI

AI-powered CI Gatekeeper Agent that enforces observability standards in CI/CD pipelines. Use when: (1) Generating GitHub Actions/Jenkins pipelines for observability gates, (2) Configuring progressive enforcement policies, (3) Validating schema compatibility in CI, (4) Generating gate status reports. Triggers: "create observability gate", "configure CI enforcement", "generate gate policy", "check observability compliance".

Generates sequences of high-leverage tasks that increase understanding and improve the code. Use when:- "what should I work on next?" - suggests prioritized tasks- "create a plan for this repo" - generates a curriculum- "what's the roadmap?" - shows curriculum overview- "help me onboard to this codebase" - creates learning tasks- "plan a refactor" - structures improvement work- "prioritize these features" - organizes work into tracks- "make an onboarding plan" - creates a learning path- "create a learning path for this repo" - sequences learning tasks- "roadmap this refactor" - plans improvement work- "write the curriculum to disk" - persists plan artifacts

Grep/wc replacement for .runs artifacts. Use for: count, extract, Machine Summary, receipt reading, marker counts. Null-safe counting (REQ/NFR/QID/RSK markers), YAML block parsing, BDD scenario counting. Deterministic read-only - no judgment. Use when cleanup agents need mechanical counts/extraction. Invoke via bash .claude/scripts/demoswarm.sh.

Python development guidelines for modern Python projects. Use when creating Python modules, classes, functions, scripts, or working with type hints, pytest, packaging (pip/poetry), virtual environments, async/await, data classes, or Python best practices. Covers project structure, typing, testing patterns, error handling, logging, and Pythonic idioms.

Use when writing JavaScript or TypeScript code with asynchronous operations

Validate infrastructure environment and tool availability. Use when (1) new infra engineer onboarding, (2) checking required tools (Docker, kubectl, terraform, nginx), (3) verifying GitHub auth and repo access, (4) orchestrator auto-runs at work start.

Explains error messages and suggests solutions. Use when user encounters errors, exceptions, or cryptic error messages and needs help understanding and fixing them.

Use when investigating config file discrepancies during audit. Spawns config agents in waves to compare template standards against actual files. READ-ONLY analysis - agents report findings but make no changes.

Google Gemini API 集成指南：提供 AI 分析、提示词工程、流式响应和多模态处理的最佳实践。Use when: 需要集成 Gemini API、编写提示词、处理流式响应、多模态输入。Triggers: "Gemini", "AI", "LLM", "提示词", "prompt", "流式", "streaming", "多模态"

Utility-first CSS framework for rapidly building custom user interfaces

HestAI workflow phase execution including D0→D1→D2→D3→B0→B1→B2→B3→B4→B5 sequence, agent assignments per phase, phase transition validation, and deliverable requirements. Use when starting new phase, determining next steps, or validating phase completion.

Migrate pyproject.toml from pre-PDM 2.0 syntax to modern PEP-compliant format. Focuses on dev-dependencies to dependency-groups conversion and PEP 621 project metadata. Integrates with Context7 for latest PDM documentation.

AI-powered pipeline diagnostics. Explains why faces weren't detected, tracked, embedded, or clustered using OpenAI GPT-4o analysis. Use when debugging pipeline issues, reviewing unclustered tracks, or understanding why quality gates rejected faces.

Control kitty terminal via remote protocol and kitty-test-harness; launch panels/windows, send keys, capture screen, manage sockets, and debug remote-control failures when testing TUIs.

Model dependencies using Effect-style Context, Layer, and Service patterns with compile-time safety. Use when designing DI systems, modeling environments, or building Effect-TS applications.

Orchestrate the SFH-OS fractal horn design pipeline. Use when the user wants todesign a horn, run the full pipeline, manage iterations, or resolve conflictsbetween acoustic and manufacturing requirements. This is the master skill thatcoordinates AG-GEN, AG-SIM, AG-MFG, AG-QA, and AG-VIZ sub-agents.

Fill Word document templates (contracts, forms) with structured data using docxtpl. Use when user uploads a .docx template with {{variables}} and provides data to fill it, or requests contract/form generation from template.

This skill should be used when the user asks about "MakerKit patterns", "CLAUDE.md files", "what MCP tools are available", "how does MakerKit structure", "personal vs team accounts", "RLS patterns in MakerKit", or needs quick reference for MakerKit conventions.

Comprehensive audit of Claude Code hooks for correctness, safety, and performance. Use when reviewing, validating, or debugging hooks, checking JSON stdin handling, verifying exit codes (0=allow, 2=block), analyzing error handling, fixing hook failures, ensuring safe degradation, optimizing performance, or validating settings.json registration. Also triggers when user asks about hook best practices, wants to create a new hook, or needs help with hook configuration.

Frontend React/Vite/PWA do Sr Cardoso. Use quando editar paginas, componentes, hooks, fluxo de agendamento, painel admin, consumo de API REST e UX mobile-first.