Use when the user asks to design, create, review, improve, package, distribute, measure, or classify AI agent Skills, Claude Code Skills, Codex skills, or reusable agent workflows; convert recurring workflows, runbooks, verification steps, API usage, scaffolding, code review, CI/CD, infrastructure operations, data analysis, or team automation into a maintainable SKILL.md with gotchas, progressive disclosure, resources, evals, rollout guidance, and measurement.
Use when the user asks to write or improve CLI help output, usage text, option/flag documentation, subcommand docs, examples, terminal `--help` text, or a man-page style command reference from raw arguments or an existing CLI.
Use when the user asks to create, revise, or audit a CONTRIBUTING.md/contributor guide, onboarding instructions, local development setup, test/lint workflow, PR process, commit conventions, or open-source contribution guidance for a repository.
Use when the user asks to review, debug, harden, or optimize a Dockerfile or container build for smaller images, faster caching, multi-stage builds, non-root runtime users, dependency installation, .dockerignore, or Docker best practices.
Use when the user asks how to perform, explain, or recover from a Git operation: status/log inspection, branching, staging, commits, amend, reset, revert, rebase, merge conflicts, stash, reflog, submodules, remotes, force-push safety, or rewriting history.
Use when the user asks to triage an issue, bug report, feature request, crash report, reproduction steps, maintainer response, issue priority/severity, missing diagnostic information, or labels for GitHub/GitLab-style issue content.
Use when the user provides a GitHub repository URL/name or asks to analyze an open-source project, compare project health, inspect stars/forks/license/languages, summarize tech stack, evaluate activity/community/docs, or produce an OSS project report.
Use when the user asks about open-source license choice, compatibility, compliance, SPDX identifiers, LICENSE/NOTICE files, source headers, copyleft/permissive tradeoffs, MIT, Apache-2.0, GPL, LGPL, AGPL, BSD, MPL, 木兰宽松许可证, Mulan PSL v2, or OSS licensing terms.