Who this guide is for
- Non-technical founders building with AI coding agents
- PMs turning product ideas into MVPs
- Developers using skills as focused agent capabilities
Recommended skill types
Best when you need bugs, regressions, missing tests, and risk ordered by severity.
Best when the output is a responsive UI, landing page, or polished component.
Best when the code depends on current SDKs, APIs, or product behavior.
Decision checklist
- Does the skill inspect the existing codebase before editing?
- Does it run or suggest verification steps?
- Does it avoid overwriting unrelated user changes?
- Does it explain what changed and what remains risky?