Use this whenever the user asks to write, author, or scaffold a new SecureContext skill (Anthropic-style filesystem skill at /.claude/skills/ / or /.claude/skills/ /). The skill walks the agent through the four-invariant checklist, generates a SKILL.md from a template, and runs the bundled linter + admission preview…
HITL (Human-In-The-Loop) application of a numbered list one item at a time — status board upfront, per-item approve/skip, approve-all mode, and one opt-in commit bundling all approved items after the loop. Use when stepping through ai-forge-judge findings or any numbered changes. Triggers are apply these, go through…
Create a new skill (SKILL.md), agent definition, or instruction file. Use when converting ad-hoc knowledge into a reusable skill, scaffolding an agent for Claude Code, GitHub Copilot, OpenAI Codex, or Google Gemini, or creating instruction files for glob-pattern matching. Don't use for updating existing artifacts …
Behavioral eval for skills and agents — whether the artifact actually changes model behavior, not just whether it scores well on a rubric. Use when verifying a skill or agent works in practice, or when tracking its performance across repeated runs to catch regressions. Triggers are test this skill, test this agent…