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Build transformer fine-tuning run plans with task settings, hyperparameters, and model-card outputs. Use for repeatable Hugging Face or PyTorch finetuning workflows.

Plan and orchestrate authorized Nmap host discovery, port and service enumeration, NSE profiling, and reporting artifacts for in-scope targets.

Use when you need to **measure** (not just describe) brand citation frequency across AI search surfaces over time. Runs a configurable brand-mention prompt set weekly against ChatGPT (OpenAI API), Perplexity (Sonar API), and optionally Google AI Mode / AI Overviews / Bing Copilot / Claude.ai (manual workflow). Stores NDJSON history for trend analysis. Triggers from "track AI citations", "AI Overvi

Systematically identifies edge cases and boundary conditions for any function, API, or user flow.

Create, list, view, and manage Jira issues via REST API; triggers on 'jira', 'create ticket', 'list issues', 'change type'.

Use when working with API contracts in a multi-service project. Ensures contracts stay in sync with implementations and downstream consumers are updated when APIs change.

Use when the user wants to migrate, upgrade, or move from one framework, library, or API version to another.

Orchestrate Ralph automation loops for spec-driven development. Use when starting, stopping, monitoring, or checking status of Ralph loops. Triggers on Ralph start, Ralph stop, Ralph status, spec automation, task loop, run tasks, check progress, kill Ralph, resume Ralph, or tmux session management.

Build repeatable data-to-Docs pipelines from Sheets and Drive sources. Use for automated status reports, template-based document assembly, and scheduled publishing workflows.

Google Workspace CLI (gws) for managing all 18 Workspace APIs from the terminal. Use when running gws commands, listing Drive files, sending Gmail, reading Sheets, creating Calendar events, managing Tasks, querying Chat, pushing Apps Script, building cross-service automations, or when user mentions gws or Google Workspace CLI. NOT for building MCP servers (use mcp-server), NOT for general API desi

Scaffold backend API, data models, ORM setup, and endpoint inventory with OpenAPI output.

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. Keywords: 创建技能, 技能开发, 构建claude技能, 技能设计, 技能模板, create skill, build skill, develop skill, skill creation, skill development, skill template, skill design, skill builder, skill