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boshu2/agentops
DevOps discipline for AI coding agents: shape the work, track it as a graph, and get each change judged by a context that didn't write it.
History
Review weekly changes to SKILL.md before updating. Dates mark the weeks in which we observed each version; checks apply to the recorded commits.
View weekly changes
packs/agentops-executor/agents/implementer-claude/skills/implement/SKILL.md
Week of Nov 2, 2026 · +0 / −0 lines
Before Not checked yet → After Local scripts
86be29519988 → 7547dab37a18
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
packs/agentops-executor/agents/implementer/skills/implement/SKILL.md
Week of Nov 2, 2026 · +0 / −0 lines
Before Not checked yet → After Local scripts
86be29519988 → 7547dab37a18
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
packs/agentops-executor/agents/validator/skills/validate/SKILL.md
Week of Nov 2, 2026 · +0 / −0 lines
Before Not checked yet → After Local scripts
86be29519988 → 7547dab37a18
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
packs/agentops-executor/skills/using-gc/SKILL.md
Week of Nov 2, 2026 · +0 / −0 lines
Before Not checked yet → After Instructions only
86be29519988 → 7547dab37a18
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
plugin/skills/agent-native/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Instructions only
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
plugin/skills/agy-native/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Network or broad shell
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
plugin/skills/architecture/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Instructions only
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
plugin/skills/claude-exec/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Instructions only
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
plugin/skills/codex-exec/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Network or broad shell
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
plugin/skills/council/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Local scripts
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
plugin/skills/craft-goal/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Local scripts
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
plugin/skills/doc/SKILL.md
Week of Nov 2, 2026 · +0 / −0 lines
Before Not checked yet → After Network or broad shell
86be29519988 → 7547dab37a18
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
plugin/skills/domain/SKILL.md
Week of Nov 2, 2026 · +0 / −0 lines
Before Not checked yet → After Network or broad shell
86be29519988 → 7547dab37a18
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
plugin/skills/ergonomics/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Instructions only
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
plugin/skills/idea-genie/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Local scripts
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
plugin/skills/implement/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Network or broad shell
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
plugin/skills/interview/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Instructions only
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
plugin/skills/memory/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Local scripts
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
plugin/skills/navigate/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Instructions only
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
plugin/skills/orchestrate/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Network or broad shell
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
plugin/skills/plan/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Instructions only
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
plugin/skills/postmortem/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Local scripts
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
plugin/skills/premortem/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Local scripts
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
plugin/skills/refactor/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Instructions only
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
plugin/skills/research/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Local scripts
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
plugin/skills/reverse-engineer/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Network or broad shell
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
plugin/skills/review/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Instructions only
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
plugin/skills/rpi/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Instructions only
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
plugin/skills/security/SKILL.md
Week of Nov 2, 2026 · +0 / −0 lines
Before Not checked yet → After Network or broad shell
86be29519988 → 7547dab37a18
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
plugin/skills/skill-builder/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Network or broad shell
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
plugin/skills/skill-eval/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Network or broad shell
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
plugin/skills/test/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Local scripts
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
plugin/skills/triage/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Instructions only
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
plugin/skills/using-gc/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Network or broad shell
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
plugin/skills/validate/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Instructions only
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
skills/agent-native/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Instructions only
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
skills/agy-native/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Network or broad shell
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
skills/architecture/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Instructions only
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
skills/claude-exec/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Instructions only
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
skills/codex-exec/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Network or broad shell
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
skills/council/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Local scripts
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
skills/craft-goal/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Local scripts
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
skills/doc/SKILL.md
Week of Nov 2, 2026 · +0 / −0 lines
Before Not checked yet → After Network or broad shell
86be29519988 → 7547dab37a18
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
skills/domain/SKILL.md
Week of Nov 2, 2026 · +0 / −0 lines
Before Not checked yet → After Network or broad shell
86be29519988 → 7547dab37a18
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
skills/ergonomics/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Instructions only
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
skills/idea-genie/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Local scripts
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
skills/implement/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Network or broad shell
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
skills/interview/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Instructions only
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
skills/memory/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Local scripts
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
skills/navigate/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Instructions only
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
skills/orchestrate/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Network or broad shell
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
skills/plan/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Instructions only
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
skills/postmortem/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Local scripts
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
skills/premortem/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Local scripts
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
skills/refactor/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Instructions only
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
skills/research/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Local scripts
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
skills/reverse-engineer/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Network or broad shell
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
skills/review/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Instructions only
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
skills/rpi/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Instructions only
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
skills/security/SKILL.md
Week of Nov 2, 2026 · +0 / −0 lines
Before Not checked yet → After Network or broad shell
86be29519988 → 7547dab37a18
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
skills/skill-builder/SKILL.md
Week of Nov 2, 2026 · Line counts unavailable
Before Not checked yet → After Network or broad shell
86be29519988 → 7547dab37a18
A local comparison is unavailable. You can inspect the recorded versions on GitHub.
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Not checked yet
First observation → 86be29519988
No earlier version was observed for comparison.
skills/skill-eval/SKILL.md
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Verified commit 7547dab37a18f36def54b25e0c81eb39ef9dffef
git clone --filter=blob:none --no-checkout https://github.com/boshu2/agentops.git .hotskills/boshu2-agentops && git -C .hotskills/boshu2-agentops checkout --detach 7547dab37a18f36def54b25e0c81eb39ef9dffef
# Copy each selected skill directory from .hotskills/boshu2-agentops into .claude/skills/<skill-name>/git clone --filter=blob:none --no-checkout https://github.com/boshu2/agentops.git .hotskills/boshu2-agentops && git -C .hotskills/boshu2-agentops checkout --detach 7547dab37a18f36def54b25e0c81eb39ef9dffef
# Copy each selected skill directory from .hotskills/boshu2-agentops into .agents/skills/<skill-name>/git clone --filter=blob:none --no-checkout https://github.com/boshu2/agentops.git .hotskills/boshu2-agentops && git -C .hotskills/boshu2-agentops checkout --detach 7547dab37a18f36def54b25e0c81eb39ef9dffef
# Copy each selected skill directory from .hotskills/boshu2-agentops into .opencode/skills/<skill-name>/Heat
3.1- Star growth, last 7 daysNot available
- Star growth, last 24 hoursNot available
- Rank movement, last 7 daysNot available
- Commits, last 30 daysNot available
- Accounts asking about it through MCP, last 7 daysNot available
- Hot votes this weekNot available
Heat never changes the order by stars, and sponsorship never touches it. How heat works
Stars over time
30-day change not yet available: not enough history.
Individual skills in this repository
- implement
packs/agentops-executor/agents/implementer-claude/skills/implement - implement
packs/agentops-executor/agents/implementer/skills/implement - validate
packs/agentops-executor/agents/validator/skills/validate - using-gc
packs/agentops-executor/skills/using-gc - agent-native
plugin/skills/agent-native - agy-native
plugin/skills/agy-native - architecture
plugin/skills/architecture - claude-exec
plugin/skills/claude-exec - codex-exec
plugin/skills/codex-exec - council
plugin/skills/council - craft-goal
plugin/skills/craft-goal - doc
plugin/skills/doc - domain
plugin/skills/domain - ergonomics
plugin/skills/ergonomics - idea-genie
plugin/skills/idea-genie - implement
plugin/skills/implement - interview
plugin/skills/interview - memory
plugin/skills/memory - navigate
plugin/skills/navigate - orchestrate
plugin/skills/orchestrate - plan
plugin/skills/plan - postmortem
plugin/skills/postmortem - premortem
plugin/skills/premortem - refactor
plugin/skills/refactor - research
plugin/skills/research - reverse-engineer
plugin/skills/reverse-engineer - review
plugin/skills/review - rpi
plugin/skills/rpi - security
plugin/skills/security - skill-builder
plugin/skills/skill-builder - skill-eval
plugin/skills/skill-eval - test
plugin/skills/test - triage
plugin/skills/triage - using-gc
plugin/skills/using-gc - validate
plugin/skills/validate - agent-native
skills/agent-native - agy-native
skills/agy-native - architecture
skills/architecture - claude-exec
skills/claude-exec - codex-exec
skills/codex-exec - council
skills/council - craft-goal
skills/craft-goal - doc
skills/doc - domain
skills/domain - ergonomics
skills/ergonomics - idea-genie
skills/idea-genie - implement
skills/implement - interview
skills/interview - memory
skills/memory - navigate
skills/navigate - orchestrate
skills/orchestrate - plan
skills/plan - postmortem
skills/postmortem - premortem
skills/premortem - refactor
skills/refactor - research
skills/research - reverse-engineer
skills/reverse-engineer - review
skills/review - rpi
skills/rpi - security
skills/security - skill-builder
skills/skill-builder - skill-eval
skills/skill-eval - test
skills/test - triage
skills/triage - using-gc
skills/using-gc - validate
skills/validate - bad-skill
tests/fixtures/skill-eval/bad-skill - Good Skill
tests/fixtures/skill-eval/good-skill - known-bad
tests/fixtures/skills/known-bad - known-good
tests/fixtures/skills/known-good
How it works
implement
When your agent uses it
Execute one bounded RED to GREEN experiment from bead or caller intent; return derived subject identity and check facts. Triggers: "implement", "implement this bead", "run the experiment". Full plan-to-validation requests route to rpi.
What it loads into context
Frontmatter
177 tokensAlways available to the agent
SKILL.md
810 tokensWhen the skill is activated
Reference documents
0 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Workflow
- Evidence proportionality
- Scope conflict rule
- Boundary
Scripts executed separately
scripts/validate.sh
Files
../../../../../../.claude-plugin/marketplace.jsonasset729 bytes../../../../../../hooks/hooks.jsonasset540 bytesSKILL.mdcore3,740 bytesSKILL.mdcore3,740 bytesreferences/implement.featureasset735 bytesscripts/validate.shruns502 bytes../../../../../../plugin/.claude-plugin/icon.pngasset285,978 bytes../../../../../../plugin/.claude-plugin/plugin.jsonasset691 bytes../../../../../../plugin/hooks/hooks.jsonasset540 bytes
Read SKILL.md
# Implement
Execute exactly one bounded experiment described by the resolved bead or caller
intent. Implement owns subject edits and factual evidence. It does not create a
second planning record or a model-authored candidate packet.
## Workflow
1. Read the intent, acceptance, and scope from their existing source. A runtime
may snapshot and hash that source automatically for drift detection.
2. Run the declared first acceptance check before changing behavior. RED-first
applies only when acceptance is behavioral: preserve evidence that the check
fails for the expected missing behavior. Relocations, doc merges, and pure
refactors need no failing-check ritual — record an honest green pre-changeView the complete source on GitHubimplement
When your agent uses it
Execute one bounded RED to GREEN experiment from bead or caller intent; return derived subject identity and check facts. Triggers: "implement", "implement this bead", "run the experiment". Full plan-to-validation requests route to rpi.
What it loads into context
Frontmatter
177 tokensAlways available to the agent
SKILL.md
810 tokensWhen the skill is activated
Reference documents
0 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Workflow
- Evidence proportionality
- Scope conflict rule
- Boundary
Scripts executed separately
scripts/validate.sh
Files
SKILL.mdcore3,740 bytesSKILL.mdcore3,740 bytesreferences/implement.featureasset735 bytesscripts/validate.shruns502 bytes
Read SKILL.md
# Implement
Execute exactly one bounded experiment described by the resolved bead or caller
intent. Implement owns subject edits and factual evidence. It does not create a
second planning record or a model-authored candidate packet.
## Workflow
1. Read the intent, acceptance, and scope from their existing source. A runtime
may snapshot and hash that source automatically for drift detection.
2. Run the declared first acceptance check before changing behavior. RED-first
applies only when acceptance is behavioral: preserve evidence that the check
fails for the expected missing behavior. Relocations, doc merges, and pure
refactors need no failing-check ritual — record an honest green pre-changeView the complete source on GitHubvalidate
When your agent uses it
Freshly judge exact subject content against bead or caller acceptance, optionally persist verdict.v2 for a declared consumer, and stop. Triggers: "validate", "independently validate", "vibe".
What it loads into context
Frontmatter
241 tokensAlways available to the agent
SKILL.md
1,552 tokensWhen the skill is activated
Reference documents
0 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Preconditions
- Cross-model fresh validator (caller-elected)
- Mutating-check quarantine
- Workflow
- Freshness without duplication
- Boundary
Scripts executed separately
scripts/check_contract_corpus.pyscripts/test_validate.pyscripts/validate.pyscripts/validate.sh../../../../../../scripts/test-ci-deterministic-gates.sh
Files
SKILL.mdcore7,017 bytesSKILL.mdcore7,017 bytesSKILL.mdcore7,017 bytesSKILL.mdcore7,017 bytesreferences/validate.featureasset1,996 bytesscripts/check_contract_corpus.pyruns5,555 bytesscripts/test_validate.pyruns13,449 bytesscripts/validate.pyruns26,672 bytesscripts/validate.shruns1,057 bytes../../../../../../scripts/test-ci-deterministic-gates.shruns2,846 bytes
Read SKILL.md
# Validate
Independently judge one exact subject against the acceptance in its existing
bead or caller source, return one semantic result, and stop. Validate is the
sole `verdict.v2` writer when persistence is requested. It never asks the model
to reconstruct Plan or Candidate packets.
## Preconditions
- The subject is a nonempty implementation candidate: the manifest lists at
least one entry, and `store-verdict` refuses an empty one. Plans, audits,
reviews, and other control artifacts are not completion subjects unless the
caller explicitly requested document review.
- The intent source is available as a caller-owned artifact or runtime-ownedView the complete source on GitHubusing-gc
When your agent uses it
Operate a caller-selected Gas City 1.4 with upstream registry packs and native run-centered surfaces while keeping GC runtime state out of AgentOps verdicts. Triggers: "using gc", "gas city", "drive the mayor", "dispatch through gc".
What it loads into context
Frontmatter
202 tokensAlways available to the agent
SKILL.md
2,414 tokensWhen the skill is activated
Reference documents
0 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Choose the factory first
- Gas City 1.4 operating model
- Preferred pack and registries
- Upgrade an existing city to 1.4
- Stall protocol
- Visibility: four layers
- Boundaries
Files
SKILL.mdcore10,440 bytesSKILL.mdcore10,440 bytesSKILL.mdcore10,440 bytesSKILL.mdcore10,440 bytesSKILL.mdcore10,440 bytesSKILL.mdcore10,440 bytesSKILL.mdcore10,440 bytesSKILL.mdcore10,440 bytesSKILL.mdcore10,440 bytesSKILL.mdcore10,440 bytes
Read SKILL.md
# Using GC
Use Gas City only when the caller explicitly selects it. Treat it as a
replaceable execution adapter, not a correctness or completion boundary.
## Choose the factory first
AgentOps supports both Gas City and the
[Agentic Coding Flywheel](https://agent-flywheel.com) as external
software-factory runtimes. Use this skill only for Gas City. If the caller
selects the Flywheel, use its native workflow instead of wrapping it in Gas
City.
AgentOps supplies skills and evidence contracts to either factory. It does notView the complete source on GitHubagent-native
When your agent uses it
Dispatch independent tasks to parallel workers or subagents without write collisions. Use when: running or planning agents in parallel, even two; check scopes before any launch.
What it loads into context
Frontmatter
214 tokensAlways available to the agent
SKILL.md
2,280 tokensWhen the skill is activated
Reference documents
20,034 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Before launch, and while running
- Roles
- Launch and observe
- Adapters and judgment
- Per-packet result
Files
SKILL.mdcore10,394 bytesSKILL.mdcore10,394 bytesSKILL.mdcore10,394 bytesSKILL.mdcore10,394 bytesSKILL.mdcore10,394 bytesagents/bulk-reader.tomlasset2,133 bytesagents/code-writer.tomlasset2,198 bytesreferences/RAW_SOURCE_READS.mddoc6,239 bytesreferences/context-budget-delegation.mddoc10,572 bytesreferences/judgment-receipts.mddoc6,494 bytesreferences/launch-and-isolation.mddoc4,844 bytesreferences/model-dispatch.mddoc11,110 bytesreferences/session-associations.mddoc4,430 bytes../agy-native/SKILL.mddoc7,769 bytes../claude-exec/SKILL.mddoc6,909 bytes../codex-exec/SKILL.mddoc6,751 bytes../orchestrate/SKILL.mddoc10,237 bytes../validate/SKILL.mddoc11,555 bytes
Read SKILL.md
# Agent Native
Launch and observe caller-selected agent sessions as explicit roles, and return
runtime facts per packet. Execution does not validate output: no adapter issues
a binding verdict or turns factory completion into delivery or validation proof.
[Orchestrate](../orchestrate/SKILL.md) decides what to dispatch and when; this
skill launches and observes.
## Before launch, and while running
- **Validate the whole batch first.** Every packet needs its packet identity,
caller intent, role, selected executor, workspace, starting commit,
authorized source scope, evidence destination, all transitive effects, the
actions it must not take (such as push, merge, history rewrite, tracker orView the complete source on GitHubagy-native
When your agent uses it
Run a supplied task in headless AGY (Antigravity, Gemini) and collect its result. Use when: AGY, Antigravity or Gemini is requested by name; never a fallback.
What it loads into context
Frontmatter
176 tokensAlways available to the agent
SKILL.md
2,153 tokensWhen the skill is activated
Reference documents
3,763 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Before launch
- Permission posture (disclose it; never assume it)
- Command
- Return
Scripts executed separately
../../../scripts/lib/codex-exec.sh
Files
SKILL.mdcore7,769 bytesSKILL.mdcore7,769 bytesSKILL.mdcore7,769 bytesSKILL.mdcore7,769 bytes../claude-exec/SKILL.mddoc6,909 bytes../codex-exec/SKILL.mddoc6,751 bytes../../../scripts/lib/codex-exec.shruns52,727 bytes
Read SKILL.md
# AGY Native
Run a supplied packet in AGY (Antigravity) only when the caller explicitly
selects that runtime. Scope the run to the supplied workspace and packet,
return runtime evidence, and stop.
## Before launch
1. **Read the live surface.** The CLI changes faster than skill text.
Re-checked on 2026-10-25 against Claude Code 2.1.309, codex-cli 0.163.0, AGY 1.4.7, gc edge 97503b2 (with Gas City v1.5.1 docs and source), bd 1.3.1 and ao 3.11.0.
Run `agy --help` for flags, `agy changelog` for behavior the help omits,
and `agy models` for ids. That list includes Claude and GPT-OSS: a Gemini
or cross-family run needs a `gemini-*` id.
2. **Absent means stop.** If `agy` is missing or its help cannot be read,View the complete source on GitHubarchitecture
When your agent uses it
Compare interface designs and find structural friction. Use when: a change spreads across modules or a boundary is unclear. For code changes, use Refactor.
What it loads into context
Frontmatter
229 tokensAlways available to the agent
SKILL.md
1,892 tokensWhen the skill is activated
Reference documents
11,441 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Vocabulary
- Procedure
- Shared code
- Proposal shape
- Authority
Files
SKILL.mdcore8,236 bytesreferences/module-depth.mddoc7,061 bytes../domain/SKILL.mddoc6,212 bytes../implement/SKILL.mddoc12,379 bytes../plan/SKILL.mddoc10,359 bytes../refactor/SKILL.mddoc7,206 bytes../review/SKILL.mddoc8,678 bytes
Read SKILL.md
# Architecture
Architecture finds where a codebase's structure makes change expensive and
proposes a better shape: a deeper module, a seam where behavior has to vary, or
a boundary moved to where the domain language changes. It analyses and
proposes; it edits nothing. Neighbours: [Refactor](../refactor/SKILL.md)
executes one behavior-preserving transformation, [Implement](../implement/SKILL.md)
changes behavior, [Plan](../plan/SKILL.md) slices a chosen change,
[Domain](../domain/SKILL.md) settles what terms mean per context, and
[Review](../review/SKILL.md) advises on an existing plan or diff.
## Vocabulary
Use these meanings in every proposal so the caller can compare them.View the complete source on GitHubclaude-exec
When your agent uses it
Run one prompt through headless Claude with scoped permissions and a time bound. Use when: scripting or automating a `claude -p` call, even a simple one.
What it loads into context
Frontmatter
198 tokensAlways available to the agent
SKILL.md
2,001 tokensWhen the skill is activated
Reference documents
2,208 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Failure modes of a quick `claude -p`
- Run
- Result
Files
../agent-native/references/model-dispatch.mddoc11,110 bytesSKILL.mdcore6,909 bytesSKILL.mdcore6,909 bytesSKILL.mdcore6,909 bytes
Read SKILL.md
# Claude Exec — one-shot runtime adapter
Run one caller-supplied prompt through Claude Code print mode and capture the
result, only when the caller selects Claude: the native agent stays the
default and batches belong to `agent-native`. Flags match `claude --help` for
2.1.309; recheck it on other versions. Re-checked on 2026-10-25 against Claude
Code 2.1.309, codex-cli 0.163.0, AGY 1.4.7, gc edge 97503b2 (with Gas City
v1.5.1 docs and source), bd 1.3.1 and ao 3.11.0.
## Failure modes of a quick `claude -p`
1. **Inherited posture.** A plain run loads the user's settings, hooks,
plugins, MCP servers and CLAUDE.md; a settings `bypassPermissions` default
held even under `--safe-mode`. Use the clean flags below and set `--tools`
and `--permission-mode` to the task's effects. They drop settings files,View the complete source on GitHubcodex-exec
When your agent uses it
Run one prompt through headless Codex and capture the result. Use when: wanting a one-shot `codex exec` run or CI step. Not for batches or retries.
What it loads into context
Frontmatter
179 tokensAlways available to the agent
SKILL.md
1,762 tokensWhen the skill is activated
Reference documents
8,709 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Rules that change the command
- Run it
- Exit codes (guarded library)
- Report, then stop
Scripts executed separately
../../../scripts/lib/codex-exec.sh
Files
../agent-native/SKILL.mddoc10,394 bytes../agent-native/references/judgment-receipts.mddoc6,494 bytes../agy-native/SKILL.mddoc7,769 bytes../claude-exec/SKILL.mddoc6,909 bytesSKILL.mdcore6,751 bytesSKILL.mdcore6,751 bytesSKILL.mdcore6,751 bytesSKILL.mdcore6,751 bytesSKILL.mdcore6,751 bytesSKILL.mdcore6,751 bytesSKILL.mdcore6,751 bytesSKILL.mdcore6,751 bytesreferences/guarded-runner.mddoc3,897 bytes../../../scripts/lib/codex-exec.shruns52,727 bytes
Read SKILL.md
# Codex Exec — one-shot runtime adapter
Run exactly one caller-supplied Codex prompt as one process and capture its
result. This skill does not choose work, retry, validate or continue.
## Rules that change the command
- **Sandbox from declared effects.** `-s read-only` for review or analysis,
`workspace-write` only for authorized edits, and network or wider access only
when the caller explicitly requires those effects. "In case it needs it" is
not a declared effect. `-s` limits only Codex's shell commands; the user's
`config.toml` still starts its MCP servers. For review and CI add
`--ignore-user-config` (auth still loads) and `--ephemeral`, or report the
inherited MCP servers as undeclared effects. A permission denial inside the
run (`EPERM`, "Operation not permitted") shows only what the mode blocks, notView the complete source on GitHubcouncil
When your agent uses it
Compare independent opinions from several models or contexts without inflating agreement. Use when: wanting a second opinion or debate, or summarizing several reviewers' results.
What it loads into context
Frontmatter
201 tokensAlways available to the agent
SKILL.md
2,723 tokensWhen the skill is activated
Reference documents
15,640 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Rules that decide the synthesis
- Run a council
- Optional modes
- Caller challenge
- Synthesis section
- Output
Scripts executed separately
scripts/validate-output.shscripts/validate.sh
Files
../agent-native/references/model-dispatch.mddoc11,110 bytesSKILL.mdcore12,380 bytesSKILL.mdcore12,380 bytesSKILL.mdcore12,380 bytesSKILL.mdcore12,380 bytesSKILL.mdcore12,380 bytesreferences/debate.mddoc3,942 bytesreferences/duel.mddoc1,277 bytesreferences/interview-panel.mddoc1,420 bytesreferences/judge-split.mddoc1,318 bytesschemas/council-report.v1.schema.jsonasset4,827 bytesscripts/validate-output.shruns4,361 bytesscripts/validate.shruns4,750 bytes../idea-genie/SKILL.mddoc12,541 bytes../plan/SKILL.mddoc10,359 bytes../premortem/SKILL.mddoc8,881 bytes../review/SKILL.mddoc8,678 bytes../validate/SKILL.mddoc11,555 bytes
Read SKILL.md
# Council
Council is an optional judgment strategy for hard questions where contrasting
perspectives can expose alternatives, assumptions, or missed evidence. Use it
when the caller selects multiple views for brainstorming, architecture or
planning, or validation. Name the uncertainty that makes the additional
contexts useful; routine work needs no council. Neighbours: one opinion or
look-over is [Review](../review/SKILL.md), one adversarial challenge of a plan
is [Premortem](../premortem/SKILL.md), one consequential choice for Plan is
[Idea Genie](../idea-genie/SKILL.md), and an acceptance verdict is
[Validate](../validate/SKILL.md).
## Rules that decide the synthesis
View the complete source on GitHubcraft-goal
When your agent uses it
Draft or lint a bounded long-running goal prompt with a finish line and hard limits. Use when: asked to craft or lint a goal (a /goal prompt); one change goes to Plan.
What it loads into context
Frontmatter
210 tokensAlways available to the agent
SKILL.md
2,039 tokensWhen the skill is activated
Reference documents
5,729 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Admission: decide first
- What a safe goal holds
- Budgets and HOLD
- Lint rubric
- Output
- Stop
Scripts executed separately
scripts/validate.sh
Files
SKILL.mdcore9,123 bytesreferences/goal-prompt.mddoc4,733 bytesscripts/validate.shruns273 bytes../navigate/SKILL.mddoc10,239 bytes../plan/SKILL.mddoc10,359 bytes
Read SKILL.md
# Craft Goal
Craft or lint a goal prompt: the contract a long-running goal runtime follows
over a bead graph, picking each next experiment (one build bead) until a
frozen finish line is proven or a limit stops it. The number of experiments
need not be known in advance. A goal is safe when success is decidable, every
experiment is bounded, evidence keeps its provenance, and the authorization
envelope cannot silently renew itself.
**Authority boundary.** The emitted prompt and safety report are inert
caller-owned text. Crafting creates no goal, starts no runtime, mutates no
bead and confers no standing authorization. The prompt drives work only when
a caller pastes it into their own goal runtime, under their own authority and
within the non-renewing envelope they set. Craft Goal reads tracker state whenView the complete source on GitHubdoc
When your agent uses it
Write source-checked docs, READMEs, change descriptions and handoffs. Use when: documenting a change, leaving or resuming a handoff, or drafting a questionnaire for someone else.
What it loads into context
Frontmatter
184 tokensAlways available to the agent
SKILL.md
2,772 tokensWhen the skill is activated
Reference documents
18,162 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Modes
- Grounded writing
- Missing-document setup
- Session handoff
- Reference menu
Scripts executed separately
scripts/audit-oss-docs.sh
Files
SKILL.mdcore12,693 bytesSKILL.mdcore12,693 bytesSKILL.mdcore12,693 bytesSKILL.mdcore12,693 bytesreferences/agentops-internal.mddoc2,018 bytesreferences/architecture-report.mddoc3,927 bytesreferences/bootstrap/context-routing.mddoc9,256 bytesreferences/bootstrap/examples.mddoc1,255 bytesreferences/change-driven-docs.mddoc6,698 bytesreferences/de-slopify.mddoc7,621 bytesreferences/default-mode.mddoc5,483 bytesreferences/developer-journey.mddoc5,152 bytesreferences/oss-documentation-tiers.mddoc4,221 bytesreferences/oss-pack.mddoc4,894 bytesreferences/oss-project-types.mddoc7,089 bytesreferences/prose-and-report-workmanship.mddoc3,482 bytesreferences/questionnaire.mddoc1,707 bytesreferences/readme-craft.mddoc11,879 bytesreferences/validation-rules.mddoc7,040 bytesscripts/audit-oss-docs.shruns11,252 bytes
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# Doc
Write or update the documentation the caller needs, grounded in the current
repository and its accepted intent. A small explanation needs no interview,
coverage ledger or separate report. Select only the mode relevant to the task.
## Modes
| Need | Scope and reference |
|---|---|
| Explain an API, command, code-map or architecture | Inspect its consumers and source; use [code/API guidance](references/default-mode.md) or the [codebase report](references/architecture-report.md) when useful. |
| Create or improve a README | Lead with the user's problem and a working first-use path; preserve useful depth. See [README craft](references/readme-craft.md). |
| Check an advertised install, upgrade or first-success path | Follow the selected package and current instructions in an authorized disposable environment. See [developer journey](references/developer-journey.md). |
| Audit or scaffold OSS documentation | Compare existing docs with the requested pack. Create missing files; revise existing files only within the authorized request. See [OSS pack](references/oss-pack.md). |
| Initialize missing entry documents | Create only explicitly requested missing files; report existing paths as skipped. See [setup examples](references/bootstrap/examples.md). |View the complete source on GitHubdomain
When your agent uses it
Settle what domain terms mean per context, and which repository conventions or language standards (Go, Python) apply. Use when: names disagree or a rename is proposed.
What it loads into context
Frontmatter
161 tokensAlways available to the agent
SKILL.md
1,379 tokensWhen the skill is activated
Reference documents
21,167 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Vocabulary work
- Standards lookup
Scripts executed separately
scripts/validate.sh
Files
SKILL.mdcore6,212 bytesreferences/agentops-terms.mddoc835 bytesreferences/caller-vocabulary.mddoc2,289 bytesreferences/standards/common-standards.mddoc19,332 bytesreferences/standards/go.mddoc20,006 bytesreferences/standards/javascript.mddoc2,112 bytesreferences/standards/json.mddoc1,147 bytesreferences/standards/llm-trust-boundary-checklist.mddoc2,384 bytesreferences/standards/markdown.mddoc879 bytesreferences/standards/python.mddoc7,968 bytesreferences/standards/race-condition-checklist.mddoc3,355 bytesreferences/standards/rust.mddoc2,451 bytesreferences/standards/shell.mddoc838 bytesreferences/standards/skill-structure.mddoc6,717 bytesreferences/standards/sql-safety-checklist.mddoc2,902 bytesreferences/standards/test-pyramid.mddoc4,474 bytesreferences/standards/typescript.mddoc1,112 bytesreferences/standards/yaml.mddoc1,504 bytesscripts/validate.shruns2,457 bytes../plan/SKILL.mddoc10,359 bytes
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# Domain
Two independent uses: [vocabulary work](#vocabulary-work) makes a term, name or
rule boundary precise enough for acceptance examples, code and conversation; a
[standards lookup](#standards-lookup) finds the language, data-format, risk or
test-design standard for a change. Neither needs the other. [Plan](../plan/SKILL.md)
owns unified discovery and resumption; Domain resolves only the needed
vocabulary or rule boundary and returns it to the existing intent.
## Vocabulary work
1. **Cite the existing owner.** Find the vocabulary owner in the caller's
instructions, domain docs or contracts and read only the relevant terms. A
lookup is read-only. With no owner, label each definition as observed in
code or proposed.View the complete source on GitHubergonomics
When your agent uses it
Audit CLI, API, MCP or SDK discovery, first use and error recovery. Use when: designing an agent-facing tool or investigating misuse, including one command.
What it loads into context
Frontmatter
224 tokensAlways available to the agent
SKILL.md
2,453 tokensWhen the skill is activated
Reference documents
13,635 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- The literal reader
- Select the mode
- What to examine
- Live exercise
- Findings
- Authority
- References
Files
../doc/SKILL.mddoc12,693 bytesSKILL.mdcore10,782 bytesreferences/error-contract.mddoc4,315 bytes../implement/SKILL.mddoc12,379 bytes../security/SKILL.mddoc10,225 bytes../test/SKILL.mddoc10,588 bytes../validate/SKILL.mddoc11,555 bytes
Read SKILL.md
# Ergonomics
Judge a tool surface from the position of its most literal consumer, an AI
agent: a CLI, HTTP API, MCP or agent tool, SDK or library, or a proposed design
for one. A human developer is the second consumer and is usually served by the
same fixes. Neighbours: threats are [Security](../security/SKILL.md); help text
and READMEs are [Doc](../doc/SKILL.md); lasting proof is [Test](../test/SKILL.md);
applying fixes is [Implement](../implement/SKILL.md); acceptance is
[Validate](../validate/SKILL.md).
## The literal reader
An agent sees only text, exit codes and structured output. It has no screen,
no colour cue and often no terminal or open stdin. It copies the printed next
step and runs it as written. It cannot ask what a message meant. When somethingView the complete source on GitHubidea-genie
When your agent uses it
Brainstorm evidence-backed options for what to build, or stress-test an idea. Use when: deciding what to build next, comparing options or testing an idea.
What it loads into context
Frontmatter
243 tokensAlways available to the agent
SKILL.md
2,950 tokensWhen the skill is activated
Reference documents
8,025 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Modes
- Elicit mode
- Duel mode
- References
Scripts executed separately
scripts/validate-challenge.shscripts/validate-output.sh
Files
../agent-native/references/model-dispatch.mddoc11,110 bytes../council/SKILL.mddoc12,380 bytesSKILL.mdcore12,541 bytesSKILL.mdcore12,541 bytesSKILL.mdcore12,541 bytesSKILL.mdcore12,541 bytesSKILL.mdcore12,541 bytesreferences/idea-challenge.featureasset866 bytesreferences/idea-genie.featureasset953 bytesreferences/sealed-perspectives.mddoc1,581 bytesscripts/validate-challenge.shruns2,152 bytesscripts/validate-output.shruns1,779 bytes../plan/references/challenge.mddoc3,655 bytes../premortem/SKILL.mddoc8,881 bytes
Read SKILL.md
# Idea Genie
One canonical root for idea work: elicit an evidence-grounded portfolio of
options, or challenge a consequential idea with sealed independent
perspectives. Both modes explore and advise; neither selects, schedules,
tracks, implements, or validates work.
## Modes
| Trigger phrases | Mode | Output contract |
|---|---|---|
| "idea genie", "what should we build next", "brainstorm options", "supported opportunities" | elicit | `idea-portfolio.v1` |
| "challenge this idea", "compare independent proposals", "stress-test a one-way door" | duel | `idea-challenge.v1` |
View the complete source on GitHubimplement
When your agent uses it
Change or repair code, config or services without weakening tests; report what ran and what did not. Use when: implementing a change or fixing a defect.
What it loads into context
Frontmatter
222 tokensAlways available to the agent
SKILL.md
2,657 tokensWhen the skill is activated
Reference documents
12,423 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Rules that decide the result
- Workflow
- Handoff
- Diagnosis, scaffolding and delegated work
- Finish
Files
../agent-native/SKILL.mddoc10,394 bytesSKILL.mdcore12,379 bytesSKILL.mdcore12,379 bytesSKILL.mdcore12,379 bytesSKILL.mdcore12,379 bytesreferences/change-safety.mddoc7,891 bytesreferences/difficult-failures.mddoc9,723 bytesreferences/operations.mddoc8,010 bytesreferences/scaffold/agent-facing-tool-scaffolds.mddoc1,357 bytes../rpi/references/boundaries.mddoc4,055 bytes../test/references/error-recovery.mddoc3,115 bytes../using-gc/SKILL.mddoc14,390 bytes
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# Implement
Implement the accepted outcome. Repair ordinary known defects directly. Use the
existing intent; a clear edit needs no Plan first. Implement owns source changes
and factual checks. Read changed paths from Git (`git status --porcelain`,
`git diff --name-only <base>`), never from memory;
`ao provenance manifest --root <repo>` with one `--include <path>` per declared
path digests only the paths you declare and runs no Git. Copy check results from the command output.
## Rules that decide the result
- **Fix the cause, not the oracle.** Never loosen an assertion, tolerance,
golden, fixture or suppression, or substitute a mock or placeholder, to turn
a check green; nor change what the check runs against: code that actsView the complete source on GitHubinterview
When your agent uses it
Interview you one question at a time, each choice with a recommendation, to settle a big outcome before agents work alone. Use when: asked to interview you about a goal or plan.
What it loads into context
Frontmatter
240 tokensAlways available to the agent
SKILL.md
1,795 tokensWhen the skill is activated
Reference documents
7,240 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Each turn
- Answerer
- BDD: acceptance as examples
- DDD: one term per concept
- Show the state
- Stop and hand off
Files
../council/SKILL.mddoc12,380 bytes../doc/references/questionnaire.mddoc1,707 bytes../domain/SKILL.mddoc6,212 bytesSKILL.mdcore7,654 bytesSKILL.mdcore7,654 bytesSKILL.mdcore7,654 bytesSKILL.mdcore7,654 bytesSKILL.mdcore7,654 bytesSKILL.mdcore7,654 bytesreferences/stress-test.mddoc2,212 bytes../plan/SKILL.mddoc10,359 bytes
Read SKILL.md
# Interview
Shape a big outcome with the caller, one question per turn, before agents run
alone: you look up facts; the caller makes choices and supplies what only they
know. Interview creates nothing new (no goal, bead or file), changes no status,
claim or closure, and only appends notes to an existing intent source
([Show the state](#show-the-state)). To test a plan, design or decision the
caller already holds, see [a held plan](references/stress-test.md#a-plan-the-caller-already-holds).
## Each turn
1. **Look it up** in the tracker, docs and code first. Ask the caller only for
choices (outcome, proof, non-goals, authority, budgets, priorities, risk
tolerance) and for facts no source holds: what they tried or ruled out,View the complete source on GitHubmemory
When your agent uses it
Find or curate supported lessons and agent rules. Use when: asked to remember, trace a corrected claim, audit instructions or write an agent rule.
What it loads into context
Frontmatter
203 tokensAlways available to the agent
SKILL.md
1,645 tokensWhen the skill is activated
Reference documents
6,821 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Rules for any saved lesson or rule
- Choose one operation
- One authority per fact
- Access, storage and honest limits
Scripts executed separately
scripts/validate.sh
Files
SKILL.mdcore7,395 bytesSKILL.mdcore7,395 bytesSKILL.mdcore7,395 bytesSKILL.mdcore7,395 bytesreferences/curate.mddoc6,374 bytesreferences/instruction-sources.mddoc3,043 bytesreferences/learn/okf-page-profile.mddoc7,581 bytesreferences/mine-learn.mddoc3,182 bytesreferences/recall.mddoc2,832 bytesreferences/toil.mddoc1,824 bytesscripts/validate.shruns860 bytes../postmortem/SKILL.mddoc7,884 bytes
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# Memory
Use maintained experience only when it changes an action. Memory is optional:
no mandatory recall at RPI entry, lesson at completion, worksheet, page quota or
background mining. A trivial edit can proceed directly to implementation.
## Rules for any saved lesson or rule
Apply these whenever a request would save or promote a lesson, including a
request to turn an incident into a rule for an instruction file:
1. **Look for an existing entry first.** Search the selected `.context/` pages,
external topic pages or the target instruction file (`AGENTS.md`,
`CLAUDE.md`, a team rules file). Amend the entry that already covers theView the complete source on GitHubnavigate
When your agent uses it
Pick the next work in an epic or bead graph; closed is not proven. Use when: asked what is next or whether an epic is done.
What it loads into context
Frontmatter
249 tokensAlways available to the agent
SKILL.md
2,446 tokensWhen the skill is activated
Reference documents
10,669 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Rules that decide the pick
- Speak the domain
- Bead graph contract
- 1. Observe
- 2. Pick the wave
- 3. Ratchet the graph
- 4. Checkpoint
- Foggy epics
- Hygiene
Files
../domain/SKILL.mddoc6,212 bytesSKILL.mdcore10,239 bytesSKILL.mdcore10,239 bytes../orchestrate/SKILL.mddoc10,237 bytes../plan/SKILL.mddoc10,359 bytes../rpi/SKILL.mddoc9,856 bytes../validate/SKILL.mddoc11,555 bytes
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# Navigate
Pick the next wave (the ready beads run together next) on a bead graph and
keep the graph honest toward its frozen acceptance. The root epic holds
acceptance; each child build bead is one experiment; a decision bead goes to
the resolver it names ([Foggy epics](#foggy-epics)). Navigate picks and
records, and never edits acceptance, dispatches, judges or closes:
[Plan](../plan/SKILL.md) shapes, [Orchestrate](../orchestrate/SKILL.md)
dispatches, native execution (the caller's coding agent and shell) or an
optional [RPI](../rpi/SKILL.md) run builds, [Validate](../validate/SKILL.md)
judges, and Craft Goal owns the prompt and HOLD (the goal's stop on a
declared trigger, so the cause can be examined before more work runs).
**One pass**, when a person asks what is next on an epic: steps 1 and 2 plusView the complete source on GitHuborchestrate
When your agent uses it
Coordinate several workers: what idle agents do next, which finished work gets checked first, how to recover a dead one. Use when: managing multiple agents.
What it loads into context
Frontmatter
185 tokensAlways available to the agent
SKILL.md
2,233 tokensWhen the skill is activated
Reference documents
22,423 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Before any dispatch
- Recover the actual work
- Choose the next useful dispatch
- Integrate and obtain judgment
- Reconcile feedback and resume
- Status block
Files
../agent-native/SKILL.mddoc10,394 bytes../agent-native/references/model-dispatch.mddoc11,110 bytes../agy-native/SKILL.mddoc7,769 bytes../claude-exec/SKILL.mddoc6,909 bytes../codex-exec/SKILL.mddoc6,751 bytes../implement/SKILL.mddoc12,379 bytes../memory/references/recall.mddoc2,832 bytes../navigate/SKILL.mddoc10,239 bytesSKILL.mdcore10,237 bytesSKILL.mdcore10,237 bytesSKILL.mdcore10,237 bytesSKILL.mdcore10,237 bytesSKILL.mdcore10,237 bytesreferences/decide-once-apply-in-parallel.mddoc2,330 bytes../plan/SKILL.mddoc10,359 bytes../using-gc/SKILL.mddoc14,390 bytes
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# Orchestrate
Coordinate caller-authorized work through its existing tracker and runtime; a
clear task needs zero mandatory skills. The tracker owns assignments and
dependencies, the runtime owns running contexts and bounds, and repository
policy owns integration and delivery. Orchestrate decides what each worker does
next. [Agent Native](../agent-native/SKILL.md) launches and observes workers;
[Navigate](../navigate/SKILL.md) picks the wave on a bead graph toward frozen
acceptance and records verdicts.
## Before any dispatch
- **Finished is not done.** Exit 0, a pushed branch, a closed tracker item or a
worker saying "done" makes a candidate. It still owes its checks, integrationView the complete source on GitHubplan
When your agent uses it
Shape a request into one end-to-end slice with observable behavior; review write scope and reversible decisions. Use when: planning, breaking down or scoping a change.
What it loads into context
Frontmatter
184 tokensAlways available to the agent
SKILL.md
2,283 tokensWhen the skill is activated
Reference documents
17,733 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- A plan meets these rules
- Output
- Workflow
- Route uncertainty
- Who decides
- Example
Files
../domain/SKILL.mddoc6,212 bytes../idea-genie/SKILL.mddoc12,541 bytes../interview/SKILL.mddoc7,654 bytes../memory/references/recall.mddoc2,832 bytes../navigate/SKILL.mddoc10,239 bytesSKILL.mdcore10,359 bytesSKILL.mdcore10,359 bytesSKILL.mdcore10,359 bytesSKILL.mdcore10,359 bytesSKILL.mdcore10,359 bytesSKILL.mdcore10,359 bytesSKILL.mdcore10,359 bytesreferences/challenge.mddoc3,655 bytesreferences/ground-truth-routing.mddoc5,569 bytesreferences/resume-and-handoff.mddoc4,314 bytes../refactor/SKILL.mddoc7,206 bytes../research/SKILL.mddoc19,579 bytes
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# Plan
Shape missing intent into one actionable slice, then stop. A clear change can
proceed directly; load a specialist only for the question it answers.
Prefer the caller's tracker, if any; otherwise use the conversation or
supplied text. Supplied advice, such as an [Idea Genie](../idea-genie/SKILL.md)
portfolio or challenge, is evidence to weigh, never a decision.
## A plan meets these rules
1. **One slice, not a roadmap.** Shape the narrowest change that produces an
observable result end to end, through every layer it touches. No phases,
no layer-by-layer breakdown, no backlog: later work stays one coarse line
each until new evidence makes it the next slice. When several slices couldView the complete source on GitHubpostmortem
When your agent uses it
Explain why a change, incident or session went as it did, separating proven causes from coincidence. Use when: asked for a postmortem, retro or root-cause write-up.
What it loads into context
Frontmatter
179 tokensAlways available to the agent
SKILL.md
1,719 tokensWhen the skill is activated
Reference documents
9,063 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- First check: correlation or cause?
- Prompt
- Critical Constraints
- Workflow
- Output Specification
Scripts executed separately
scripts/validate.sh
Files
../architecture/SKILL.mddoc8,236 bytes../memory/SKILL.mddoc7,395 bytes../plan/references/resume-and-handoff.mddoc4,314 bytesSKILL.mdcore7,884 bytesscripts/validate.shruns966 bytes../premortem/SKILL.mddoc8,881 bytes../validate/SKILL.mddoc11,555 bytes
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# Postmortem
Answer an explicit retrospective causal question about a completed or stopped
goal, session, change or incident from its actual intent, outcome and judgment evidence.
Neighbours: how a plan not yet run could fail is [Premortem](../premortem/SKILL.md);
whether a finished change meets acceptance is [Validate](../validate/SKILL.md).
## First check: correlation or cause?
Treat every causal statement as a hypothesis, including the one the caller
arrives with. Promoting a claim from correlation to cause requires all three:
- a stated mechanism: the specific path by which the condition produced the
outcome, in terms a reader could check against the subject;View the complete source on GitHubpremortem
When your agent uses it
Find how a rollout plan could fail before committing to it. Use when: asked what could go wrong or to poke holes in a plan.
What it loads into context
Frontmatter
177 tokensAlways available to the agent
SKILL.md
2,052 tokensWhen the skill is activated
Reference documents
8,248 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- The first check: who verifies, and are they fresh?
- The second check: which steps are one-way doors?
- The third check: construct the failure
- Workflow
- It's working if
- Boundary
- Output
Scripts executed separately
scripts/validate-output.shscripts/validate.sh
Files
../council/SKILL.mddoc12,380 bytes../plan/references/challenge.mddoc3,655 bytesSKILL.mdcore8,881 bytesSKILL.mdcore8,881 bytesSKILL.mdcore8,881 bytesSKILL.mdcore8,881 bytesreferences/derivation-diff.mddoc1,540 bytesschemas/premortem-plan-review.v1.schema.jsonasset1,283 bytesscripts/validate-output.shruns2,419 bytesscripts/validate.shruns1,584 bytes../review/SKILL.mddoc8,678 bytes../validate/SKILL.mddoc11,555 bytes
Read SKILL.md
# Premortem
Premortem is an optional plan-challenge strategy. It asks one fresh context to
identify concrete ways the resolved bead or caller intent could fail before implementation.
It is not part of the required RPI sequence and does not authorize readiness.
[Plan's shared challenge method](../plan/references/challenge.md) owns optional
exchange, dispatch and stopping rules; when no fresh context can be started,
step 2's labelled self-judged fallback replaces its no-stand-in rule here.
Premortem owns the three checks below. Neighbours: general advice is
[Review](../review/SKILL.md), acceptance of a finished change is
[Validate](../validate/SKILL.md), and several independent views are
[Council](../council/SKILL.md).
Run the checks in this order and report findings in the same order: a findingView the complete source on GitHubrefactor
When your agent uses it
Restructure or clean up code with no behavior change, proved by before-and-after checks. Use when: asked to clean up, extract, dedupe or simplify, even one function.
What it loads into context
Frontmatter
150 tokensAlways available to the agent
SKILL.md
1,564 tokensWhen the skill is activated
Reference documents
2,766 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- What counts as behavior
- Procedure
- Neutrality gates
- Boundaries and tests
- References
Files
../domain/SKILL.mddoc6,212 bytesSKILL.mdcore7,206 bytesreferences/behavior-preserving-simplification.mddoc6,901 bytes
Read SKILL.md
# Refactor — one structural experiment
Refactor changes structure while preserving observable behavior. It performs one
caller-selected transformation and reports the result. "Behavior-preserving" is
a claim to prove with before/after checks, never to assert.
## What counts as behavior
Unless the caller explicitly excluded a surface, all of these must survive:
- **Messages and exit codes.** Error and output text compares byte-for-byte;
exit codes, error types and which input raises which error stay the same.
Scripts and callers parse them. Preserve an inconsistent message and report
it; normalizing it is a behavior change.
- **Differences between near-duplicates.** When merging duplicated branches,View the complete source on GitHubresearch
When your agent uses it
Answer one cited question on code, history, claims or patterns. Use when: asked how it works, why it changed, if a claim or done/shipped report holds, or a pattern warrants a rule.
What it loads into context
Frontmatter
308 tokensAlways available to the agent
SKILL.md
4,359 tokensWhen the skill is activated
Reference documents
12,292 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Evidence rules
- Investigation
- Claim checking
- Claimed-state audit
- Adoption questions
- Decision lineage
- Repository tracing
- Pattern evidence
- Output and boundaries
Scripts executed separately
scripts/claim-audit/validate-output.shscripts/codebase-recon/validate-output.shscripts/pattern-mining/validate-output.shscripts/validate.sh
Files
../doc/SKILL.mddoc12,693 bytes../memory/SKILL.mddoc7,395 bytes../plan/SKILL.mddoc10,359 bytesSKILL.mdcore19,579 bytesSKILL.mdcore19,579 bytesSKILL.mdcore19,579 bytesSKILL.mdcore19,579 bytesSKILL.mdcore19,579 bytesSKILL.mdcore19,579 bytesSKILL.mdcore19,579 bytesSKILL.mdcore19,579 bytesSKILL.mdcore19,579 bytesSKILL.mdcore19,579 bytesSKILL.mdcore19,579 bytesSKILL.mdcore19,579 bytesSKILL.mdcore19,579 bytesSKILL.mdcore19,579 bytesreferences/adoption-evidence.mddoc1,848 bytesreferences/codebase-recon/codebase-recon.featureasset1,826 bytesreferences/codebase-recon/pack-contract.mddoc3,371 bytesreferences/goals.mddoc1,190 bytesreferences/pattern-mining/pack-contract.mddoc2,274 bytesreferences/pattern-mining/pattern-mining.featureasset824 bytesreferences/research.featureasset530 bytesreferences/status.mddoc1,215 bytesschemas/findings.jsonasset3,411 bytesschemas/reality-check-report.v1.schema.jsonasset1,557 bytesscripts/claim-audit/validate-output.shruns1,679 bytesscripts/codebase-recon/validate-output.shruns19,468 bytesscripts/pattern-mining/validate-output.shruns2,110 bytesscripts/validate.shruns2,954 bytes../review/references/advice-or-acceptance.mddoc2,725 bytes../validate/SKILL.mddoc11,555 bytes
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# Research
Answer the caller's bounded question with cited evidence. Choose ordinary
investigation, claim checking, a claimed-state audit, decision lineage,
repository tracing or pattern evidence according to the question; these are
optional modes, not a sequence. A quick answer needs no report file.
[Plan](../plan/SKILL.md) owns unified discovery and resumption when the question
is part of shaping a change; return this cited answer to that existing intent
without restarting its interview or taking over caller choices.
## Evidence rules
- **One lineage counts once.** Copies, ports and repeated quotations of one
upstream source are a single exemplar, however many files or reports carry
them. Check provenance before counting instances as independent, and stopView the complete source on GitHubreverse-engineer
When your agent uses it
Tear down a competitor's repo or product into a feature inventory and adoption choices. Use when: comparing us to another tool or asking what to steal.
What it loads into context
Frontmatter
183 tokensAlways available to the agent
SKILL.md
2,212 tokensWhen the skill is activated
Reference documents
13,409 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- ⚠<U+FE0F> Constraints — Hard Guardrails (MANDATORY)
- Evidence rules
- Phase 1 — teardown
- Phase 2 — steal-map
- Validation and handoff
Scripts executed separately
scripts/binary/analyze_binary.shscripts/binary/capture_cli_help.shscripts/binary/extract_embedded_archives.pyscripts/binary/list_embedded_archives.pyscripts/extract_docs_features.shscripts/extract_sitemap_paths.shscripts/fetch_url.pyscripts/generate_feature_catalog_md.pyscripts/generate_feature_inventory_md.pyscripts/repo_fixture_test.shscripts/reverse_engineer.pyscripts/scaffold_feature_registry.pyscripts/security/generate_sbom.shscripts/security/scan_secrets.shscripts/security/validate_security_audit.shscripts/self_test.shscripts/validate-output.shscripts/validate.shscripts/validate_feature_registry.py
Files
../idea-genie/SKILL.mddoc12,541 bytes../plan/SKILL.mddoc10,359 bytes../premortem/SKILL.mddoc8,881 bytes../research/SKILL.mddoc19,579 bytes.gitignoreasset19 bytesSKILL.mdcore9,021 bytesSKILL.mdcore9,021 bytesSKILL.mdcore9,021 bytesSKILL.mdcore9,021 bytesSKILL.mdcore9,021 bytesSKILL.mdcore9,021 bytesSKILL.mdcore9,021 bytesagents/openai.yamlasset296 bytesfixtures/cc-sdd-v2.1.0/cli-surface-contracts.txtdoc1,386 bytesfixtures/cc-sdd-v2.1.0/clone-metadata.jsonasset156 bytesfixtures/cc-sdd-v2.1.0/docs-features.txtdoc454 bytesfixtures/cc-sdd-v2.1.0/feature-registry.yamlasset840 bytesreferences/invocation.mddoc7,012 bytesreferences/reverse-engineer.featureasset2,791 bytesreferences/templates/security/attack-surface.md.tmplasset310 bytesreferences/templates/security/authn-authz.md.tmplasset294 bytesreferences/templates/security/crypto-review.md.tmplasset283 bytesreferences/templates/security/dataflow.md.tmplasset298 bytesreferences/templates/security/findings.md.tmplasset236 bytesreferences/templates/security/reproducibility.md.tmplasset237 bytesreferences/templates/security/threat-model.md.tmplasset331 bytesreferences/templates/spec-architecture.md.tmplasset918 bytesreferences/templates/spec-code-map.md.tmplasset717 bytesscripts/binary/analyze_binary.shruns6,149 bytesscripts/binary/capture_cli_help.shruns8,361 bytesscripts/binary/extract_embedded_archives.pyruns4,127 bytesscripts/binary/list_embedded_archives.pyruns3,831 bytesscripts/extract_docs_features.shruns839 bytesscripts/extract_sitemap_paths.shruns892 bytesscripts/fetch_url.pyruns853 bytesscripts/generate_feature_catalog_md.pyruns3,002 bytesscripts/generate_feature_inventory_md.pyruns1,397 bytesscripts/repo_fixture_test.shruns14,720 bytesscripts/reverse_engineer.pyruns80,464 bytesscripts/scaffold_feature_registry.pyruns2,435 bytesscripts/security/generate_sbom.shruns1,330 bytesscripts/security/scan_secrets.shruns2,665 bytesscripts/security/validate_security_audit.shruns2,492 bytesscripts/self_test.shruns11,424 bytesscripts/validate-output.shruns5,394 bytesscripts/validate.shruns7,562 bytesscripts/validate_feature_registry.pyruns6,020 bytes
Read SKILL.md
# Reverse Engineer
Reverse-engineer an external system into two things: a **teardown** (feature
inventory, a registry of where to read, CLI and contract specs, optionally a
security audit) and a **steal-map** (the decision: what to adopt into our
surfaces and what to leave behind). A decision row that must cite evidence can
be re-checked by anyone; a decision made from impressions cannot be re-checked
by its own author. Deciding from a competitor's README is the failure this
skill exists to prevent.
## ⚠<U+FE0F> Constraints — Hard Guardrails (MANDATORY)
- Only operate on code/binaries you own or have **explicit written authorization** to analyze — this matters because unauthorized teardown is the legal/IP line.
- Do not provide steps to bypass protections/ToS or to extract proprietary source/system prompts.
- Do not output reconstructed proprietary source or embedded prompts (index only; redact in reports) — to prevent reproducing protected IP.View the complete source on GitHubreview
When your agent uses it
Give advisory feedback on a plan, design or code change. Use when: asked for an opinion or a look-over, even informally. Not for acceptance; use Validate.
What it loads into context
Frontmatter
173 tokensAlways available to the agent
SKILL.md
1,915 tokensWhen the skill is activated
Reference documents
17,659 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Rules an unaided review misses
- Advice or acceptance
- Advisory examination
- Select a method only when useful
Files
../architecture/SKILL.mddoc8,236 bytes../council/SKILL.mddoc12,380 bytes../plan/references/challenge.mddoc3,655 bytes../premortem/SKILL.mddoc8,881 bytes../refactor/SKILL.mddoc7,206 bytesSKILL.mdcore8,678 bytesSKILL.mdcore8,678 bytesSKILL.mdcore8,678 bytesSKILL.mdcore8,678 bytesSKILL.mdcore8,678 bytesreferences/advice-or-acceptance.mddoc2,725 bytesreferences/document-findings.mddoc1,761 bytes../security/SKILL.mddoc10,225 bytes../test/SKILL.mddoc10,588 bytes../test/references/error-recovery.mddoc3,115 bytes../validate/SKILL.mddoc11,555 bytes
Read SKILL.md
# Review
Give useful, supported advice on the caller's plan, design or change, in the
existing conversation. Review does not accept the subject, issue `PASS`, `FAIL`
or `NOT_PROVEN`, or author `verdict.v2`. Neighbours: how a plan could fail is
[Premortem](../premortem/SKILL.md); whether a stated claim holds is
[Research](../research/SKILL.md#claimed-state-audit); an acceptance verdict is
[Validate](../validate/SKILL.md); several independent views are
[Council](../council/SKILL.md).
## Rules an unaided review misses
- **Advice is not acceptance.** Never present advice, agreement or a no-finding
result as acceptance, even when the caller offers to skip independent reviewView the complete source on GitHubrpi
When your agent uses it
Drive one accepted change through implementation and checks to done, with one fresh review only where a mistake is costly. Use when: asked to run or orchestrate work through RPI.
What it loads into context
Frontmatter
219 tokensAlways available to the agent
SKILL.md
2,190 tokensWhen the skill is activated
Reference documents
10,307 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Operating charter
- Delegation and handoffs
- Causal stall and bounds
- Evidence and boundaries
- Closeout
Files
../implement/SKILL.mddoc12,379 bytes../memory/SKILL.mddoc7,395 bytes../plan/SKILL.mddoc10,359 bytesSKILL.mdcore9,856 bytesreferences/boundaries.mddoc4,055 bytesreferences/outer-goal.mddoc1,562 bytes../validate/SKILL.mddoc11,555 bytes
Read SKILL.md
# RPI
Own the authorized outcome through finish. RPI (research, plan, implement) is
one native pass, not fixed phases: use the native coding agent and shell.
BD or the caller's tracker owns work and handoffs; Git owns content and
delivery. AgentOps supplies a small charter and one fresh judgment where a
mistake is costly, not a scheduler.
## Operating charter
1. Use the existing accepted outcome, scope and real bounds. A clear change
needs no Plan, Recall or Learn worksheet. Resolve uncertainty only when it
could change the implementation or acceptance decision.
2. Take the smallest acceptance-advancing action. [Plan](../plan/SKILL.md)View the complete source on GitHubsecurity
When your agent uses it
Review code for security problems; scan for vulnerabilities, secrets, dependency and prompt risks. Use when: asked whether code is safe to ship, even one small handler.
What it loads into context
Frontmatter
177 tokensAlways available to the agent
SKILL.md
2,307 tokensWhen the skill is activated
Reference documents
4,833 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Critical Constraints
- What every review reports
- Manual hunt
- Scripted scans
- Output Specification
Scripts executed separately
scripts/prompt_redteam.pyscripts/security_suite.pyscripts/validate.sh../../../scripts/security-gate.sh../../../scripts/security-gate.sh../../../scripts/security-gate.sh../../../scripts/toolchain-validate.sh
Files
SKILL.mdcore10,225 bytesSKILL.mdcore10,225 bytesSKILL.mdcore10,225 bytesSKILL.mdcore10,225 bytesreferences/agentops-redteam-pack.jsonasset6,571 bytesreferences/attacker-path-evidence.mddoc4,829 bytesreferences/owasp-checklist.mddoc7,960 bytesreferences/policy-example.jsonasset525 bytesreferences/security-suite-runbook.mddoc8,575 bytesscripts/prompt_redteam.pyruns11,577 bytesscripts/security_suite.pyruns33,494 bytesscripts/validate.shruns5,521 bytes../../../scripts/security-gate.shruns4,046 bytes../../../scripts/security-gate.shruns4,046 bytes../../../scripts/security-gate.shruns4,046 bytes../../../scripts/toolchain-validate.shruns39,596 bytes
Read SKILL.md
# Security Skill
> **Purpose:** Find and report security weaknesses in code, scripts, authorized binaries, and repo-managed prompt surfaces, with honest coverage.
Use this skill for a caller-requested security review of code or of a plan or design before code exists, a repository scan, authorized binary assurance, dependency risk, secrets, or offline prompt-surface redteam.
## Critical Constraints
- Scan only repositories, binaries, and prompt surfaces the operator owns or is explicitly authorized to assess. **Why:** a security review does not grant access to third-party systems or proprietary material.
- Keep collection read-only by default; do not exfiltrate secrets, execute destructive payloads, or mutate policy/baselines to manufacture green. **Why:** the assessment must not become the incident or erase its evidence.
- Treat missing/error scanners as a coverage gap, never a clean finding; use `--require-tools` when complete tool coverage is required. **Why:** absent evidence is not evidence of absence.
- Use the current agent and local shell; do not start another runtime or orchestration substrate unless explicitly requested. **Why:** repository scanning is a bounded operation, not permission to fan out.
- Report findings and coverage gaps, then stop. Remediation, risk acceptance,
reruns, promotion, and any ship or merge call are caller decisions. Asked
whether to ship, merge or deploy, give the findings and coverage, then say inView the complete source on GitHubskill-builder
When your agent uses it
Create, repair, audit or consolidate agent skills (SKILL.md packages). Use when: writing or fixing a skill, its description or structure. Not for one-off lessons; use Memory.
What it loads into context
Frontmatter
222 tokensAlways available to the agent
SKILL.md
2,342 tokensWhen the skill is activated
Reference documents
24,702 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Decide whether to create anything
- Choose the requested operation
- Create and maintain
- Consolidate
- Conversion
- Distill expertise
Scripts executed separately
scripts/audit-legacy.shscripts/audit.shscripts/authoring_scan.pyscripts/build.shscripts/conformance_profile.pyscripts/converter/convert.shscripts/converter/validate.shscripts/craft_score.pyscripts/heal.shscripts/init.shscripts/run-ao.shscripts/scan_descriptions.pyscripts/score_agentops_skill.pyscripts/test-authoring-mutations.shscripts/test-craft-mutations.shscripts/test-mutation-boundaries.shscripts/validate.sh../../../scripts/check-cathedral-cut-conformance.py../../../scripts/check-cmdao-surface-parity.sh../../../scripts/check-cmdao-surface-parity.sh../../../scripts/check-cmdao-surface-parity.sh../../../scripts/check-cmdao-surface-parity.sh../../../scripts/check-cmdao-surface-parity.sh../../../scripts/check-skill-mesh.py../../../scripts/extract-release-notes.sh../../../scripts/generate-cli-reference.sh../../../scripts/generate-cli-reference.sh../../../scripts/generate-cli-reference.sh../../../scripts/generate-documentation-index.py../../../scripts/generate-skill-mesh.py../../../scripts/generate-skill-mesh.py../../../scripts/generate-skill-mesh.py../../../scripts/generate-skill-mesh.py../../../scripts/lib/preamble.sh../../../scripts/regen-all.sh../../../scripts/regen-all.sh../../../scripts/regen-command-surfaces.sh../../../scripts/regen-command-surfaces.sh../../../scripts/regen-plugin-tree.sh../../../scripts/regen-plugin-tree.sh../../../scripts/regen-plugin-tree.sh../../../scripts/regen-plugin-tree.sh../../../scripts/release-smoke-test.sh../../../scripts/validate-codex-api-conformance.sh../../../scripts/validate-codex-api-conformance.sh../../../scripts/validate-codex-api-conformance.sh../../../scripts/validate-codex-api-conformance.sh../../../tests/docs/validate-doc-release.sh../../../tests/docs/validate-doc-release.sh../../../tests/docs/validate-doc-release.sh../../../tests/docs/validate-doc-release.sh../../../tests/docs/validate-doc-release.sh
Files
../../../README.mddoc38,181 bytes../memory/SKILL.mddoc7,395 bytesSKILL.mdcore10,302 bytesSKILL.mdcore10,302 bytesSKILL.mdcore10,302 bytesSKILL.mdcore10,302 bytesSKILL.mdcore10,302 bytesSKILL.mdcore10,302 bytesSKILL.mdcore10,302 bytesSKILL.mdcore10,302 bytesSKILL.mdcore10,302 bytesSKILL.mdcore10,302 bytesSKILL.mdcore10,302 bytesSKILL.mdcore10,302 bytesSKILL.mdcore10,302 bytesSKILL.mdcore10,302 bytesSKILL.mdcore10,302 bytesSKILL.mdcore10,302 bytesSKILL.mdcore10,302 bytesSKILL.mdcore10,302 bytesSKILL.mdcore10,302 bytesSKILL.mdcore10,302 bytesSKILL.mdcore10,302 bytesSKILL.mdcore10,302 bytesSKILL.mdcore10,302 bytesSKILL.mdcore10,302 bytesreferences/audit-checks.mddoc9,604 bytesreferences/authoring-doctrine.mddoc10,753 bytesreferences/build-mechanics.mddoc5,101 bytesreferences/codex-parity.mddoc2,398 bytesreferences/converter/skill-bundle-schema.mddoc4,654 bytesreferences/heal.featureasset1,104 bytesreferences/skill-auditor.featureasset2,121 bytesreferences/skill-builder.featureasset1,883 bytesreferences/skill-conformance-profiles.yamlasset4,604 bytesreferences/skill-template.mddoc2,120 bytesschemas/audit-report-legacy.jsonasset17,816 bytesschemas/audit-report.jsonasset5,576 bytesschemas/build-report.jsonasset765 bytesscripts/audit-legacy.shruns18,130 bytesscripts/audit.shruns941 bytesscripts/authoring_scan.pyruns7,310 bytesscripts/build.shruns1,249 bytesscripts/conformance_profile.pyruns18,381 bytesscripts/converter/convert.shruns25,810 bytesscripts/converter/validate.shruns4,445 bytesscripts/craft_score.pyruns12,354 bytesscripts/heal.shruns2,149 bytesscripts/init.shruns518 bytesscripts/run-ao.shruns752 bytesscripts/scan_descriptions.pyruns21,746 bytesscripts/score_agentops_skill.pyruns12,324 bytesscripts/test-authoring-mutations.shruns3,353 bytesscripts/test-craft-mutations.shruns3,210 bytesscripts/test-mutation-boundaries.shruns2,537 bytesscripts/validate.shruns3,853 bytes../skill-eval/SKILL.mddoc15,821 bytes../validate/SKILL.mddoc11,555 bytes../../../scripts/check-cathedral-cut-conformance.pyruns15,880 bytes../../../scripts/check-cmdao-surface-parity.shruns14,874 bytes../../../scripts/check-cmdao-surface-parity.shruns14,874 bytes../../../scripts/check-cmdao-surface-parity.shruns14,874 bytes../../../scripts/check-cmdao-surface-parity.shruns14,874 bytes../../../scripts/check-cmdao-surface-parity.shruns14,874 bytes../../../scripts/check-skill-mesh.pyruns5,201 bytes../../../scripts/cmdao-surface-allowlist.txtdoc4,807 bytes../../../scripts/extract-release-notes.shruns10,865 bytes../../../scripts/generate-cli-reference.shruns7,281 bytes../../../scripts/generate-cli-reference.shruns7,281 bytes../../../scripts/generate-cli-reference.shruns7,281 bytes../../../scripts/generate-documentation-index.pyruns2,637 bytes../../../scripts/generate-skill-mesh.pyruns15,243 bytes../../../scripts/generate-skill-mesh.pyruns15,243 bytes../../../scripts/generate-skill-mesh.pyruns15,243 bytes../../../scripts/generate-skill-mesh.pyruns15,243 bytes../../../scripts/lib/preamble.shruns7,035 bytes../../../scripts/regen-all.shruns2,086 bytes../../../scripts/regen-all.shruns2,086 bytes../../../scripts/regen-command-surfaces.shruns1,948 bytes../../../scripts/regen-command-surfaces.shruns1,948 bytes../../../scripts/regen-plugin-tree.shruns6,027 bytes../../../scripts/regen-plugin-tree.shruns6,027 bytes../../../scripts/regen-plugin-tree.shruns6,027 bytes../../../scripts/regen-plugin-tree.shruns6,027 bytes../../../scripts/release-smoke-test.shruns4,484 bytes../../../scripts/validate-codex-api-conformance.shruns8,029 bytes../../../scripts/validate-codex-api-conformance.shruns8,029 bytes../../../scripts/validate-codex-api-conformance.shruns8,029 bytes../../../scripts/validate-codex-api-conformance.shruns8,029 bytes../../../tests/docs/validate-doc-release.shruns1,463 bytes../../../tests/docs/validate-doc-release.shruns1,463 bytes../../../tests/docs/validate-doc-release.shruns1,463 bytes../../../tests/docs/validate-doc-release.shruns1,463 bytes../../../tests/docs/validate-doc-release.shruns1,463 bytes
Read SKILL.md
# Skill Builder
Create, repair, audit or export one canonical skill package, or turn supported
expertise into a small authoring proposal.
## Decide whether to create anything
Apply these before any creation step, including when the request already names
the new skill or file it wants:
1. **Find the existing owner.** Search skills, references, checklists and
instruction files for one that already handles the behavior. Extend that
owner rather than adding a root.
2. **Count independent occurrences.** A new skill, gate, library or workflow
needs three independently evidenced real occurrences and a successfulView the complete source on GitHubskill-eval
When your agent uses it
Measure whether a skill helps by comparing runs with and without it. Use when: reading skill A/B results or deciding to keep, revise or remove one.
What it loads into context
Frontmatter
212 tokensAlways available to the agent
SKILL.md
3,532 tokensWhen the skill is activated
Reference documents
5,644 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Rules that decide the answer
- Choose the question
- Runners
- Procedure
- Output
- References
Scripts executed separately
../../../scripts/check-skill-probe-coverage.sh../../../scripts/check-skill-probe-headroom.sh../../../scripts/lib/codex-exec.sh../../../scripts/probe-skill.sh
Files
../skill-builder/SKILL.mddoc10,302 bytesSKILL.mdcore15,821 bytesSKILL.mdcore15,821 bytesSKILL.mdcore15,821 bytesSKILL.mdcore15,821 bytesSKILL.mdcore15,821 bytesSKILL.mdcore15,821 bytesreferences/behavioral-probes.mddoc4,824 bytesreferences/coding-memory-readout.mddoc2,955 bytesreferences/dialogue-skills.mddoc1,260 bytesreferences/seeding.mddoc5,861 bytes../../../scripts/check-skill-probe-coverage.shruns18,541 bytes../../../scripts/check-skill-probe-headroom.shruns6,078 bytes../../../scripts/lib/codex-exec.shruns52,727 bytes../../../scripts/probe-skill.shruns80,157 bytes
Read SKILL.md
# Skill Eval
Answer one named maintenance decision: **retain, revise, remove, or insufficient
evidence**. Choose the measurement that can answer that decision, use the caller's
accepted cases and resource envelope, make one scoped recommendation, and stop.
A completed evaluation does not require a positive difference.
This is an optional specialist: the selected runner owns execution and bounds,
and its native results own the measurements.
## Rules that decide the answer
- **Count every attempt.** Keep failed, crashed, interrupted, blocked, abandoned,
missing and infrastructure-invalid attempts in the all-attempt accounting. AView the complete source on GitHubtest
When your agent uses it
Write or assess tests that prove behavior and would fail without the fix. Use when: writing tests, TDD, or asked whether a green test is enough.
What it loads into context
Frontmatter
163 tokensAlways available to the agent
SKILL.md
2,280 tokensWhen the skill is activated
Reference documents
12,474 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Modes
- Critical Constraints
- Oracle-strength hierarchy
- Mutation-kill proof
- Harness health floors
- Workflow
- Specialized references
- Output Specification
Scripts executed separately
scripts/validate.sh
Files
../domain/references/standards/test-pyramid.mddoc4,474 bytes../implement/references/difficult-failures.mddoc9,723 bytesSKILL.mdcore10,588 bytesreferences/conformance-harnesses.mddoc2,108 bytesreferences/error-recovery.mddoc3,115 bytesreferences/exploratory-qa.mddoc6,169 bytesreferences/fuzzing.mddoc1,713 bytesreferences/golden-artifacts.mddoc2,570 bytesreferences/metamorphic-testing.mddoc1,982 bytesreferences/proof-fidelity.mddoc4,303 bytesreferences/real-service-e2e.mddoc2,075 bytesreferences/subject-performance.mddoc6,731 bytesreferences/suite-audit.mddoc5,194 bytesscripts/validate.shruns2,969 bytes../validate/SKILL.mddoc11,555 bytes
Read SKILL.md
# Test
Write or strengthen tests for a named behavior. Use existing tests directly when
the task is only to run a known suite; this skill is not a required wrapper.
A test is useful when it distinguishes an accepted outcome from a plausible
failure, not merely when it executes the implementation. A green test is
evidence for the caller's decision, never the test author's merge approval;
the binding verdict belongs to [Validate](../validate/SKILL.md).
## Modes
| Mode | Use when | Result |
|---|---|---|
| `generate` | Existing behavior needs tests | Useful tests and focused/suite results |
| `coverage` | The caller asks to find or fill gaps | Before/after coverage, valuable tests and remaining risks |View the complete source on GitHubtriage
When your agent uses it
Turn incoming reports, external PRs and alerts into evidence-based decisions and agent-ready briefs. Use when: intake arrives. For accepted work, use Plan.
What it loads into context
Frontmatter
245 tokensAlways available to the agent
SKILL.md
2,533 tokensWhen the skill is activated
Reference documents
4,590 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Rules an unaided triage misses
- Classify
- Needs info
- Agent-ready brief
- Batch
- Output
- Authority
Files
../plan/SKILL.mddoc10,359 bytes../security/SKILL.mddoc10,225 bytesSKILL.mdcore11,051 bytesSKILL.mdcore11,051 bytes
Read SKILL.md
# Triage
Turn one incoming report (bug report, feature request, external PR, feedback,
operational alert, support message), or a small batch, into a supported
decision and, for accepted or likely-accepted work, a brief an agent can act
on without this conversation. Triage is intake, before planning. It
recommends; the maintainer decides. [Plan](../plan/SKILL.md) shapes accepted
work into a slice; [Security](../security/SKILL.md#triage) owns scanner
findings.
## Rules an unaided triage misses
- **Observe before you brief.** Confirm the fetch returned the whole thread,
not only the opening post, and read the latest comments closely: they oftenView the complete source on GitHubusing-gc
When your agent uses it
Operate Gas City through its own doors: Mayor, doctor and native run state. Use when: Gas City is selected or a gc run looks stuck.
What it loads into context
Frontmatter
191 tokensAlways available to the agent
SKILL.md
3,571 tokensWhen the skill is activated
Reference documents
3,836 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- The operator lane
- Version facts
- Operating model
- Install the pack
- Prepare and check a rig
- Hand work to the Mayor
- Orchestrating through the Mayor: the tending loop
- Stall protocol
- Visibility: four layers
- Boundaries
Files
../orchestrate/SKILL.mddoc10,237 bytesSKILL.mdcore14,390 bytesSKILL.mdcore14,390 bytesSKILL.mdcore14,390 bytesSKILL.mdcore14,390 bytesSKILL.mdcore14,390 bytesSKILL.mdcore14,390 bytesSKILL.mdcore14,390 bytesSKILL.mdcore14,390 bytesSKILL.mdcore14,390 bytesSKILL.mdcore14,390 bytesSKILL.mdcore14,390 bytesSKILL.mdcore14,390 bytesSKILL.mdcore14,390 bytesSKILL.mdcore14,390 bytesSKILL.mdcore14,390 bytesreferences/codex-trust-preseed.mddoc3,824 bytesreferences/upgrade-and-retire.mddoc2,846 bytes
Read SKILL.md
# Using GC
Use Gas City only when the caller explicitly selects it. It is a replaceable
execution adapter whose completion is never AgentOps acceptance or delivery
proof; [Orchestrate](../orchestrate/SKILL.md) owns that rule for every factory.
If the caller selects the [Agentic Coding Flywheel](https://agent-flywheel.com)
instead, follow its [native workflow](https://agent-flywheel.com/complete-guide).
## The operator lane
While a city runs work, the operator lane into it is a closed set:
- author source intent beads;
- `gc mail` to the Mayor, for work dispatch and for city tending;View the complete source on GitHubvalidate
When your agent uses it
Freshly judge whether a finished change and its claims meet original acceptance: PASS, FAIL or NOT_PROVEN. Use when: asked for a go/no-go, sign-off or independent verdict.
What it loads into context
Frontmatter
241 tokensAlways available to the agent
SKILL.md
2,584 tokensWhen the skill is activated
Reference documents
7,411 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Rules that decide the verdict
- Establish intent first
- When a fresh judgment is worth it
- Subject
- Identity and freshness
- Reviewers
- Judgment
- Report
Files
../agent-native/references/model-dispatch.mddoc11,110 bytes../review/SKILL.mddoc8,678 bytes../rpi/references/boundaries.mddoc4,055 bytesSKILL.mdcore11,555 bytesreferences/mechanics.mddoc10,799 bytesreferences/validate.featureasset1,596 bytes
Read SKILL.md
# Validate
Freshly judge one finished candidate against its original acceptance, return
`PASS`, `FAIL`, or `NOT_PROVEN` with criterion-level evidence, and stop.
Neighbours: advice or a second look is [Review](../review/SKILL.md); whether a
stated claim holds is [Research](../research/SKILL.md#claimed-state-audit). This file
carries every rule the judgment needs. Linked files, including
[RPI boundaries](../rpi/references/boundaries.md) and
[mechanics](references/mechanics.md), add depth only: if one cannot be read,
judge from this file and say which was unavailable.
## Rules that decide the verdict
- The author cannot issue a binding PASS, and advisory findings, such as aView the complete source on GitHubagent-native
When your agent uses it
Dispatch independent tasks to parallel workers or subagents without write collisions. Use when: running or planning agents in parallel, even two; check scopes before any launch.
What it loads into context
Frontmatter
214 tokensAlways available to the agent
SKILL.md
2,280 tokensWhen the skill is activated
Reference documents
20,034 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Before launch, and while running
- Roles
- Launch and observe
- Adapters and judgment
- Per-packet result
Files
SKILL.mdcore10,394 bytesSKILL.mdcore10,394 bytesSKILL.mdcore10,394 bytesSKILL.mdcore10,394 bytesSKILL.mdcore10,394 bytesagents/bulk-reader.tomlasset2,133 bytesagents/code-writer.tomlasset2,198 bytesreferences/RAW_SOURCE_READS.mddoc6,239 bytesreferences/context-budget-delegation.mddoc10,572 bytesreferences/judgment-receipts.mddoc6,494 bytesreferences/launch-and-isolation.mddoc4,844 bytesreferences/model-dispatch.mddoc11,110 bytesreferences/session-associations.mddoc4,430 bytes../agy-native/SKILL.mddoc7,769 bytes../claude-exec/SKILL.mddoc6,909 bytes../codex-exec/SKILL.mddoc6,751 bytes../orchestrate/SKILL.mddoc10,237 bytes../validate/SKILL.mddoc11,555 bytes
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# Agent Native
Launch and observe caller-selected agent sessions as explicit roles, and return
runtime facts per packet. Execution does not validate output: no adapter issues
a binding verdict or turns factory completion into delivery or validation proof.
[Orchestrate](../orchestrate/SKILL.md) decides what to dispatch and when; this
skill launches and observes.
## Before launch, and while running
- **Validate the whole batch first.** Every packet needs its packet identity,
caller intent, role, selected executor, workspace, starting commit,
authorized source scope, evidence destination, all transitive effects, the
actions it must not take (such as push, merge, history rewrite, tracker orView the complete source on GitHubagy-native
When your agent uses it
Run a supplied task in headless AGY (Antigravity, Gemini) and collect its result. Use when: AGY, Antigravity or Gemini is requested by name; never a fallback.
What it loads into context
Frontmatter
176 tokensAlways available to the agent
SKILL.md
2,153 tokensWhen the skill is activated
Reference documents
3,763 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Before launch
- Permission posture (disclose it; never assume it)
- Command
- Return
Scripts executed separately
../../scripts/lib/codex-exec.sh
Files
../../scripts/lib/codex-exec.shruns52,727 bytesSKILL.mdcore7,769 bytesSKILL.mdcore7,769 bytesSKILL.mdcore7,769 bytesSKILL.mdcore7,769 bytes../claude-exec/SKILL.mddoc6,909 bytes../codex-exec/SKILL.mddoc6,751 bytes
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# AGY Native
Run a supplied packet in AGY (Antigravity) only when the caller explicitly
selects that runtime. Scope the run to the supplied workspace and packet,
return runtime evidence, and stop.
## Before launch
1. **Read the live surface.** The CLI changes faster than skill text.
Re-checked on 2026-10-25 against Claude Code 2.1.309, codex-cli 0.163.0, AGY 1.4.7, gc edge 97503b2 (with Gas City v1.5.1 docs and source), bd 1.3.1 and ao 3.11.0.
Run `agy --help` for flags, `agy changelog` for behavior the help omits,
and `agy models` for ids. That list includes Claude and GPT-OSS: a Gemini
or cross-family run needs a `gemini-*` id.
2. **Absent means stop.** If `agy` is missing or its help cannot be read,View the complete source on GitHubarchitecture
When your agent uses it
Compare interface designs and find structural friction. Use when: a change spreads across modules or a boundary is unclear. For code changes, use Refactor.
What it loads into context
Frontmatter
229 tokensAlways available to the agent
SKILL.md
1,892 tokensWhen the skill is activated
Reference documents
11,441 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Vocabulary
- Procedure
- Shared code
- Proposal shape
- Authority
Files
SKILL.mdcore8,236 bytesreferences/module-depth.mddoc7,061 bytes../domain/SKILL.mddoc6,212 bytes../implement/SKILL.mddoc12,379 bytes../plan/SKILL.mddoc10,359 bytes../refactor/SKILL.mddoc7,206 bytes../review/SKILL.mddoc8,678 bytes
Read SKILL.md
# Architecture
Architecture finds where a codebase's structure makes change expensive and
proposes a better shape: a deeper module, a seam where behavior has to vary, or
a boundary moved to where the domain language changes. It analyses and
proposes; it edits nothing. Neighbours: [Refactor](../refactor/SKILL.md)
executes one behavior-preserving transformation, [Implement](../implement/SKILL.md)
changes behavior, [Plan](../plan/SKILL.md) slices a chosen change,
[Domain](../domain/SKILL.md) settles what terms mean per context, and
[Review](../review/SKILL.md) advises on an existing plan or diff.
## Vocabulary
Use these meanings in every proposal so the caller can compare them.View the complete source on GitHubclaude-exec
When your agent uses it
Run one prompt through headless Claude with scoped permissions and a time bound. Use when: scripting or automating a `claude -p` call, even a simple one.
What it loads into context
Frontmatter
198 tokensAlways available to the agent
SKILL.md
2,001 tokensWhen the skill is activated
Reference documents
2,208 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Failure modes of a quick `claude -p`
- Run
- Result
Files
../agent-native/references/model-dispatch.mddoc11,110 bytesSKILL.mdcore6,909 bytesSKILL.mdcore6,909 bytesSKILL.mdcore6,909 bytes
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# Claude Exec — one-shot runtime adapter
Run one caller-supplied prompt through Claude Code print mode and capture the
result, only when the caller selects Claude: the native agent stays the
default and batches belong to `agent-native`. Flags match `claude --help` for
2.1.309; recheck it on other versions. Re-checked on 2026-10-25 against Claude
Code 2.1.309, codex-cli 0.163.0, AGY 1.4.7, gc edge 97503b2 (with Gas City
v1.5.1 docs and source), bd 1.3.1 and ao 3.11.0.
## Failure modes of a quick `claude -p`
1. **Inherited posture.** A plain run loads the user's settings, hooks,
plugins, MCP servers and CLAUDE.md; a settings `bypassPermissions` default
held even under `--safe-mode`. Use the clean flags below and set `--tools`
and `--permission-mode` to the task's effects. They drop settings files,View the complete source on GitHubcodex-exec
When your agent uses it
Run one prompt through headless Codex and capture the result. Use when: wanting a one-shot `codex exec` run or CI step. Not for batches or retries.
What it loads into context
Frontmatter
179 tokensAlways available to the agent
SKILL.md
1,762 tokensWhen the skill is activated
Reference documents
8,709 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Rules that change the command
- Run it
- Exit codes (guarded library)
- Report, then stop
Scripts executed separately
../../scripts/lib/codex-exec.sh
Files
../../scripts/lib/codex-exec.shruns52,727 bytes../agent-native/SKILL.mddoc10,394 bytes../agent-native/references/judgment-receipts.mddoc6,494 bytes../agy-native/SKILL.mddoc7,769 bytes../claude-exec/SKILL.mddoc6,909 bytesSKILL.mdcore6,751 bytesSKILL.mdcore6,751 bytesSKILL.mdcore6,751 bytesSKILL.mdcore6,751 bytesSKILL.mdcore6,751 bytesSKILL.mdcore6,751 bytesSKILL.mdcore6,751 bytesSKILL.mdcore6,751 bytesreferences/guarded-runner.mddoc3,897 bytes
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# Codex Exec — one-shot runtime adapter
Run exactly one caller-supplied Codex prompt as one process and capture its
result. This skill does not choose work, retry, validate or continue.
## Rules that change the command
- **Sandbox from declared effects.** `-s read-only` for review or analysis,
`workspace-write` only for authorized edits, and network or wider access only
when the caller explicitly requires those effects. "In case it needs it" is
not a declared effect. `-s` limits only Codex's shell commands; the user's
`config.toml` still starts its MCP servers. For review and CI add
`--ignore-user-config` (auth still loads) and `--ephemeral`, or report the
inherited MCP servers as undeclared effects. A permission denial inside the
run (`EPERM`, "Operation not permitted") shows only what the mode blocks, notView the complete source on GitHubcouncil
When your agent uses it
Compare independent opinions from several models or contexts without inflating agreement. Use when: wanting a second opinion or debate, or summarizing several reviewers' results.
What it loads into context
Frontmatter
201 tokensAlways available to the agent
SKILL.md
2,723 tokensWhen the skill is activated
Reference documents
15,640 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Rules that decide the synthesis
- Run a council
- Optional modes
- Caller challenge
- Synthesis section
- Output
Scripts executed separately
scripts/validate-output.shscripts/validate.sh
Files
../agent-native/references/model-dispatch.mddoc11,110 bytesSKILL.mdcore12,380 bytesSKILL.mdcore12,380 bytesSKILL.mdcore12,380 bytesSKILL.mdcore12,380 bytesSKILL.mdcore12,380 bytesreferences/debate.mddoc3,942 bytesreferences/duel.mddoc1,277 bytesreferences/interview-panel.mddoc1,420 bytesreferences/judge-split.mddoc1,318 bytesschemas/council-report.v1.schema.jsonasset4,827 bytesscripts/validate-output.shruns4,361 bytesscripts/validate.shruns4,750 bytes../idea-genie/SKILL.mddoc12,541 bytes../plan/SKILL.mddoc10,359 bytes../premortem/SKILL.mddoc8,881 bytes../review/SKILL.mddoc8,678 bytes../validate/SKILL.mddoc11,555 bytes
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# Council
Council is an optional judgment strategy for hard questions where contrasting
perspectives can expose alternatives, assumptions, or missed evidence. Use it
when the caller selects multiple views for brainstorming, architecture or
planning, or validation. Name the uncertainty that makes the additional
contexts useful; routine work needs no council. Neighbours: one opinion or
look-over is [Review](../review/SKILL.md), one adversarial challenge of a plan
is [Premortem](../premortem/SKILL.md), one consequential choice for Plan is
[Idea Genie](../idea-genie/SKILL.md), and an acceptance verdict is
[Validate](../validate/SKILL.md).
## Rules that decide the synthesis
View the complete source on GitHubcraft-goal
When your agent uses it
Draft or lint a bounded long-running goal prompt with a finish line and hard limits. Use when: asked to craft or lint a goal (a /goal prompt); one change goes to Plan.
What it loads into context
Frontmatter
210 tokensAlways available to the agent
SKILL.md
2,039 tokensWhen the skill is activated
Reference documents
5,729 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Admission: decide first
- What a safe goal holds
- Budgets and HOLD
- Lint rubric
- Output
- Stop
Scripts executed separately
scripts/validate.sh
Files
SKILL.mdcore9,123 bytesreferences/goal-prompt.mddoc4,733 bytesscripts/validate.shruns273 bytes../navigate/SKILL.mddoc10,239 bytes../plan/SKILL.mddoc10,359 bytes
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# Craft Goal
Craft or lint a goal prompt: the contract a long-running goal runtime follows
over a bead graph, picking each next experiment (one build bead) until a
frozen finish line is proven or a limit stops it. The number of experiments
need not be known in advance. A goal is safe when success is decidable, every
experiment is bounded, evidence keeps its provenance, and the authorization
envelope cannot silently renew itself.
**Authority boundary.** The emitted prompt and safety report are inert
caller-owned text. Crafting creates no goal, starts no runtime, mutates no
bead and confers no standing authorization. The prompt drives work only when
a caller pastes it into their own goal runtime, under their own authority and
within the non-renewing envelope they set. Craft Goal reads tracker state whenView the complete source on GitHubdoc
When your agent uses it
Write source-checked docs, READMEs, change descriptions and handoffs. Use when: documenting a change, leaving or resuming a handoff, or drafting a questionnaire for someone else.
What it loads into context
Frontmatter
184 tokensAlways available to the agent
SKILL.md
2,772 tokensWhen the skill is activated
Reference documents
18,162 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Modes
- Grounded writing
- Missing-document setup
- Session handoff
- Reference menu
Scripts executed separately
scripts/audit-oss-docs.sh
Files
SKILL.mdcore12,693 bytesSKILL.mdcore12,693 bytesSKILL.mdcore12,693 bytesSKILL.mdcore12,693 bytesreferences/agentops-internal.mddoc2,018 bytesreferences/architecture-report.mddoc3,927 bytesreferences/bootstrap/context-routing.mddoc9,256 bytesreferences/bootstrap/examples.mddoc1,255 bytesreferences/change-driven-docs.mddoc6,698 bytesreferences/de-slopify.mddoc7,621 bytesreferences/default-mode.mddoc5,483 bytesreferences/developer-journey.mddoc5,152 bytesreferences/oss-documentation-tiers.mddoc4,221 bytesreferences/oss-pack.mddoc4,894 bytesreferences/oss-project-types.mddoc7,089 bytesreferences/prose-and-report-workmanship.mddoc3,482 bytesreferences/questionnaire.mddoc1,707 bytesreferences/readme-craft.mddoc11,879 bytesreferences/validation-rules.mddoc7,040 bytesscripts/audit-oss-docs.shruns11,252 bytes
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# Doc
Write or update the documentation the caller needs, grounded in the current
repository and its accepted intent. A small explanation needs no interview,
coverage ledger or separate report. Select only the mode relevant to the task.
## Modes
| Need | Scope and reference |
|---|---|
| Explain an API, command, code-map or architecture | Inspect its consumers and source; use [code/API guidance](references/default-mode.md) or the [codebase report](references/architecture-report.md) when useful. |
| Create or improve a README | Lead with the user's problem and a working first-use path; preserve useful depth. See [README craft](references/readme-craft.md). |
| Check an advertised install, upgrade or first-success path | Follow the selected package and current instructions in an authorized disposable environment. See [developer journey](references/developer-journey.md). |
| Audit or scaffold OSS documentation | Compare existing docs with the requested pack. Create missing files; revise existing files only within the authorized request. See [OSS pack](references/oss-pack.md). |
| Initialize missing entry documents | Create only explicitly requested missing files; report existing paths as skipped. See [setup examples](references/bootstrap/examples.md). |View the complete source on GitHubdomain
When your agent uses it
Settle what domain terms mean per context, and which repository conventions or language standards (Go, Python) apply. Use when: names disagree or a rename is proposed.
What it loads into context
Frontmatter
161 tokensAlways available to the agent
SKILL.md
1,379 tokensWhen the skill is activated
Reference documents
21,167 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Vocabulary work
- Standards lookup
Scripts executed separately
scripts/validate.sh
Files
SKILL.mdcore6,212 bytesreferences/agentops-terms.mddoc835 bytesreferences/caller-vocabulary.mddoc2,289 bytesreferences/standards/common-standards.mddoc19,332 bytesreferences/standards/go.mddoc20,006 bytesreferences/standards/javascript.mddoc2,112 bytesreferences/standards/json.mddoc1,147 bytesreferences/standards/llm-trust-boundary-checklist.mddoc2,384 bytesreferences/standards/markdown.mddoc879 bytesreferences/standards/python.mddoc7,968 bytesreferences/standards/race-condition-checklist.mddoc3,355 bytesreferences/standards/rust.mddoc2,451 bytesreferences/standards/shell.mddoc838 bytesreferences/standards/skill-structure.mddoc6,717 bytesreferences/standards/sql-safety-checklist.mddoc2,902 bytesreferences/standards/test-pyramid.mddoc4,474 bytesreferences/standards/typescript.mddoc1,112 bytesreferences/standards/yaml.mddoc1,504 bytesscripts/validate.shruns2,457 bytes../plan/SKILL.mddoc10,359 bytes
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# Domain
Two independent uses: [vocabulary work](#vocabulary-work) makes a term, name or
rule boundary precise enough for acceptance examples, code and conversation; a
[standards lookup](#standards-lookup) finds the language, data-format, risk or
test-design standard for a change. Neither needs the other. [Plan](../plan/SKILL.md)
owns unified discovery and resumption; Domain resolves only the needed
vocabulary or rule boundary and returns it to the existing intent.
## Vocabulary work
1. **Cite the existing owner.** Find the vocabulary owner in the caller's
instructions, domain docs or contracts and read only the relevant terms. A
lookup is read-only. With no owner, label each definition as observed in
code or proposed.View the complete source on GitHubergonomics
When your agent uses it
Audit CLI, API, MCP or SDK discovery, first use and error recovery. Use when: designing an agent-facing tool or investigating misuse, including one command.
What it loads into context
Frontmatter
224 tokensAlways available to the agent
SKILL.md
2,453 tokensWhen the skill is activated
Reference documents
13,635 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- The literal reader
- Select the mode
- What to examine
- Live exercise
- Findings
- Authority
- References
Files
../doc/SKILL.mddoc12,693 bytesSKILL.mdcore10,782 bytesreferences/error-contract.mddoc4,315 bytes../implement/SKILL.mddoc12,379 bytes../security/SKILL.mddoc10,225 bytes../test/SKILL.mddoc10,588 bytes../validate/SKILL.mddoc11,555 bytes
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# Ergonomics
Judge a tool surface from the position of its most literal consumer, an AI
agent: a CLI, HTTP API, MCP or agent tool, SDK or library, or a proposed design
for one. A human developer is the second consumer and is usually served by the
same fixes. Neighbours: threats are [Security](../security/SKILL.md); help text
and READMEs are [Doc](../doc/SKILL.md); lasting proof is [Test](../test/SKILL.md);
applying fixes is [Implement](../implement/SKILL.md); acceptance is
[Validate](../validate/SKILL.md).
## The literal reader
An agent sees only text, exit codes and structured output. It has no screen,
no colour cue and often no terminal or open stdin. It copies the printed next
step and runs it as written. It cannot ask what a message meant. When somethingView the complete source on GitHubidea-genie
When your agent uses it
Brainstorm evidence-backed options for what to build, or stress-test an idea. Use when: deciding what to build next, comparing options or testing an idea.
What it loads into context
Frontmatter
243 tokensAlways available to the agent
SKILL.md
2,950 tokensWhen the skill is activated
Reference documents
8,025 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Modes
- Elicit mode
- Duel mode
- References
Scripts executed separately
scripts/validate-challenge.shscripts/validate-output.sh
Files
../agent-native/references/model-dispatch.mddoc11,110 bytes../council/SKILL.mddoc12,380 bytesSKILL.mdcore12,541 bytesSKILL.mdcore12,541 bytesSKILL.mdcore12,541 bytesSKILL.mdcore12,541 bytesSKILL.mdcore12,541 bytesreferences/idea-challenge.featureasset866 bytesreferences/idea-genie.featureasset953 bytesreferences/sealed-perspectives.mddoc1,581 bytesscripts/validate-challenge.shruns2,152 bytesscripts/validate-output.shruns1,779 bytes../plan/references/challenge.mddoc3,655 bytes../premortem/SKILL.mddoc8,881 bytes
Read SKILL.md
# Idea Genie
One canonical root for idea work: elicit an evidence-grounded portfolio of
options, or challenge a consequential idea with sealed independent
perspectives. Both modes explore and advise; neither selects, schedules,
tracks, implements, or validates work.
## Modes
| Trigger phrases | Mode | Output contract |
|---|---|---|
| "idea genie", "what should we build next", "brainstorm options", "supported opportunities" | elicit | `idea-portfolio.v1` |
| "challenge this idea", "compare independent proposals", "stress-test a one-way door" | duel | `idea-challenge.v1` |
View the complete source on GitHubimplement
When your agent uses it
Change or repair code, config or services without weakening tests; report what ran and what did not. Use when: implementing a change or fixing a defect.
What it loads into context
Frontmatter
222 tokensAlways available to the agent
SKILL.md
2,657 tokensWhen the skill is activated
Reference documents
12,423 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Rules that decide the result
- Workflow
- Handoff
- Diagnosis, scaffolding and delegated work
- Finish
Files
../agent-native/SKILL.mddoc10,394 bytesSKILL.mdcore12,379 bytesSKILL.mdcore12,379 bytesSKILL.mdcore12,379 bytesSKILL.mdcore12,379 bytesreferences/change-safety.mddoc7,891 bytesreferences/difficult-failures.mddoc9,723 bytesreferences/operations.mddoc8,010 bytesreferences/scaffold/agent-facing-tool-scaffolds.mddoc1,357 bytes../rpi/references/boundaries.mddoc4,055 bytes../test/references/error-recovery.mddoc3,115 bytes../using-gc/SKILL.mddoc14,390 bytes
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# Implement
Implement the accepted outcome. Repair ordinary known defects directly. Use the
existing intent; a clear edit needs no Plan first. Implement owns source changes
and factual checks. Read changed paths from Git (`git status --porcelain`,
`git diff --name-only <base>`), never from memory;
`ao provenance manifest --root <repo>` with one `--include <path>` per declared
path digests only the paths you declare and runs no Git. Copy check results from the command output.
## Rules that decide the result
- **Fix the cause, not the oracle.** Never loosen an assertion, tolerance,
golden, fixture or suppression, or substitute a mock or placeholder, to turn
a check green; nor change what the check runs against: code that actsView the complete source on GitHubinterview
When your agent uses it
Interview you one question at a time, each choice with a recommendation, to settle a big outcome before agents work alone. Use when: asked to interview you about a goal or plan.
What it loads into context
Frontmatter
240 tokensAlways available to the agent
SKILL.md
1,795 tokensWhen the skill is activated
Reference documents
7,240 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Each turn
- Answerer
- BDD: acceptance as examples
- DDD: one term per concept
- Show the state
- Stop and hand off
Files
../council/SKILL.mddoc12,380 bytes../doc/references/questionnaire.mddoc1,707 bytes../domain/SKILL.mddoc6,212 bytesSKILL.mdcore7,654 bytesSKILL.mdcore7,654 bytesSKILL.mdcore7,654 bytesSKILL.mdcore7,654 bytesSKILL.mdcore7,654 bytesSKILL.mdcore7,654 bytesreferences/stress-test.mddoc2,212 bytes../plan/SKILL.mddoc10,359 bytes
Read SKILL.md
# Interview
Shape a big outcome with the caller, one question per turn, before agents run
alone: you look up facts; the caller makes choices and supplies what only they
know. Interview creates nothing new (no goal, bead or file), changes no status,
claim or closure, and only appends notes to an existing intent source
([Show the state](#show-the-state)). To test a plan, design or decision the
caller already holds, see [a held plan](references/stress-test.md#a-plan-the-caller-already-holds).
## Each turn
1. **Look it up** in the tracker, docs and code first. Ask the caller only for
choices (outcome, proof, non-goals, authority, budgets, priorities, risk
tolerance) and for facts no source holds: what they tried or ruled out,View the complete source on GitHubmemory
When your agent uses it
Find or curate supported lessons and agent rules. Use when: asked to remember, trace a corrected claim, audit instructions or write an agent rule.
What it loads into context
Frontmatter
203 tokensAlways available to the agent
SKILL.md
1,645 tokensWhen the skill is activated
Reference documents
6,821 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Rules for any saved lesson or rule
- Choose one operation
- One authority per fact
- Access, storage and honest limits
Scripts executed separately
scripts/validate.sh
Files
SKILL.mdcore7,395 bytesSKILL.mdcore7,395 bytesSKILL.mdcore7,395 bytesSKILL.mdcore7,395 bytesreferences/curate.mddoc6,374 bytesreferences/instruction-sources.mddoc3,043 bytesreferences/learn/okf-page-profile.mddoc7,581 bytesreferences/mine-learn.mddoc3,182 bytesreferences/recall.mddoc2,832 bytesreferences/toil.mddoc1,824 bytesscripts/validate.shruns860 bytes../postmortem/SKILL.mddoc7,884 bytes
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# Memory
Use maintained experience only when it changes an action. Memory is optional:
no mandatory recall at RPI entry, lesson at completion, worksheet, page quota or
background mining. A trivial edit can proceed directly to implementation.
## Rules for any saved lesson or rule
Apply these whenever a request would save or promote a lesson, including a
request to turn an incident into a rule for an instruction file:
1. **Look for an existing entry first.** Search the selected `.context/` pages,
external topic pages or the target instruction file (`AGENTS.md`,
`CLAUDE.md`, a team rules file). Amend the entry that already covers theView the complete source on GitHubnavigate
When your agent uses it
Pick the next work in an epic or bead graph; closed is not proven. Use when: asked what is next or whether an epic is done.
What it loads into context
Frontmatter
249 tokensAlways available to the agent
SKILL.md
2,446 tokensWhen the skill is activated
Reference documents
10,669 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Rules that decide the pick
- Speak the domain
- Bead graph contract
- 1. Observe
- 2. Pick the wave
- 3. Ratchet the graph
- 4. Checkpoint
- Foggy epics
- Hygiene
Files
../domain/SKILL.mddoc6,212 bytesSKILL.mdcore10,239 bytesSKILL.mdcore10,239 bytes../orchestrate/SKILL.mddoc10,237 bytes../plan/SKILL.mddoc10,359 bytes../rpi/SKILL.mddoc9,856 bytes../validate/SKILL.mddoc11,555 bytes
Read SKILL.md
# Navigate
Pick the next wave (the ready beads run together next) on a bead graph and
keep the graph honest toward its frozen acceptance. The root epic holds
acceptance; each child build bead is one experiment; a decision bead goes to
the resolver it names ([Foggy epics](#foggy-epics)). Navigate picks and
records, and never edits acceptance, dispatches, judges or closes:
[Plan](../plan/SKILL.md) shapes, [Orchestrate](../orchestrate/SKILL.md)
dispatches, native execution (the caller's coding agent and shell) or an
optional [RPI](../rpi/SKILL.md) run builds, [Validate](../validate/SKILL.md)
judges, and Craft Goal owns the prompt and HOLD (the goal's stop on a
declared trigger, so the cause can be examined before more work runs).
**One pass**, when a person asks what is next on an epic: steps 1 and 2 plusView the complete source on GitHuborchestrate
When your agent uses it
Coordinate several workers: what idle agents do next, which finished work gets checked first, how to recover a dead one. Use when: managing multiple agents.
What it loads into context
Frontmatter
185 tokensAlways available to the agent
SKILL.md
2,233 tokensWhen the skill is activated
Reference documents
22,423 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Before any dispatch
- Recover the actual work
- Choose the next useful dispatch
- Integrate and obtain judgment
- Reconcile feedback and resume
- Status block
Files
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Read SKILL.md
# Orchestrate
Coordinate caller-authorized work through its existing tracker and runtime; a
clear task needs zero mandatory skills. The tracker owns assignments and
dependencies, the runtime owns running contexts and bounds, and repository
policy owns integration and delivery. Orchestrate decides what each worker does
next. [Agent Native](../agent-native/SKILL.md) launches and observes workers;
[Navigate](../navigate/SKILL.md) picks the wave on a bead graph toward frozen
acceptance and records verdicts.
## Before any dispatch
- **Finished is not done.** Exit 0, a pushed branch, a closed tracker item or a
worker saying "done" makes a candidate. It still owes its checks, integrationView the complete source on GitHubplan
When your agent uses it
Shape a request into one end-to-end slice with observable behavior; review write scope and reversible decisions. Use when: planning, breaking down or scoping a change.
What it loads into context
Frontmatter
184 tokensAlways available to the agent
SKILL.md
2,283 tokensWhen the skill is activated
Reference documents
17,733 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- A plan meets these rules
- Output
- Workflow
- Route uncertainty
- Who decides
- Example
Files
../domain/SKILL.mddoc6,212 bytes../idea-genie/SKILL.mddoc12,541 bytes../interview/SKILL.mddoc7,654 bytes../memory/references/recall.mddoc2,832 bytes../navigate/SKILL.mddoc10,239 bytesSKILL.mdcore10,359 bytesSKILL.mdcore10,359 bytesSKILL.mdcore10,359 bytesSKILL.mdcore10,359 bytesSKILL.mdcore10,359 bytesSKILL.mdcore10,359 bytesSKILL.mdcore10,359 bytesreferences/challenge.mddoc3,655 bytesreferences/ground-truth-routing.mddoc5,569 bytesreferences/resume-and-handoff.mddoc4,314 bytes../refactor/SKILL.mddoc7,206 bytes../research/SKILL.mddoc19,579 bytes
Read SKILL.md
# Plan
Shape missing intent into one actionable slice, then stop. A clear change can
proceed directly; load a specialist only for the question it answers.
Prefer the caller's tracker, if any; otherwise use the conversation or
supplied text. Supplied advice, such as an [Idea Genie](../idea-genie/SKILL.md)
portfolio or challenge, is evidence to weigh, never a decision.
## A plan meets these rules
1. **One slice, not a roadmap.** Shape the narrowest change that produces an
observable result end to end, through every layer it touches. No phases,
no layer-by-layer breakdown, no backlog: later work stays one coarse line
each until new evidence makes it the next slice. When several slices couldView the complete source on GitHubpostmortem
When your agent uses it
Explain why a change, incident or session went as it did, separating proven causes from coincidence. Use when: asked for a postmortem, retro or root-cause write-up.
What it loads into context
Frontmatter
179 tokensAlways available to the agent
SKILL.md
1,719 tokensWhen the skill is activated
Reference documents
9,063 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- First check: correlation or cause?
- Prompt
- Critical Constraints
- Workflow
- Output Specification
Scripts executed separately
scripts/validate.sh
Files
../architecture/SKILL.mddoc8,236 bytes../memory/SKILL.mddoc7,395 bytes../plan/references/resume-and-handoff.mddoc4,314 bytesSKILL.mdcore7,884 bytesscripts/validate.shruns966 bytes../premortem/SKILL.mddoc8,881 bytes../validate/SKILL.mddoc11,555 bytes
Read SKILL.md
# Postmortem
Answer an explicit retrospective causal question about a completed or stopped
goal, session, change or incident from its actual intent, outcome and judgment evidence.
Neighbours: how a plan not yet run could fail is [Premortem](../premortem/SKILL.md);
whether a finished change meets acceptance is [Validate](../validate/SKILL.md).
## First check: correlation or cause?
Treat every causal statement as a hypothesis, including the one the caller
arrives with. Promoting a claim from correlation to cause requires all three:
- a stated mechanism: the specific path by which the condition produced the
outcome, in terms a reader could check against the subject;View the complete source on GitHubpremortem
When your agent uses it
Find how a rollout plan could fail before committing to it. Use when: asked what could go wrong or to poke holes in a plan.
What it loads into context
Frontmatter
177 tokensAlways available to the agent
SKILL.md
2,052 tokensWhen the skill is activated
Reference documents
8,248 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- The first check: who verifies, and are they fresh?
- The second check: which steps are one-way doors?
- The third check: construct the failure
- Workflow
- It's working if
- Boundary
- Output
Scripts executed separately
scripts/validate-output.shscripts/validate.sh
Files
../council/SKILL.mddoc12,380 bytes../plan/references/challenge.mddoc3,655 bytesSKILL.mdcore8,881 bytesSKILL.mdcore8,881 bytesSKILL.mdcore8,881 bytesSKILL.mdcore8,881 bytesreferences/derivation-diff.mddoc1,540 bytesschemas/premortem-plan-review.v1.schema.jsonasset1,283 bytesscripts/validate-output.shruns2,419 bytesscripts/validate.shruns1,584 bytes../review/SKILL.mddoc8,678 bytes../validate/SKILL.mddoc11,555 bytes
Read SKILL.md
# Premortem
Premortem is an optional plan-challenge strategy. It asks one fresh context to
identify concrete ways the resolved bead or caller intent could fail before implementation.
It is not part of the required RPI sequence and does not authorize readiness.
[Plan's shared challenge method](../plan/references/challenge.md) owns optional
exchange, dispatch and stopping rules; when no fresh context can be started,
step 2's labelled self-judged fallback replaces its no-stand-in rule here.
Premortem owns the three checks below. Neighbours: general advice is
[Review](../review/SKILL.md), acceptance of a finished change is
[Validate](../validate/SKILL.md), and several independent views are
[Council](../council/SKILL.md).
Run the checks in this order and report findings in the same order: a findingView the complete source on GitHubrefactor
When your agent uses it
Restructure or clean up code with no behavior change, proved by before-and-after checks. Use when: asked to clean up, extract, dedupe or simplify, even one function.
What it loads into context
Frontmatter
150 tokensAlways available to the agent
SKILL.md
1,564 tokensWhen the skill is activated
Reference documents
2,766 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- What counts as behavior
- Procedure
- Neutrality gates
- Boundaries and tests
- References
Files
../domain/SKILL.mddoc6,212 bytesSKILL.mdcore7,206 bytesreferences/behavior-preserving-simplification.mddoc6,901 bytes
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# Refactor — one structural experiment
Refactor changes structure while preserving observable behavior. It performs one
caller-selected transformation and reports the result. "Behavior-preserving" is
a claim to prove with before/after checks, never to assert.
## What counts as behavior
Unless the caller explicitly excluded a surface, all of these must survive:
- **Messages and exit codes.** Error and output text compares byte-for-byte;
exit codes, error types and which input raises which error stay the same.
Scripts and callers parse them. Preserve an inconsistent message and report
it; normalizing it is a behavior change.
- **Differences between near-duplicates.** When merging duplicated branches,View the complete source on GitHubresearch
When your agent uses it
Answer one cited question on code, history, claims or patterns. Use when: asked how it works, why it changed, if a claim or done/shipped report holds, or a pattern warrants a rule.
What it loads into context
Frontmatter
308 tokensAlways available to the agent
SKILL.md
4,359 tokensWhen the skill is activated
Reference documents
12,292 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Evidence rules
- Investigation
- Claim checking
- Claimed-state audit
- Adoption questions
- Decision lineage
- Repository tracing
- Pattern evidence
- Output and boundaries
Scripts executed separately
scripts/claim-audit/validate-output.shscripts/codebase-recon/validate-output.shscripts/pattern-mining/validate-output.shscripts/validate.sh
Files
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# Research
Answer the caller's bounded question with cited evidence. Choose ordinary
investigation, claim checking, a claimed-state audit, decision lineage,
repository tracing or pattern evidence according to the question; these are
optional modes, not a sequence. A quick answer needs no report file.
[Plan](../plan/SKILL.md) owns unified discovery and resumption when the question
is part of shaping a change; return this cited answer to that existing intent
without restarting its interview or taking over caller choices.
## Evidence rules
- **One lineage counts once.** Copies, ports and repeated quotations of one
upstream source are a single exemplar, however many files or reports carry
them. Check provenance before counting instances as independent, and stopView the complete source on GitHubreverse-engineer
When your agent uses it
Tear down a competitor's repo or product into a feature inventory and adoption choices. Use when: comparing us to another tool or asking what to steal.
What it loads into context
Frontmatter
183 tokensAlways available to the agent
SKILL.md
2,212 tokensWhen the skill is activated
Reference documents
13,409 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- ⚠<U+FE0F> Constraints — Hard Guardrails (MANDATORY)
- Evidence rules
- Phase 1 — teardown
- Phase 2 — steal-map
- Validation and handoff
Scripts executed separately
scripts/binary/analyze_binary.shscripts/binary/capture_cli_help.shscripts/binary/extract_embedded_archives.pyscripts/binary/list_embedded_archives.pyscripts/extract_docs_features.shscripts/extract_sitemap_paths.shscripts/fetch_url.pyscripts/generate_feature_catalog_md.pyscripts/generate_feature_inventory_md.pyscripts/repo_fixture_test.shscripts/reverse_engineer.pyscripts/scaffold_feature_registry.pyscripts/security/generate_sbom.shscripts/security/scan_secrets.shscripts/security/validate_security_audit.shscripts/self_test.shscripts/validate-output.shscripts/validate.shscripts/validate_feature_registry.py
Files
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Read SKILL.md
# Reverse Engineer
Reverse-engineer an external system into two things: a **teardown** (feature
inventory, a registry of where to read, CLI and contract specs, optionally a
security audit) and a **steal-map** (the decision: what to adopt into our
surfaces and what to leave behind). A decision row that must cite evidence can
be re-checked by anyone; a decision made from impressions cannot be re-checked
by its own author. Deciding from a competitor's README is the failure this
skill exists to prevent.
## ⚠<U+FE0F> Constraints — Hard Guardrails (MANDATORY)
- Only operate on code/binaries you own or have **explicit written authorization** to analyze — this matters because unauthorized teardown is the legal/IP line.
- Do not provide steps to bypass protections/ToS or to extract proprietary source/system prompts.
- Do not output reconstructed proprietary source or embedded prompts (index only; redact in reports) — to prevent reproducing protected IP.View the complete source on GitHubreview
When your agent uses it
Give advisory feedback on a plan, design or code change. Use when: asked for an opinion or a look-over, even informally. Not for acceptance; use Validate.
What it loads into context
Frontmatter
173 tokensAlways available to the agent
SKILL.md
1,915 tokensWhen the skill is activated
Reference documents
17,659 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Rules an unaided review misses
- Advice or acceptance
- Advisory examination
- Select a method only when useful
Files
../architecture/SKILL.mddoc8,236 bytes../council/SKILL.mddoc12,380 bytes../plan/references/challenge.mddoc3,655 bytes../premortem/SKILL.mddoc8,881 bytes../refactor/SKILL.mddoc7,206 bytesSKILL.mdcore8,678 bytesSKILL.mdcore8,678 bytesSKILL.mdcore8,678 bytesSKILL.mdcore8,678 bytesSKILL.mdcore8,678 bytesreferences/advice-or-acceptance.mddoc2,725 bytesreferences/document-findings.mddoc1,761 bytes../security/SKILL.mddoc10,225 bytes../test/SKILL.mddoc10,588 bytes../test/references/error-recovery.mddoc3,115 bytes../validate/SKILL.mddoc11,555 bytes
Read SKILL.md
# Review
Give useful, supported advice on the caller's plan, design or change, in the
existing conversation. Review does not accept the subject, issue `PASS`, `FAIL`
or `NOT_PROVEN`, or author `verdict.v2`. Neighbours: how a plan could fail is
[Premortem](../premortem/SKILL.md); whether a stated claim holds is
[Research](../research/SKILL.md#claimed-state-audit); an acceptance verdict is
[Validate](../validate/SKILL.md); several independent views are
[Council](../council/SKILL.md).
## Rules an unaided review misses
- **Advice is not acceptance.** Never present advice, agreement or a no-finding
result as acceptance, even when the caller offers to skip independent reviewView the complete source on GitHubrpi
When your agent uses it
Drive one accepted change through implementation and checks to done, with one fresh review only where a mistake is costly. Use when: asked to run or orchestrate work through RPI.
What it loads into context
Frontmatter
219 tokensAlways available to the agent
SKILL.md
2,190 tokensWhen the skill is activated
Reference documents
10,307 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Operating charter
- Delegation and handoffs
- Causal stall and bounds
- Evidence and boundaries
- Closeout
Files
../implement/SKILL.mddoc12,379 bytes../memory/SKILL.mddoc7,395 bytes../plan/SKILL.mddoc10,359 bytesSKILL.mdcore9,856 bytesreferences/boundaries.mddoc4,055 bytesreferences/outer-goal.mddoc1,562 bytes../validate/SKILL.mddoc11,555 bytes
Read SKILL.md
# RPI
Own the authorized outcome through finish. RPI (research, plan, implement) is
one native pass, not fixed phases: use the native coding agent and shell.
BD or the caller's tracker owns work and handoffs; Git owns content and
delivery. AgentOps supplies a small charter and one fresh judgment where a
mistake is costly, not a scheduler.
## Operating charter
1. Use the existing accepted outcome, scope and real bounds. A clear change
needs no Plan, Recall or Learn worksheet. Resolve uncertainty only when it
could change the implementation or acceptance decision.
2. Take the smallest acceptance-advancing action. [Plan](../plan/SKILL.md)View the complete source on GitHubsecurity
When your agent uses it
Review code for security problems; scan for vulnerabilities, secrets, dependency and prompt risks. Use when: asked whether code is safe to ship, even one small handler.
What it loads into context
Frontmatter
177 tokensAlways available to the agent
SKILL.md
2,307 tokensWhen the skill is activated
Reference documents
4,833 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Critical Constraints
- What every review reports
- Manual hunt
- Scripted scans
- Output Specification
Scripts executed separately
../../scripts/security-gate.sh../../scripts/security-gate.sh../../scripts/security-gate.sh../../scripts/toolchain-validate.shscripts/prompt_redteam.pyscripts/security_suite.pyscripts/validate.sh
Files
../../scripts/security-gate.shruns4,046 bytes../../scripts/security-gate.shruns4,046 bytes../../scripts/security-gate.shruns4,046 bytes../../scripts/toolchain-validate.shruns39,596 bytesSKILL.mdcore10,225 bytesSKILL.mdcore10,225 bytesSKILL.mdcore10,225 bytesSKILL.mdcore10,225 bytesreferences/agentops-redteam-pack.jsonasset6,571 bytesreferences/attacker-path-evidence.mddoc4,829 bytesreferences/owasp-checklist.mddoc7,960 bytesreferences/policy-example.jsonasset525 bytesreferences/security-suite-runbook.mddoc8,575 bytesscripts/prompt_redteam.pyruns11,577 bytesscripts/security_suite.pyruns33,494 bytesscripts/validate.shruns5,521 bytes
Read SKILL.md
# Security Skill
> **Purpose:** Find and report security weaknesses in code, scripts, authorized binaries, and repo-managed prompt surfaces, with honest coverage.
Use this skill for a caller-requested security review of code or of a plan or design before code exists, a repository scan, authorized binary assurance, dependency risk, secrets, or offline prompt-surface redteam.
## Critical Constraints
- Scan only repositories, binaries, and prompt surfaces the operator owns or is explicitly authorized to assess. **Why:** a security review does not grant access to third-party systems or proprietary material.
- Keep collection read-only by default; do not exfiltrate secrets, execute destructive payloads, or mutate policy/baselines to manufacture green. **Why:** the assessment must not become the incident or erase its evidence.
- Treat missing/error scanners as a coverage gap, never a clean finding; use `--require-tools` when complete tool coverage is required. **Why:** absent evidence is not evidence of absence.
- Use the current agent and local shell; do not start another runtime or orchestration substrate unless explicitly requested. **Why:** repository scanning is a bounded operation, not permission to fan out.
- Report findings and coverage gaps, then stop. Remediation, risk acceptance,
reruns, promotion, and any ship or merge call are caller decisions. Asked
whether to ship, merge or deploy, give the findings and coverage, then say inView the complete source on GitHubskill-builder
When your agent uses it
Create, repair, audit or consolidate agent skills (SKILL.md packages). Use when: writing or fixing a skill, its description or structure. Not for one-off lessons; use Memory.
What it loads into context
Frontmatter
222 tokensAlways available to the agent
SKILL.md
2,342 tokensWhen the skill is activated
Reference documents
24,702 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Decide whether to create anything
- Choose the requested operation
- Create and maintain
- Consolidate
- Conversion
- Distill expertise
Scripts executed separately
../../scripts/check-cathedral-cut-conformance.py../../scripts/check-cmdao-surface-parity.sh../../scripts/check-cmdao-surface-parity.sh../../scripts/check-cmdao-surface-parity.sh../../scripts/check-cmdao-surface-parity.sh../../scripts/check-cmdao-surface-parity.sh../../scripts/check-skill-mesh.py../../scripts/extract-release-notes.sh../../scripts/generate-cli-reference.sh../../scripts/generate-cli-reference.sh../../scripts/generate-cli-reference.sh../../scripts/generate-documentation-index.py../../scripts/generate-skill-mesh.py../../scripts/generate-skill-mesh.py../../scripts/generate-skill-mesh.py../../scripts/generate-skill-mesh.py../../scripts/lib/preamble.sh../../scripts/regen-all.sh../../scripts/regen-all.sh../../scripts/regen-command-surfaces.sh../../scripts/regen-command-surfaces.sh../../scripts/regen-plugin-tree.sh../../scripts/regen-plugin-tree.sh../../scripts/regen-plugin-tree.sh../../scripts/regen-plugin-tree.sh../../scripts/release-smoke-test.sh../../scripts/validate-codex-api-conformance.sh../../scripts/validate-codex-api-conformance.sh../../scripts/validate-codex-api-conformance.sh../../scripts/validate-codex-api-conformance.shscripts/audit-legacy.shscripts/audit.shscripts/authoring_scan.pyscripts/build.shscripts/conformance_profile.pyscripts/converter/convert.shscripts/converter/validate.shscripts/craft_score.pyscripts/heal.shscripts/init.shscripts/run-ao.shscripts/scan_descriptions.pyscripts/score_agentops_skill.pyscripts/test-authoring-mutations.shscripts/test-craft-mutations.shscripts/test-mutation-boundaries.shscripts/validate.sh../../tests/docs/validate-doc-release.sh../../tests/docs/validate-doc-release.sh../../tests/docs/validate-doc-release.sh../../tests/docs/validate-doc-release.sh../../tests/docs/validate-doc-release.sh
Files
../../README.mddoc38,181 bytes../../scripts/check-cathedral-cut-conformance.pyruns15,880 bytes../../scripts/check-cmdao-surface-parity.shruns14,874 bytes../../scripts/check-cmdao-surface-parity.shruns14,874 bytes../../scripts/check-cmdao-surface-parity.shruns14,874 bytes../../scripts/check-cmdao-surface-parity.shruns14,874 bytes../../scripts/check-cmdao-surface-parity.shruns14,874 bytes../../scripts/check-skill-mesh.pyruns5,201 bytes../../scripts/cmdao-surface-allowlist.txtdoc4,807 bytes../../scripts/extract-release-notes.shruns10,865 bytes../../scripts/generate-cli-reference.shruns7,281 bytes../../scripts/generate-cli-reference.shruns7,281 bytes../../scripts/generate-cli-reference.shruns7,281 bytes../../scripts/generate-documentation-index.pyruns2,637 bytes../../scripts/generate-skill-mesh.pyruns15,243 bytes../../scripts/generate-skill-mesh.pyruns15,243 bytes../../scripts/generate-skill-mesh.pyruns15,243 bytes../../scripts/generate-skill-mesh.pyruns15,243 bytes../../scripts/lib/preamble.shruns7,035 bytes../../scripts/regen-all.shruns2,086 bytes../../scripts/regen-all.shruns2,086 bytes../../scripts/regen-command-surfaces.shruns1,948 bytes../../scripts/regen-command-surfaces.shruns1,948 bytes../../scripts/regen-plugin-tree.shruns6,027 bytes../../scripts/regen-plugin-tree.shruns6,027 bytes../../scripts/regen-plugin-tree.shruns6,027 bytes../../scripts/regen-plugin-tree.shruns6,027 bytes../../scripts/release-smoke-test.shruns4,484 bytes../../scripts/validate-codex-api-conformance.shruns8,029 bytes../../scripts/validate-codex-api-conformance.shruns8,029 bytes../../scripts/validate-codex-api-conformance.shruns8,029 bytes../../scripts/validate-codex-api-conformance.shruns8,029 bytes../memory/SKILL.mddoc7,395 bytesSKILL.mdcore10,302 bytesSKILL.mdcore10,302 bytesSKILL.mdcore10,302 bytesSKILL.mdcore10,302 bytesSKILL.mdcore10,302 bytesSKILL.mdcore10,302 bytesSKILL.mdcore10,302 bytesSKILL.mdcore10,302 bytesSKILL.mdcore10,302 bytesSKILL.mdcore10,302 bytesSKILL.mdcore10,302 bytesSKILL.mdcore10,302 bytesSKILL.mdcore10,302 bytesSKILL.mdcore10,302 bytesSKILL.mdcore10,302 bytesSKILL.mdcore10,302 bytesSKILL.mdcore10,302 bytesSKILL.mdcore10,302 bytesSKILL.mdcore10,302 bytesSKILL.mdcore10,302 bytesSKILL.mdcore10,302 bytesSKILL.mdcore10,302 bytesSKILL.mdcore10,302 bytesSKILL.mdcore10,302 bytesreferences/audit-checks.mddoc9,604 bytesreferences/authoring-doctrine.mddoc10,753 bytesreferences/build-mechanics.mddoc5,101 bytesreferences/codex-parity.mddoc2,398 bytesreferences/converter/skill-bundle-schema.mddoc4,654 bytesreferences/heal.featureasset1,104 bytesreferences/skill-auditor.featureasset2,121 bytesreferences/skill-builder.featureasset1,883 bytesreferences/skill-conformance-profiles.yamlasset4,604 bytesreferences/skill-template.mddoc2,120 bytesschemas/audit-report-legacy.jsonasset17,816 bytesschemas/audit-report.jsonasset5,576 bytesschemas/build-report.jsonasset765 bytesscripts/audit-legacy.shruns18,130 bytesscripts/audit.shruns941 bytesscripts/authoring_scan.pyruns7,310 bytesscripts/build.shruns1,249 bytesscripts/conformance_profile.pyruns18,381 bytesscripts/converter/convert.shruns25,810 bytesscripts/converter/validate.shruns4,445 bytesscripts/craft_score.pyruns12,354 bytesscripts/heal.shruns2,149 bytesscripts/init.shruns518 bytesscripts/run-ao.shruns752 bytesscripts/scan_descriptions.pyruns21,746 bytesscripts/score_agentops_skill.pyruns12,324 bytesscripts/test-authoring-mutations.shruns3,353 bytesscripts/test-craft-mutations.shruns3,210 bytesscripts/test-mutation-boundaries.shruns2,537 bytesscripts/validate.shruns3,853 bytes../skill-eval/SKILL.mddoc15,821 bytes../validate/SKILL.mddoc11,555 bytes../../tests/docs/validate-doc-release.shruns1,463 bytes../../tests/docs/validate-doc-release.shruns1,463 bytes../../tests/docs/validate-doc-release.shruns1,463 bytes../../tests/docs/validate-doc-release.shruns1,463 bytes../../tests/docs/validate-doc-release.shruns1,463 bytes
Read SKILL.md
# Skill Builder
Create, repair, audit or export one canonical skill package, or turn supported
expertise into a small authoring proposal.
## Decide whether to create anything
Apply these before any creation step, including when the request already names
the new skill or file it wants:
1. **Find the existing owner.** Search skills, references, checklists and
instruction files for one that already handles the behavior. Extend that
owner rather than adding a root.
2. **Count independent occurrences.** A new skill, gate, library or workflow
needs three independently evidenced real occurrences and a successfulView the complete source on GitHubskill-eval
When your agent uses it
Measure whether a skill helps by comparing runs with and without it. Use when: reading skill A/B results or deciding to keep, revise or remove one.
What it loads into context
Frontmatter
212 tokensAlways available to the agent
SKILL.md
3,532 tokensWhen the skill is activated
Reference documents
5,644 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Rules that decide the answer
- Choose the question
- Runners
- Procedure
- Output
- References
Scripts executed separately
../../scripts/check-skill-probe-coverage.sh../../scripts/check-skill-probe-headroom.sh../../scripts/lib/codex-exec.sh../../scripts/probe-skill.sh
Files
../../scripts/check-skill-probe-coverage.shruns18,541 bytes../../scripts/check-skill-probe-headroom.shruns6,078 bytes../../scripts/lib/codex-exec.shruns52,727 bytes../../scripts/probe-skill.shruns80,157 bytes../skill-builder/SKILL.mddoc10,302 bytesSKILL.mdcore15,821 bytesSKILL.mdcore15,821 bytesSKILL.mdcore15,821 bytesSKILL.mdcore15,821 bytesSKILL.mdcore15,821 bytesSKILL.mdcore15,821 bytesreferences/behavioral-probes.mddoc4,824 bytesreferences/coding-memory-readout.mddoc2,955 bytesreferences/dialogue-skills.mddoc1,260 bytesreferences/seeding.mddoc5,861 bytes
Read SKILL.md
# Skill Eval
Answer one named maintenance decision: **retain, revise, remove, or insufficient
evidence**. Choose the measurement that can answer that decision, use the caller's
accepted cases and resource envelope, make one scoped recommendation, and stop.
A completed evaluation does not require a positive difference.
This is an optional specialist: the selected runner owns execution and bounds,
and its native results own the measurements.
## Rules that decide the answer
- **Count every attempt.** Keep failed, crashed, interrupted, blocked, abandoned,
missing and infrastructure-invalid attempts in the all-attempt accounting. AView the complete source on GitHubtest
When your agent uses it
Write or assess tests that prove behavior and would fail without the fix. Use when: writing tests, TDD, or asked whether a green test is enough.
What it loads into context
Frontmatter
163 tokensAlways available to the agent
SKILL.md
2,280 tokensWhen the skill is activated
Reference documents
12,474 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Modes
- Critical Constraints
- Oracle-strength hierarchy
- Mutation-kill proof
- Harness health floors
- Workflow
- Specialized references
- Output Specification
Scripts executed separately
scripts/validate.sh
Files
../domain/references/standards/test-pyramid.mddoc4,474 bytes../implement/references/difficult-failures.mddoc9,723 bytesSKILL.mdcore10,588 bytesreferences/conformance-harnesses.mddoc2,108 bytesreferences/error-recovery.mddoc3,115 bytesreferences/exploratory-qa.mddoc6,169 bytesreferences/fuzzing.mddoc1,713 bytesreferences/golden-artifacts.mddoc2,570 bytesreferences/metamorphic-testing.mddoc1,982 bytesreferences/proof-fidelity.mddoc4,303 bytesreferences/real-service-e2e.mddoc2,075 bytesreferences/subject-performance.mddoc6,731 bytesreferences/suite-audit.mddoc5,194 bytesscripts/validate.shruns2,969 bytes../validate/SKILL.mddoc11,555 bytes
Read SKILL.md
# Test
Write or strengthen tests for a named behavior. Use existing tests directly when
the task is only to run a known suite; this skill is not a required wrapper.
A test is useful when it distinguishes an accepted outcome from a plausible
failure, not merely when it executes the implementation. A green test is
evidence for the caller's decision, never the test author's merge approval;
the binding verdict belongs to [Validate](../validate/SKILL.md).
## Modes
| Mode | Use when | Result |
|---|---|---|
| `generate` | Existing behavior needs tests | Useful tests and focused/suite results |
| `coverage` | The caller asks to find or fill gaps | Before/after coverage, valuable tests and remaining risks |View the complete source on GitHubtriage
When your agent uses it
Turn incoming reports, external PRs and alerts into evidence-based decisions and agent-ready briefs. Use when: intake arrives. For accepted work, use Plan.
What it loads into context
Frontmatter
245 tokensAlways available to the agent
SKILL.md
2,533 tokensWhen the skill is activated
Reference documents
4,590 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Rules an unaided triage misses
- Classify
- Needs info
- Agent-ready brief
- Batch
- Output
- Authority
Files
../plan/SKILL.mddoc10,359 bytes../security/SKILL.mddoc10,225 bytesSKILL.mdcore11,051 bytesSKILL.mdcore11,051 bytes
Read SKILL.md
# Triage
Turn one incoming report (bug report, feature request, external PR, feedback,
operational alert, support message), or a small batch, into a supported
decision and, for accepted or likely-accepted work, a brief an agent can act
on without this conversation. Triage is intake, before planning. It
recommends; the maintainer decides. [Plan](../plan/SKILL.md) shapes accepted
work into a slice; [Security](../security/SKILL.md#triage) owns scanner
findings.
## Rules an unaided triage misses
- **Observe before you brief.** Confirm the fetch returned the whole thread,
not only the opening post, and read the latest comments closely: they oftenView the complete source on GitHubusing-gc
When your agent uses it
Operate Gas City through its own doors: Mayor, doctor and native run state. Use when: Gas City is selected or a gc run looks stuck.
What it loads into context
Frontmatter
191 tokensAlways available to the agent
SKILL.md
3,571 tokensWhen the skill is activated
Reference documents
3,836 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- The operator lane
- Version facts
- Operating model
- Install the pack
- Prepare and check a rig
- Hand work to the Mayor
- Orchestrating through the Mayor: the tending loop
- Stall protocol
- Visibility: four layers
- Boundaries
Files
../orchestrate/SKILL.mddoc10,237 bytesSKILL.mdcore14,390 bytesSKILL.mdcore14,390 bytesSKILL.mdcore14,390 bytesSKILL.mdcore14,390 bytesSKILL.mdcore14,390 bytesSKILL.mdcore14,390 bytesSKILL.mdcore14,390 bytesSKILL.mdcore14,390 bytesSKILL.mdcore14,390 bytesSKILL.mdcore14,390 bytesSKILL.mdcore14,390 bytesSKILL.mdcore14,390 bytesSKILL.mdcore14,390 bytesSKILL.mdcore14,390 bytesSKILL.mdcore14,390 bytesreferences/codex-trust-preseed.mddoc3,824 bytesreferences/upgrade-and-retire.mddoc2,846 bytes
Read SKILL.md
# Using GC
Use Gas City only when the caller explicitly selects it. It is a replaceable
execution adapter whose completion is never AgentOps acceptance or delivery
proof; [Orchestrate](../orchestrate/SKILL.md) owns that rule for every factory.
If the caller selects the [Agentic Coding Flywheel](https://agent-flywheel.com)
instead, follow its [native workflow](https://agent-flywheel.com/complete-guide).
## The operator lane
While a city runs work, the operator lane into it is a closed set:
- author source intent beads;
- `gc mail` to the Mayor, for work dispatch and for city tending;View the complete source on GitHubvalidate
When your agent uses it
Freshly judge whether a finished change and its claims meet original acceptance: PASS, FAIL or NOT_PROVEN. Use when: asked for a go/no-go, sign-off or independent verdict.
What it loads into context
Frontmatter
241 tokensAlways available to the agent
SKILL.md
2,584 tokensWhen the skill is activated
Reference documents
7,411 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Rules that decide the verdict
- Establish intent first
- When a fresh judgment is worth it
- Subject
- Identity and freshness
- Reviewers
- Judgment
- Report
Scripts executed separately
tests/check_contract_corpus.pytests/test_evidence_cli.pytests/test_validate.pytests/validate.pytests/validate.sh
Files
../agent-native/references/model-dispatch.mddoc11,110 bytes../review/SKILL.mddoc8,678 bytes../rpi/references/boundaries.mddoc4,055 bytesSKILL.mdcore11,555 bytesreferences/mechanics.mddoc10,799 bytesreferences/validate.featureasset1,596 bytestests/check_contract_corpus.pyruns5,555 bytestests/test_evidence_cli.pyruns14,311 bytestests/test_validate.pyruns16,224 bytestests/validate.pyruns29,691 bytestests/validate.shruns745 bytes
Read SKILL.md
# Validate
Freshly judge one finished candidate against its original acceptance, return
`PASS`, `FAIL`, or `NOT_PROVEN` with criterion-level evidence, and stop.
Neighbours: advice or a second look is [Review](../review/SKILL.md); whether a
stated claim holds is [Research](../research/SKILL.md#claimed-state-audit). This file
carries every rule the judgment needs. Linked files, including
[RPI boundaries](../rpi/references/boundaries.md) and
[mechanics](references/mechanics.md), add depth only: if one cannot be read,
judge from this file and say which was unavailable.
## Rules that decide the verdict
- The author cannot issue a binding PASS, and advisory findings, such as aView the complete source on GitHubWhen your agent uses it
What it loads into context
Frontmatter
3 tokensAlways available to the agent
SKILL.md
113 tokensWhen the skill is activated
Reference documents
0 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Setup
Scripts executed separately
../../../../scripts/skill-eval.sh
Files
../../../../scripts/skill-eval.shruns11,818 bytesSKILL.mdcore392 bytesSKILL.mdcore392 bytes
Read SKILL.md
## Setup
Planted lint fixture for `scripts/skill-eval.sh`. Intentionally broken:
this front matter omits `name`/`id` (missing required metadata), leaves the
description empty, and hardcodes an AWS key (a secret) in the code block below.
```bash
export AWS_ACCESS_KEY_ID=AKIAIOSFODNN7EXAMPLE
export AWS_SECRET_ACCESS_KEY=wJalrXUtnFEMI/K7MDENG/bPxRfiCYEXAMPLEKEY
```View the complete source on GitHubGood Skill
When your agent uses it
A planted fixture that satisfies every blocking skill-eval rule so the gate passes cleanly.
What it loads into context
Frontmatter
53 tokensAlways available to the agent
SKILL.md
123 tokensWhen the skill is activated
Reference documents
0 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Usage
Files
SKILL.mdcore512 bytesSKILL.mdcore512 bytes
Read SKILL.md
# Good Skill
A planted fixture that satisfies every blocking skill-eval rule so the gate
passes cleanly. It has required metadata, a non-empty description, no secrets,
and no unsafe paths.
## Usage
Run a harmless command to demonstrate a code example:
```bash
echo "skill-eval good fixture"
```View the complete source on GitHubknown-bad
When your agent uses it
A test fixture that intentionally fails Pass-2 checks.
What it loads into context
Frontmatter
20 tokensAlways available to the agent
SKILL.md
191 tokensWhen the skill is activated
Reference documents
0 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- How to use
- Examples
Files
SKILL.mdcore837 bytesSKILL.mdcore837 bytesSKILL.mdcore837 bytes
Read SKILL.md
# /known-bad — Auditor FAIL test fixture
This SKILL.md passes Pass 1 (frontmatter is structurally valid and name matches dir) but intentionally violates Pass-2 content-discipline checks. The auditor should return verdict FAIL with at least one fail-severity finding.
## How to use
Run the auditor and expect FAIL exit 1.
## Examples
```bash
bash skills/skill-builder/scripts/audit.sh tests/fixtures/skills/known-bad
```
View the complete source on GitHubknown-good
When your agent uses it
Test fixture skill that satisfies all 15 auditor checks (Pass 1 + Pass 2). **Use when:** - The auditor integration tests assert PASS verdict on a canonical input **Triggers:** "known-good fixture", "auditor PASS smoke", "skill audit regression" **Not ideal for:** - Real-world use (this is a test fixture)
What it loads into context
Frontmatter
145 tokensAlways available to the agent
SKILL.md
659 tokensWhen the skill is activated
Reference documents
0 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- ⚠<U+FE0F> Critical Constraints
- Workflow
- Output Specification
- Quality Rubric
- Examples
- Troubleshooting
Scripts executed separately
../../../../skills/skill-builder/scripts/audit.sh../../../../skills/skill-builder/scripts/audit.sh../../../../skills/skill-builder/scripts/audit.sh../../../../skills/skill-builder/scripts/audit.sh
Files
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Read SKILL.md
# /known-good — Auditor PASS test fixture
A minimal but complete SKILL.md that satisfies all 15 auditor checks. Used by `tests/integration/test_skill_auditor.bats` to confirm the auditor returns PASS or WARN on conforming input.
## ⚠<U+FE0F> Critical Constraints
- **This is a test fixture, not a runtime skill.** Do not invoke. **Why:** auditor tests pin the exact content; runtime use would surprise contributors.
- **Frontmatter shape is canonical.** YAML `description: |` block scalar with explicit Triggers and Use-when markers. **Why:** exercises `description-has-triggers` form (a) AND form (b) simultaneously.
- **Constraints are front-loaded.** This `## ⚠<U+FE0F> Critical Constraints` section appears before any other H2. **Why:** tests `constraints-frontloaded` heuristic.
- **Every constraint has a Why.** Each bullet ends with `**Why:** <reason>`. **Why:** tests `rationale-present` heuristic.
## Workflow
### Phase 1: SetupView the complete source on GitHubSkills included
- implement
- implement
- validate
- using-gc
- agent-native
- agy-native
- architecture
- claude-exec
- codex-exec
- council
- craft-goal
- doc
- domain
- ergonomics
- idea-genie
- implement
- interview
- memory
- navigate
- orchestrate
- plan
- postmortem
- premortem
- refactor
- research
- reverse-engineer
- review
- rpi
- security
- skill-builder
- skill-eval
- test
- triage
- using-gc
- validate
- agent-native
- agy-native
- architecture
- claude-exec
- codex-exec
- council
- craft-goal
- doc
- domain
- ergonomics
- idea-genie
- implement
- interview
- memory
- navigate
- orchestrate
- plan
- postmortem
- premortem
- refactor
- research
- reverse-engineer
- review
- rpi
- security
- skill-builder
- skill-eval
- test
- triage
- using-gc
- validate
- Good Skill
- known-bad
- known-good
Repository facts
- License
- Apache-2.0
- Created
- Nov 5, 2025
- Last pushed
- Nov 6, 2026
- Forks
- 43
- Open issues
- 2
- Project activity
- Active
Before you install
Network or broad shellAutomated signals, not a guarantee
Checked Nov 5, 2026
Not fully analyzed: some files were too long, unreadable or missing. This never lowers the level.
Show 310 notes
packs/agentops-executor/agents/implementer-claude/skills/implement/SKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedpacks/agentops-executor/agents/implementer/skills/implement/SKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedpacks/agentops-executor/agents/validator/skills/validate/SKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedpacks/agentops-executor/agents/validator/skills/validate/SKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedpacks/agentops-executor/agents/validator/skills/validate/SKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedpacks/agentops-executor/skills/using-gc/SKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedpacks/agentops-executor/skills/using-gc/SKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedpacks/agentops-executor/skills/using-gc/SKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedpacks/agentops-executor/skills/using-gc/SKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedpacks/agentops-executor/skills/using-gc/SKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedpacks/agentops-executor/skills/using-gc/SKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedpacks/agentops-executor/skills/using-gc/SKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedpacks/agentops-executor/skills/using-gc/SKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedpacks/agentops-executor/skills/using-gc/SKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedplugin/skills/agent-native/SKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedplugin/skills/agent-native/SKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedplugin/skills/agent-native/SKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedplugin/skills/agent-native/SKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedplugin/skills/agy-native/SKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedplugin/skills/agy-native/SKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzed
- No broad tool permissions
- 178 dangerous shell commandsin 52 files: scripts/lib/codex-exec.sh:285 scripts/toolchain-validate.sh:532 scripts/probe-skill.sh:539 and 49 more
- 538 network referencesin 74 files: README.md:9 plugin/skills/using-gc/SKILL.md:26 skills/using-gc/SKILL.md:26 and 71 more
- No hidden or obfuscated text
- 84 instruction override signalsin 3 files: scripts/lib/codex-exec.sh:56 plugin/skills/agy-native/SKILL.md:62 skills/agy-native/SKILL.md:62
- 217 executable scriptsin 143 files: scripts/check-cmdao-surface-parity.sh:1 tests/docs/validate-doc-release.sh:1 scripts/generate-skill-mesh.py:1 and 140 more
- 77 references to secretsin 28 files: scripts/lib/codex-exec.sh:399 scripts/check-cathedral-cut-conformance.py:280 validate/tests/test_evidence_cli.py:18 and 25 more
- No requests to vote in Hot
Show all 1,094 signals by file
README.md
- Network accessline 9
[](https://github.com/boshu2/agentops/actions/workflows/validate.yml) - Network accessline 9
[](https://github.com/boshu2/agentops/actions/workflows/validate.yml) - Network accessline 10
[](LICENSE) - Network accessline 10
[](LICENSE) - Network accessline 11
[](https://github.com/boshu2/agentops/releases/latest) - Network accessline 11
[](https://github.com/boshu2/agentops/releases/latest) - Network accessline 12
[](docs/SKILL-ROUTER.md) - Network accessline 12
[](docs/SKILL-ROUTER.md) - Network accessline 29
[Validate](skills/validate/SKILL.md) adds independent judgment where needed. Skills guide the agent's decisions; executable gates check specific contracts. [Beads](https://github.com/gastownhall/beads) preserves the work graph, decisions, - Network accessline 29
[Validate](skills/validate/SKILL.md) adds independent judgment where needed. Skills guide the agent's decisions; executable gates check specific contracts. [Beads](https://github.com/gastownhall/beads) preserves the work graph, decisions, - Network accessline 30
Skills guide the agent's decisions; executable gates check specific contracts. [Beads](https://github.com/gastownhall/beads) preserves the work graph, decisions, results and project memories. [Memory](skills/memory/SKILL.md) curates support - Network accessline 30
Skills guide the agent's decisions; executable gates check specific contracts. [Beads](https://github.com/gastownhall/beads) preserves the work graph, decisions, results and project memories. [Memory](skills/memory/SKILL.md) curates support - Network accessline 31
[Beads](https://github.com/gastownhall/beads) preserves the work graph, decisions, - Network accessline 31
[Beads](https://github.com/gastownhall/beads) preserves the work graph, decisions, - Network accessline 54
A [software factory](https://learn.microsoft.com/en-us/archive/msdn-magazine/2006/december/service-station-web-service-software-factory) - Network accessline 54
A [software factory](https://learn.microsoft.com/en-us/archive/msdn-magazine/2006/december/service-station-web-service-software-factory) - Network accessline 60
[Behavior-driven development (BDD)](https://dannorth.net/introducing-bdd/) - Network accessline 60
[Behavior-driven development (BDD)](https://dannorth.net/introducing-bdd/) - Network accessline 71
| Fix a design that makes every change expensive | [Architecture](skills/architecture/SKILL.md) finds where the structure makes change costly and compares at least two interface designs by the call sites they produce. [Refactor](skills/refa - Network accessline 71
| Fix a design that makes every change expensive | [Architecture](skills/architecture/SKILL.md) finds where the structure makes change costly and compares at least two interface designs by the call sites they produce. [Refactor](skills/refa - Network accessline 72
| Build a tool that agents can use | [Ergonomics](skills/ergonomics/SKILL.md) checks whether an agent can find a CLI, API or MCP tool, read its output and recover from its errors, with the exact command and output behind each finding. | | K - Network accessline 72
| Build a tool that agents can use | [Ergonomics](skills/ergonomics/SKILL.md) checks whether an agent can find a CLI, API or MCP tool, read its output and recover from its errors, with the exact command and output behind each finding. | | K - Network accessline 73
| Keep a project moving after the chat ends | [Interview](skills/interview/SKILL.md) settles a large goal with you. [Beads](https://github.com/gastownhall/beads) preserves its intent, decisions and results in a searchable work graph, with p - Network accessline 73
| Keep a project moving after the chat ends | [Interview](skills/interview/SKILL.md) settles a large goal with you. [Beads](https://github.com/gastownhall/beads) preserves its intent, decisions and results in a searchable work graph, with p - Network accessline 132
Installer targets include `cursor`, `opencode`, `gemini-cli`, `antigravity`, `pi`, `grok` (Grok Build) and `openclaw`. Grok Bot has no installer target; add the same `SKILL.md` folders through [its skill settings](https://docs.x.ai/grok-bot - Network accessline 132
Installer targets include `cursor`, `opencode`, `gemini-cli`, `antigravity`, `pi`, `grok` (Grok Build) and `openclaw`. Grok Bot has no installer target; add the same `SKILL.md` folders through [its skill settings](https://docs.x.ai/grok-bot - Network accessline 133
`pi`, `grok` (Grok Build) and `openclaw`. Grok Bot has no installer target; add the same `SKILL.md` folders through [its skill settings](https://docs.x.ai/grok-bot/skills-routines-and-automations). Some skills need extra tools ([install gui - Network accessline 133
`pi`, `grok` (Grok Build) and `openclaw`. Grok Bot has no installer target; add the same `SKILL.md` folders through [its skill settings](https://docs.x.ai/grok-bot/skills-routines-and-automations). Some skills need extra tools ([install gui - Network accessline 134
the same `SKILL.md` folders through [its skill settings](https://docs.x.ai/grok-bot/skills-routines-and-automations). - Network accessline 134
the same `SKILL.md` folders through [its skill settings](https://docs.x.ai/grok-bot/skills-routines-and-automations). - Network accessline 150
when a mistake cannot be cheaply undone, or when no deterministic check covers the changed behavior. You (or Plan) write intent as behavior ([BDD](https://dannorth.net/introducing-bdd/)), using one word per - Network accessline 150
when a mistake cannot be cheaply undone, or when no deterministic check covers the changed behavior. You (or Plan) write intent as behavior ([BDD](https://dannorth.net/introducing-bdd/)), using one word per - Network accessline 151
the changed behavior. You (or Plan) write intent as behavior ([BDD](https://dannorth.net/introducing-bdd/)), using one word per concept ([DDD](https://martinfowler.com/bliki/DomainDrivenDesign.html)'s - Network accessline 151
the changed behavior. You (or Plan) write intent as behavior ([BDD](https://dannorth.net/introducing-bdd/)), using one word per concept ([DDD](https://martinfowler.com/bliki/DomainDrivenDesign.html)'s - Network accessline 152
behavior ([BDD](https://dannorth.net/introducing-bdd/)), using one word per - Network accessline 152
behavior ([BDD](https://dannorth.net/introducing-bdd/)), using one word per - Network accessline 153
concept ([DDD](https://martinfowler.com/bliki/DomainDrivenDesign.html)'s - Network accessline 153
concept ([DDD](https://martinfowler.com/bliki/DomainDrivenDesign.html)'s - Network accessline 154
[ubiquitous language](https://martinfowler.com/bliki/UbiquitousLanguage.html)). - Network accessline 154
[ubiquitous language](https://martinfowler.com/bliki/UbiquitousLanguage.html)). - Network accessline 155
For a system that calls queued work a **Job**, in [Gherkin](https://cucumber.io/docs/gherkin/reference/): - Network accessline 155
For a system that calls queued work a **Job**, in [Gherkin](https://cucumber.io/docs/gherkin/reference/): - Network accessline 221
**Beads remembers the work.** [Beads](https://github.com/gastownhall/beads) (`bd`) - Network accessline 221
**Beads remembers the work.** [Beads](https://github.com/gastownhall/beads) (`bd`) - Network accessline 229
Beads also has a [persistent memory store](https://github.com/gastownhall/beads/blob/main/docs/cli-reference/remember.md). - Network accessline 229
Beads also has a [persistent memory store](https://github.com/gastownhall/beads/blob/main/docs/cli-reference/remember.md). - Network accessline 434
| Project or tool | Role alongside AgentOps | |---|---| | [Compound Engineering](https://github.com/EveryInc/compound-engineering-plugin) | A connected development workflow and reusable solution records | - Network accessline 434
| Project or tool | Role alongside AgentOps | |---|---| | [Compound Engineering](https://github.com/EveryInc/compound-engineering-plugin) | A connected development workflow and reusable solution records | - Network accessline 435
|---|---| | [Compound Engineering](https://github.com/EveryInc/compound-engineering-plugin) | A connected development workflow and reusable solution records | | [Matt Pocock's skills](https://github.com/mattpocock/skills) | Composable pract - Network accessline 435
|---|---| | [Compound Engineering](https://github.com/EveryInc/compound-engineering-plugin) | A connected development workflow and reusable solution records | | [Matt Pocock's skills](https://github.com/mattpocock/skills) | Composable pract - Network accessline 436
| [Compound Engineering](https://github.com/EveryInc/compound-engineering-plugin) | A connected development workflow and reusable solution records | - Network accessline 436
| [Compound Engineering](https://github.com/EveryInc/compound-engineering-plugin) | A connected development workflow and reusable solution records | - Network accessline 437
| [Matt Pocock's skills](https://github.com/mattpocock/skills) | Composable practices for intent, domain modeling, TDD and review | - Network accessline 437
| [Matt Pocock's skills](https://github.com/mattpocock/skills) | Composable practices for intent, domain modeling, TDD and review | - Network accessline 438
| [Beads](https://github.com/gastownhall/beads) or your existing tracker | Owns work status, dependencies and handoffs | - Network accessline 438
| [Beads](https://github.com/gastownhall/beads) or your existing tracker | Owns work status, dependencies and handoffs | - Network accessline 492
**Upgrading from 3.8 or earlier:** version 3.9 removed ten bundled external tool skills, retired three delivery workflows, deleted the old curl installers and - Network accessline 492
**Upgrading from 3.8 or earlier:** version 3.9 removed ten bundled external tool skills, retired three delivery workflows, deleted the old curl installers and - Network accessline 493
skills, retired three delivery workflows, deleted the old curl installers and - Network accessline 493
skills, retired three delivery workflows, deleted the old curl installers and - Network accessline 495
[3.9 release notes](https://github.com/boshu2/agentops/releases/tag/v3.9.0) first. - Network accessline 495
[3.9 release notes](https://github.com/boshu2/agentops/releases/tag/v3.9.0) first. - Network accessline 498
Version 3.7 removed commands and skill names, including `learn`, `codebase-recon` and `swarm`; their current owners are `memory`, `research` and `agent-native`. See the [3.7 release notes](https://github.com/boshu2/agentops/releases/tag/v3. - Network accessline 498
Version 3.7 removed commands and skill names, including `learn`, `codebase-recon` and `swarm`; their current owners are `memory`, `research` and `agent-native`. See the [3.7 release notes](https://github.com/boshu2/agentops/releases/tag/v3. - Network accessline 500
See the [3.7 release notes](https://github.com/boshu2/agentops/releases/tag/v3.7.0). - Network accessline 500
See the [3.7 release notes](https://github.com/boshu2/agentops/releases/tag/v3.7.0). - Network accessline 568
Native execution requires zero AgentOps skills. [RPI](skills/rpi/SKILL.md), [Gas City](skills/using-gc/SKILL.md) and [Agentic Coding Flywheel](https://agent-flywheel.com) - Network accessline 568
Native execution requires zero AgentOps skills. [RPI](skills/rpi/SKILL.md), [Gas City](skills/using-gc/SKILL.md) and [Agentic Coding Flywheel](https://agent-flywheel.com) - Network accessline 569
[Gas City](skills/using-gc/SKILL.md) and [Agentic Coding Flywheel](https://agent-flywheel.com) - Network accessline 569
[Gas City](skills/using-gc/SKILL.md) and [Agentic Coding Flywheel](https://agent-flywheel.com) - Network accessline 594
[Report a reproducible issue](https://github.com/boshu2/agentops/issues) with your - Network accessline 594
[Report a reproducible issue](https://github.com/boshu2/agentops/issues) with your - Network accessline 641
[Gas City](https://github.com/gastownhall/gascity), from the organization behind - Network accessline 641
[Gas City](https://github.com/gastownhall/gascity), from the organization behind - Network accessline 642
[Beads](https://github.com/gastownhall/beads), provides configurable building - Network accessline 642
[Beads](https://github.com/gastownhall/beads), provides configurable building - Network accessline 652
[Agentic Coding Flywheel](https://agent-flywheel.com) is Jeffrey Emanuel's - Network accessline 652
[Agentic Coding Flywheel](https://agent-flywheel.com) is Jeffrey Emanuel's - Network accessline 653
([Dicklesworthstone](https://github.com/Dicklesworthstone)) ecosystem of tools - Network accessline 653
([Dicklesworthstone](https://github.com/Dicklesworthstone)) ecosystem of tools - Network accessline 654
and workflows for operating coding agents. Its [setup project](https://github.com/Dicklesworthstone/agentic_coding_flywheel_setup) assembles a multi-agent development environment. You can also adopt individual - Network accessline 654
and workflows for operating coding agents. Its [setup project](https://github.com/Dicklesworthstone/agentic_coding_flywheel_setup) assembles a multi-agent development environment. You can also adopt individual - Network accessline 655
[setup project](https://github.com/Dicklesworthstone/agentic_coding_flywheel_setup) - Network accessline 655
[setup project](https://github.com/Dicklesworthstone/agentic_coding_flywheel_setup) - Network accessline 659
| Need | Upstream tool | How it fits | |---|---|---| | Block covered destructive shell operations | [Destructive Command Guard (`dcg`)](https://github.com/Dicklesworthstone/destructive_command_guard) | Checks commands before execution throu - Network accessline 659
| Need | Upstream tool | How it fits | |---|---|---| | Block covered destructive shell operations | [Destructive Command Guard (`dcg`)](https://github.com/Dicklesworthstone/destructive_command_guard) | Checks commands before execution throu - Network accessline 660
|---|---|---| | Block covered destructive shell operations | [Destructive Command Guard (`dcg`)](https://github.com/Dicklesworthstone/destructive_command_guard) | Checks commands before execution through its configured integration. Adds mec - Network accessline 660
|---|---|---| | Block covered destructive shell operations | [Destructive Command Guard (`dcg`)](https://github.com/Dicklesworthstone/destructive_command_guard) | Checks commands before execution through its configured integration. Adds mec - Network accessline 661
| Block covered destructive shell operations | [Destructive Command Guard (`dcg`)](https://github.com/Dicklesworthstone/destructive_command_guard) | Checks commands before execution through its configured integration. Adds mechanical protec - Network accessline 661
| Block covered destructive shell operations | [Destructive Command Guard (`dcg`)](https://github.com/Dicklesworthstone/destructive_command_guard) | Checks commands before execution through its configured integration. Adds mechanical protec - Network accessline 662
| Find an earlier investigation or solution | [Coding Agent Session Search (`cass`)](https://github.com/Dicklesworthstone/coding_agent_session_search) | Indexes and searches agent session histories. Retrieve relevant episodes as evidence fo - Network accessline 662
| Find an earlier investigation or solution | [Coding Agent Session Search (`cass`)](https://github.com/Dicklesworthstone/coding_agent_session_search) | Indexes and searches agent session histories. Retrieve relevant episodes as evidence fo - Network accessline 663
| Turn session evidence into reusable skills | [Meta Skill (`ms`)](https://github.com/Dicklesworthstone/meta_skill) | Can mine selected CASS sessions into skill candidates with source links. Review the guidance and test it on another task b - Network accessline 663
| Turn session evidence into reusable skills | [Meta Skill (`ms`)](https://github.com/Dicklesworthstone/meta_skill) | Can mine selected CASS sessions into skill candidates with source links. Review the guidance and test it on another task b
packs/agentops-executor/agents/implementer-claude/skills/implement/scripts/validate.sh
- Executable scriptline 1
#!/usr/bin/env bash
packs/agentops-executor/agents/implementer/skills/implement/scripts/validate.sh
- Executable scriptline 1
#!/usr/bin/env bash
packs/agentops-executor/agents/validator/skills/validate/scripts/check_contract_corpus.py
packs/agentops-executor/agents/validator/skills/validate/scripts/test_validate.py
- Executable scriptline 1
Executable file
packs/agentops-executor/agents/validator/skills/validate/scripts/validate.py
- Executable scriptline 1
#!/usr/bin/env python3
packs/agentops-executor/agents/validator/skills/validate/scripts/validate.sh
- Executable scriptline 1
#!/usr/bin/env bash
packs/agentops-executor/skills/using-gc/SKILL.md
- Network accessline 30
AgentOps supports both Gas City and the [Agentic Coding Flywheel](https://agent-flywheel.com) as external - Network accessline 31
[Agentic Coding Flywheel](https://agent-flywheel.com) as external - Network accessline 88
gc pack registry search --all gc pack registry show main:gascity gc pack registry add community https://registry.gascity.com/registry.toml - Network accessline 89
gc pack registry show main:gascity gc pack registry add community https://registry.gascity.com/registry.toml gc pack registry search --registry community --all - Network accessline 90
gc pack registry add community https://registry.gascity.com/registry.toml - Network accessline 104
- dashboard: `https://factory.gascity.com`;
plugin/.claude-plugin/plugin.json
- Network accessline 7
"email": "fullerbt@users.noreply.github.com" }, "homepage": "https://github.com/boshu2/agentops", - Network accessline 8
}, "homepage": "https://github.com/boshu2/agentops", "repository": "https://github.com/boshu2/agentops", - Network accessline 9
"homepage": "https://github.com/boshu2/agentops", - Network accessline 10
"repository": "https://github.com/boshu2/agentops",
plugin/skills/agent-native/references/context-budget-delegation.md
- Network accessline 17
| Advisory | this reference and the `agent-native` Roles note | none; context the agent may ignore | | Delegation | `bulk-reader` / `code-writer` agents: Claude Code plugin agents (`agents/`) and Codex roles (this skill's `agents/`) | calle - Network accessline 19
| Enforcement | the opt-in read-budget guard: [READ-BUDGET-GUARD.md](https://github.com/boshu2/agentops/blob/main/hooks/guards/references/READ-BUDGET-GUARD.md) | mechanical once installed; inert by default | - Network accessline 71
including `exec_command`, arrive as `tool_name: "Bash"` and `tool_input.command`. This replaces the previous unverified assertion that Codex had no such hook. [Codex hook contract](https://learn.chatgpt.com/docs/hooks). - Network accessline 73
Codex had no such hook. [Codex hook contract](https://learn.chatgpt.com/docs/hooks). - Network accessline 130
unverified on 0.163.0. That fallback is a native delegated prompt; do not claim that the facade loaded a named role. Never replace either route with a subprocess model invocation. [Codex subagent contract](https://learn.chatgpt.com/docs/age - Network accessline 132
Never replace either route with a subprocess model invocation. [Codex subagent contract](https://learn.chatgpt.com/docs/agent-configuration/subagents). - Network accessline 147
model. Re-pinning is the caller's decision; recheck pins for another account or release and do not silently substitute a costly model. [Current rate card](https://learn.chatgpt.com/docs/pricing#token-rates). - Network accessline 149
[Current rate card](https://learn.chatgpt.com/docs/pricing#token-rates).
plugin/skills/agy-native/SKILL.md
- Instruction override signalline 62
edits and `--mode auto` edits and safe commands; `--mode plan` is not documented as read-only, and headless runs pass plan review on their own. - `--dangerously-skip-permissions` approves every tool call. It and the - Instruction override signalline 62
edits and `--mode auto` edits and safe commands; `--mode plan` is not documented as read-only, and headless runs pass plan review on their own. - `--dangerously-skip-permissions` approves every tool call. It and the - Instruction override signalline 62
edits and `--mode auto` edits and safe commands; `--mode plan` is not documented as read-only, and headless runs pass plan review on their own. - `--dangerously-skip-permissions` approves every tool call. It and the - Instruction override signalline 62
edits and `--mode auto` edits and safe commands; `--mode plan` is not documented as read-only, and headless runs pass plan review on their own. - `--dangerously-skip-permissions` approves every tool call. It and the - Instruction override signalline 63
documented as read-only, and headless runs pass plan review on their own. - `--dangerously-skip-permissions` approves every tool call. It and the approving modes need declared effects and caller authorization covering - Instruction override signalline 63
documented as read-only, and headless runs pass plan review on their own. - `--dangerously-skip-permissions` approves every tool call. It and the approving modes need declared effects and caller authorization covering - Instruction override signalline 63
documented as read-only, and headless runs pass plan review on their own. - `--dangerously-skip-permissions` approves every tool call. It and the approving modes need declared effects and caller authorization covering - Instruction override signalline 63
documented as read-only, and headless runs pass plan review on their own. - `--dangerously-skip-permissions` approves every tool call. It and the approving modes need declared effects and caller authorization covering - Instruction override signalline 64
- `--dangerously-skip-permissions` approves every tool call. It and the - Instruction override signalline 64
- `--dangerously-skip-permissions` approves every tool call. It and the - Instruction override signalline 64
- `--dangerously-skip-permissions` approves every tool call. It and the - Instruction override signalline 64
- `--dangerously-skip-permissions` approves every tool call. It and the - Instruction override signalline 78
(call shape in [codex-exec](../codex-exec/SKILL.md#run-it)). It adds echo, stall and output-cap handling. Its posture, to disclose, is `--sandbox --dangerously-skip-permissions` with `--add-dir` on its own - Instruction override signalline 78
(call shape in [codex-exec](../codex-exec/SKILL.md#run-it)). It adds echo, stall and output-cap handling. Its posture, to disclose, is `--sandbox --dangerously-skip-permissions` with `--add-dir` on its own - Instruction override signalline 78
(call shape in [codex-exec](../codex-exec/SKILL.md#run-it)). It adds echo, stall and output-cap handling. Its posture, to disclose, is `--sandbox --dangerously-skip-permissions` with `--add-dir` on its own - Instruction override signalline 78
(call shape in [codex-exec](../codex-exec/SKILL.md#run-it)). It adds echo, stall and output-cap handling. Its posture, to disclose, is `--sandbox --dangerously-skip-permissions` with `--add-dir` on its own - Instruction override signalline 79
stall and output-cap handling. Its posture, to disclose, is `--sandbox --dangerously-skip-permissions` with `--add-dir` on its own private `mktemp -d` packet directory: every tool call is approved over the - Instruction override signalline 79
stall and output-cap handling. Its posture, to disclose, is `--sandbox --dangerously-skip-permissions` with `--add-dir` on its own private `mktemp -d` packet directory: every tool call is approved over the - Instruction override signalline 79
stall and output-cap handling. Its posture, to disclose, is `--sandbox --dangerously-skip-permissions` with `--add-dir` on its own private `mktemp -d` packet directory: every tool call is approved over the - Instruction override signalline 79
stall and output-cap handling. Its posture, to disclose, is `--sandbox --dangerously-skip-permissions` with `--add-dir` on its own private `mktemp -d` packet directory: every tool call is approved over the - Instruction override signalline 80
`--sandbox --dangerously-skip-permissions` with `--add-dir` on its own - Instruction override signalline 80
`--sandbox --dangerously-skip-permissions` with `--add-dir` on its own - Instruction override signalline 80
`--sandbox --dangerously-skip-permissions` with `--add-dir` on its own - Instruction override signalline 80
`--sandbox --dangerously-skip-permissions` with `--add-dir` on its own
plugin/skills/architecture/SKILL.md
- Network accessline 149
Idea provenance: [Matt Pocock's codebase design](https://github.com/mattpocock/skills/blob/main/skills/engineering/codebase-design/SKILL.md) (module, interface, depth, seam, adapter, locality), adapted for AgentOps. - Network accessline 149
Idea provenance: [Matt Pocock's codebase design](https://github.com/mattpocock/skills/blob/main/skills/engineering/codebase-design/SKILL.md) (module, interface, depth, seam, adapter, locality), adapted for AgentOps. - Network accessline 149
Idea provenance: [Matt Pocock's codebase design](https://github.com/mattpocock/skills/blob/main/skills/engineering/codebase-design/SKILL.md) (module, interface, depth, seam, adapter, locality), adapted for AgentOps.
plugin/skills/claude-exec/SKILL.md
plugin/skills/council/schemas/council-report.v1.schema.json
plugin/skills/council/scripts/validate-output.sh
- Executable scriptline 1
#!/usr/bin/env bash
plugin/skills/council/scripts/validate.sh
plugin/skills/craft-goal/scripts/validate.sh
- Executable scriptline 1
#!/usr/bin/env bash
plugin/skills/doc/references/oss-project-types.md
plugin/skills/doc/scripts/audit-oss-docs.sh
- Executable scriptline 1
#!/bin/bash
plugin/skills/domain/SKILL.md
- Network accessline 108
Idea provenance: [Matt Pocock's engineering skills](https://github.com/mattpocock/skills) (domain modeling), adapted for AgentOps. - Network accessline 108
Idea provenance: [Matt Pocock's engineering skills](https://github.com/mattpocock/skills) (domain modeling), adapted for AgentOps. - Network accessline 108
Idea provenance: [Matt Pocock's engineering skills](https://github.com/mattpocock/skills) (domain modeling), adapted for AgentOps. - Network accessline 108
Idea provenance: [Matt Pocock's engineering skills](https://github.com/mattpocock/skills) (domain modeling), adapted for AgentOps. - Network accessline 108
Idea provenance: [Matt Pocock's engineering skills](https://github.com/mattpocock/skills) (domain modeling), adapted for AgentOps. - Network accessline 108
Idea provenance: [Matt Pocock's engineering skills](https://github.com/mattpocock/skills) (domain modeling), adapted for AgentOps.
plugin/skills/domain/references/agentops-terms.md
- Network accessline 6
The owners (AgentOps source checkout only) are [`docs/contracts/ubiquitous-language.md`](https://github.com/boshu2/agentops/blob/main/docs/contracts/ubiquitous-language.md) - Network accessline 7
[`docs/contracts/ubiquitous-language.md`](https://github.com/boshu2/agentops/blob/main/docs/contracts/ubiquitous-language.md) - Network accessline 8
for definitions and, for responsibilities and ports, [`docs/contracts/bounded-contexts.yaml`](https://github.com/boshu2/agentops/blob/main/docs/contracts/bounded-contexts.yaml). Return their exact definitions and source paths. - Network accessline 9
[`docs/contracts/bounded-contexts.yaml`](https://github.com/boshu2/agentops/blob/main/docs/contracts/bounded-contexts.yaml).
plugin/skills/domain/references/standards/common-standards.md
plugin/skills/domain/references/standards/json.md
- Network accessline 21
## Schema Validation - Use JSON Schema for validation - Reference: `"$schema": "https://..."` - Network accessline 22
- Use JSON Schema for validation - Reference: `"$schema": "https://..."` - Required fields should be explicit - Network accessline 23
- Reference: `"$schema": "https://..."`
plugin/skills/domain/references/standards/llm-trust-boundary-checklist.md
- Dangerous shell operationline 17
- [ ] Output is never used as code input without sandboxing (`eval()`, `exec()`, shell commands)
plugin/skills/domain/references/standards/python.md
plugin/skills/domain/scripts/validate.sh
- Executable scriptline 1
#!/usr/bin/env bash
plugin/skills/ergonomics/SKILL.md
- Access to secretsline 84
[Credential-related source omitted]
plugin/skills/idea-genie/scripts/validate-challenge.sh
- Executable scriptline 1
#!/usr/bin/env bash
plugin/skills/idea-genie/scripts/validate-output.sh
- Executable scriptline 1
#!/usr/bin/env bash
plugin/skills/implement/SKILL.md
- Network accessline 127
label a caller-supplied one as supplied; otherwise report it as unknown, never made up. The integrating caller derives `subject-manifest.v1` (AgentOps schema [subject-manifest.v1.schema.json](https://github.com/boshu2/agentops/blob/ma - Network accessline 127
label a caller-supplied one as supplied; otherwise report it as unknown, never made up. The integrating caller derives `subject-manifest.v1` (AgentOps schema [subject-manifest.v1.schema.json](https://github.com/boshu2/agentops/blob/ma - Network accessline 127
label a caller-supplied one as supplied; otherwise report it as unknown, never made up. The integrating caller derives `subject-manifest.v1` (AgentOps schema [subject-manifest.v1.schema.json](https://github.com/boshu2/agentops/blob/ma - Network accessline 127
label a caller-supplied one as supplied; otherwise report it as unknown, never made up. The integrating caller derives `subject-manifest.v1` (AgentOps schema [subject-manifest.v1.schema.json](https://github.com/boshu2/agentops/blob/ma - Network accessline 127
label a caller-supplied one as supplied; otherwise report it as unknown, never made up. The integrating caller derives `subject-manifest.v1` (AgentOps schema [subject-manifest.v1.schema.json](https://github.com/boshu2/agentops/blob/ma - Network accessline 128
never made up. The integrating caller derives `subject-manifest.v1` (AgentOps schema [subject-manifest.v1.schema.json](https://github.com/boshu2/agentops/blob/main/schemas/subject-manifest.v1.schema.json), AgentOps source checkout only) - Network accessline 128
never made up. The integrating caller derives `subject-manifest.v1` (AgentOps schema [subject-manifest.v1.schema.json](https://github.com/boshu2/agentops/blob/main/schemas/subject-manifest.v1.schema.json), AgentOps source checkout only) - Network accessline 128
never made up. The integrating caller derives `subject-manifest.v1` (AgentOps schema [subject-manifest.v1.schema.json](https://github.com/boshu2/agentops/blob/main/schemas/subject-manifest.v1.schema.json), AgentOps source checkout only) - Network accessline 128
never made up. The integrating caller derives `subject-manifest.v1` (AgentOps schema [subject-manifest.v1.schema.json](https://github.com/boshu2/agentops/blob/main/schemas/subject-manifest.v1.schema.json), AgentOps source checkout only) - Network accessline 128
never made up. The integrating caller derives `subject-manifest.v1` (AgentOps schema [subject-manifest.v1.schema.json](https://github.com/boshu2/agentops/blob/main/schemas/subject-manifest.v1.schema.json), AgentOps source checkout only) - Network accessline 129
schema [subject-manifest.v1.schema.json](https://github.com/boshu2/agentops/blob/main/schemas/subject-manifest.v1.schema.json), AgentOps source checkout only) over the complete final - Network accessline 129
schema [subject-manifest.v1.schema.json](https://github.com/boshu2/agentops/blob/main/schemas/subject-manifest.v1.schema.json), AgentOps source checkout only) over the complete final - Network accessline 129
schema [subject-manifest.v1.schema.json](https://github.com/boshu2/agentops/blob/main/schemas/subject-manifest.v1.schema.json), AgentOps source checkout only) over the complete final - Network accessline 129
schema [subject-manifest.v1.schema.json](https://github.com/boshu2/agentops/blob/main/schemas/subject-manifest.v1.schema.json), AgentOps source checkout only) over the complete final - Network accessline 129
schema [subject-manifest.v1.schema.json](https://github.com/boshu2/agentops/blob/main/schemas/subject-manifest.v1.schema.json), AgentOps source checkout only) over the complete final
plugin/skills/implement/references/difficult-failures.md
- Network accessline 19
out and form a different cause, not a variant of it. Rerun the original scenario. Do not keep collecting hypotheses after the cause is understood. This loop is informed by [Matt Pocock's engineering skills](https://github.com/mattpocock/ski - Network accessline 19
out and form a different cause, not a variant of it. Rerun the original scenario. Do not keep collecting hypotheses after the cause is understood. This loop is informed by [Matt Pocock's engineering skills](https://github.com/mattpocock/ski - Network accessline 21
loop is informed by [Matt Pocock's engineering skills](https://github.com/mattpocock/skills). - Network accessline 21
loop is informed by [Matt Pocock's engineering skills](https://github.com/mattpocock/skills).
plugin/skills/memory/SKILL.md
- Network accessline 128
No blind TTL or delete operation is part of Memory. Labels and structural parsers do not prove isolation. [ADR-0016](https://github.com/boshu2/agentops/blob/main/docs/adr/ADR-0016-state-tiers.md) - Network accessline 128
No blind TTL or delete operation is part of Memory. Labels and structural parsers do not prove isolation. [ADR-0016](https://github.com/boshu2/agentops/blob/main/docs/adr/ADR-0016-state-tiers.md) - Network accessline 128
No blind TTL or delete operation is part of Memory. Labels and structural parsers do not prove isolation. [ADR-0016](https://github.com/boshu2/agentops/blob/main/docs/adr/ADR-0016-state-tiers.md) - Network accessline 128
No blind TTL or delete operation is part of Memory. Labels and structural parsers do not prove isolation. [ADR-0016](https://github.com/boshu2/agentops/blob/main/docs/adr/ADR-0016-state-tiers.md) - Network accessline 128
No blind TTL or delete operation is part of Memory. Labels and structural parsers do not prove isolation. [ADR-0016](https://github.com/boshu2/agentops/blob/main/docs/adr/ADR-0016-state-tiers.md) - Network accessline 129
parsers do not prove isolation. [ADR-0016](https://github.com/boshu2/agentops/blob/main/docs/adr/ADR-0016-state-tiers.md) (AgentOps source checkout only) owns these boundaries. Mining is budgeted - Network accessline 129
parsers do not prove isolation. [ADR-0016](https://github.com/boshu2/agentops/blob/main/docs/adr/ADR-0016-state-tiers.md) (AgentOps source checkout only) owns these boundaries. Mining is budgeted - Network accessline 129
parsers do not prove isolation. [ADR-0016](https://github.com/boshu2/agentops/blob/main/docs/adr/ADR-0016-state-tiers.md) (AgentOps source checkout only) owns these boundaries. Mining is budgeted - Network accessline 129
parsers do not prove isolation. [ADR-0016](https://github.com/boshu2/agentops/blob/main/docs/adr/ADR-0016-state-tiers.md) (AgentOps source checkout only) owns these boundaries. Mining is budgeted - Network accessline 129
parsers do not prove isolation. [ADR-0016](https://github.com/boshu2/agentops/blob/main/docs/adr/ADR-0016-state-tiers.md) (AgentOps source checkout only) owns these boundaries. Mining is budgeted - Network accessline 130
[ADR-0016](https://github.com/boshu2/agentops/blob/main/docs/adr/ADR-0016-state-tiers.md) - Network accessline 130
[ADR-0016](https://github.com/boshu2/agentops/blob/main/docs/adr/ADR-0016-state-tiers.md) - Network accessline 130
[ADR-0016](https://github.com/boshu2/agentops/blob/main/docs/adr/ADR-0016-state-tiers.md) - Network accessline 130
[ADR-0016](https://github.com/boshu2/agentops/blob/main/docs/adr/ADR-0016-state-tiers.md) - Network accessline 130
[ADR-0016](https://github.com/boshu2/agentops/blob/main/docs/adr/ADR-0016-state-tiers.md)
plugin/skills/memory/references/learn/okf-page-profile.md
- Network accessline 4
caller-selected page. The default and only supported `--profile` is `agentops-okf-v0.2/v1`, pinned to [OKF v0.2 SPEC at ad30107c31c06aec8a7d5636e0d1058118604e6f](https://github.com/GoogleCloudPlatform/open-knowledge-format/blob/ad30107c31c0 - Network accessline 5
`agentops-okf-v0.2/v1`, pinned to [OKF v0.2 SPEC at ad30107c31c06aec8a7d5636e0d1058118604e6f](https://github.com/GoogleCloudPlatform/open-knowledge-format/blob/ad30107c31c06aec8a7d5636e0d1058118604e6f/SPEC.md). This is a stricter AgentOps a - Network accessline 6
ad30107c31c06aec8a7d5636e0d1058118604e6f](https://github.com/GoogleCloudPlatform/open-knowledge-format/blob/ad30107c31c06aec8a7d5636e0d1058118604e6f/SPEC.md).
plugin/skills/memory/scripts/validate.sh
- Executable scriptline 1
#!/usr/bin/env bash
plugin/skills/plan/references/resume-and-handoff.md
- Network accessline 75
Decision pointers and coarse future work adapt ideas from Matt Pocock's [Wayfinder](https://github.com/mattpocock/skills/blob/main/skills/engineering/wayfinder/SKILL.md); - Network accessline 75
Decision pointers and coarse future work adapt ideas from Matt Pocock's [Wayfinder](https://github.com/mattpocock/skills/blob/main/skills/engineering/wayfinder/SKILL.md); - Network accessline 76
[Wayfinder](https://github.com/mattpocock/skills/blob/main/skills/engineering/wayfinder/SKILL.md); - Network accessline 76
[Wayfinder](https://github.com/mattpocock/skills/blob/main/skills/engineering/wayfinder/SKILL.md); - Network accessline 77
complete slices and compatibility migrations adapt [To Tickets](https://github.com/mattpocock/skills/blob/main/skills/engineering/to-tickets/SKILL.md). AgentOps keeps the caller's existing intent and native work authority. - Network accessline 77
complete slices and compatibility migrations adapt [To Tickets](https://github.com/mattpocock/skills/blob/main/skills/engineering/to-tickets/SKILL.md). AgentOps keeps the caller's existing intent and native work authority. - Network accessline 78
[To Tickets](https://github.com/mattpocock/skills/blob/main/skills/engineering/to-tickets/SKILL.md). - Network accessline 78
[To Tickets](https://github.com/mattpocock/skills/blob/main/skills/engineering/to-tickets/SKILL.md).
plugin/skills/postmortem/scripts/validate.sh
- Executable scriptline 1
#!/usr/bin/env bash
plugin/skills/premortem/schemas/premortem-plan-review.v1.schema.json
plugin/skills/premortem/scripts/validate-output.sh
- Executable scriptline 1
#!/usr/bin/env bash
plugin/skills/premortem/scripts/validate.sh
plugin/skills/refactor/SKILL.md
- Network accessline 137
- [Behavior-preserving simplification](references/behavior-preserving-simplification.md) — refactoring catalog and per-pattern safety checks - [Codebase design](https://github.com/mattpocock/skills/blob/main/skills/engineering/codebase-desi - Network accessline 137
- [Behavior-preserving simplification](references/behavior-preserving-simplification.md) — refactoring catalog and per-pattern safety checks - [Codebase design](https://github.com/mattpocock/skills/blob/main/skills/engineering/codebase-desi - Network accessline 137
- [Behavior-preserving simplification](references/behavior-preserving-simplification.md) — refactoring catalog and per-pattern safety checks - [Codebase design](https://github.com/mattpocock/skills/blob/main/skills/engineering/codebase-desi - Network accessline 137
- [Behavior-preserving simplification](references/behavior-preserving-simplification.md) — refactoring catalog and per-pattern safety checks - [Codebase design](https://github.com/mattpocock/skills/blob/main/skills/engineering/codebase-desi - Network accessline 138
- [Codebase design](https://github.com/mattpocock/skills/blob/main/skills/engineering/codebase-design/SKILL.md) — Matt Pocock; the wrapper and test-seam rules under Boundaries and tests adapt it. - Network accessline 138
- [Codebase design](https://github.com/mattpocock/skills/blob/main/skills/engineering/codebase-design/SKILL.md) — Matt Pocock; the wrapper and test-seam rules under Boundaries and tests adapt it. - Network accessline 138
- [Codebase design](https://github.com/mattpocock/skills/blob/main/skills/engineering/codebase-design/SKILL.md) — Matt Pocock; the wrapper and test-seam rules under Boundaries and tests adapt it. - Network accessline 138
- [Codebase design](https://github.com/mattpocock/skills/blob/main/skills/engineering/codebase-design/SKILL.md) — Matt Pocock; the wrapper and test-seam rules under Boundaries and tests adapt it.
plugin/skills/research/schemas/findings.json
plugin/skills/research/schemas/reality-check-report.v1.schema.json
plugin/skills/research/scripts/claim-audit/validate-output.sh
- Executable scriptline 1
#!/usr/bin/env bash
plugin/skills/research/scripts/codebase-recon/validate-output.sh
plugin/skills/research/scripts/pattern-mining/validate-output.sh
- Executable scriptline 1
#!/usr/bin/env bash
plugin/skills/research/scripts/validate.sh
- Executable scriptline 1
#!/usr/bin/env bash
plugin/skills/reverse-engineer/SKILL.md
plugin/skills/reverse-engineer/fixtures/cc-sdd-v2.1.0/clone-metadata.json
plugin/skills/reverse-engineer/references/invocation.md
- Network accessline 43
a wrong-ref checkout and symlinked outputs are refused. - Maintainer test, AgentOps source checkout only: [`self_test.sh`](https://github.com/boshu2/agentops/blob/main/skills/reverse-engineer/scripts/self_test.sh) - Network accessline 44
- Maintainer test, AgentOps source checkout only: [`self_test.sh`](https://github.com/boshu2/agentops/blob/main/skills/reverse-engineer/scripts/self_test.sh) needs Go and a Git checkout (it refuses elsewhere) and writes only to a - Network accessline 45
[`self_test.sh`](https://github.com/boshu2/agentops/blob/main/skills/reverse-engineer/scripts/self_test.sh) - Network accessline 62
**OSS CLI in repo mode, then a steal-map.** Run Phase 1 for `cc-sdd` with `--mode=repo --upstream-repo="https://github.com/gotalab/cc-sdd.git" --upstream-ref=v2.1.0`. It clones the pinned source, scans the surface, writes inventory/registry
plugin/skills/reverse-engineer/scripts/binary/analyze_binary.sh
plugin/skills/reverse-engineer/scripts/binary/capture_cli_help.sh
- Executable scriptline 1
#!/usr/bin/env bash
plugin/skills/reverse-engineer/scripts/binary/extract_embedded_archives.py
- Executable scriptline 1
#!/usr/bin/env python3
plugin/skills/reverse-engineer/scripts/binary/list_embedded_archives.py
- Executable scriptline 1
#!/usr/bin/env python3
plugin/skills/reverse-engineer/scripts/extract_docs_features.sh
- Executable scriptline 1
#!/usr/bin/env bash
plugin/skills/reverse-engineer/scripts/extract_sitemap_paths.sh
- Executable scriptline 1
#!/usr/bin/env bash
plugin/skills/reverse-engineer/scripts/fetch_url.py
plugin/skills/reverse-engineer/scripts/generate_feature_catalog_md.py
- Executable scriptline 1
#!/usr/bin/env python3
plugin/skills/reverse-engineer/scripts/generate_feature_inventory_md.py
- Executable scriptline 1
#!/usr/bin/env python3
plugin/skills/reverse-engineer/scripts/repo_fixture_test.sh
- Executable scriptline 1
#!/usr/bin/env bash - Network accessline 31
PINNED_REF="v2.1.0" PINNED_COMMIT="6e972c064ac4723bc8ad0181871d07e199af6a9f" UPSTREAM_REPO="https://github.com/gotalab/cc-sdd.git" - Network accessline 33
UPSTREAM_REPO="https://github.com/gotalab/cc-sdd.git" - Dangerous shell operationline 91
rm -rf "$TMP" - Network accessline 94
python3 "$SKILL_DIR/scripts/reverse_engineer.py" cc-sdd \ --mode=repo \ --upstream-repo="$UPSTREAM_REPO" \ - Network accessline 95
--mode=repo \ --upstream-repo="$UPSTREAM_REPO" \ --upstream-ref="$PINNED_REF" \ - Network accessline 96
--upstream-repo="$UPSTREAM_REPO" \ - Dangerous shell operationline 200
rm -rf "$CLONE_DIR" - Dangerous shell operationline 206
rm -rf "$OUT" - Network accessline 215
python3 "$SKILL_DIR/scripts/reverse_engineer.py" cc-sdd \ --mode=repo \ --upstream-repo="$UPSTREAM_REPO" \ - Network accessline 216
--mode=repo \ --upstream-repo="$UPSTREAM_REPO" \ --upstream-ref="$PINNED_REF" \ - Network accessline 217
--upstream-repo="$UPSTREAM_REPO" \ - Network accessline 224
if [ ! -f "$OUT/clone-metadata.json" ]; then RESOLVED_SHA="$(git -C "$CLONE_DIR" rev-parse HEAD 2>/dev/null || echo "")" python3 - "$OUT/clone-metadata.json" "$UPSTREAM_REPO" "$PINNED_REF" "$RESOLVED_SHA" <<'PYEOF' - Network accessline 225
RESOLVED_SHA="$(git -C "$CLONE_DIR" rev-parse HEAD 2>/dev/null || echo "")" python3 - "$OUT/clone-metadata.json" "$UPSTREAM_REPO" "$PINNED_REF" "$RESOLVED_SHA" <<'PYEOF' import json, sys - Network accessline 226
python3 - "$OUT/clone-metadata.json" "$UPSTREAM_REPO" "$PINNED_REF" "$RESOLVED_SHA" <<'PYEOF' - Dangerous shell operationline 282
rm -f "$GOLDEN_NORM" "$ACTUAL_NORM" - Dangerous shell operationline 351
rm -f "$GOLDEN_STABLE" "$ACTUAL_STABLE"
plugin/skills/reverse-engineer/scripts/reverse_engineer.py
plugin/skills/reverse-engineer/scripts/scaffold_feature_registry.py
- Executable scriptline 1
#!/usr/bin/env python3
plugin/skills/reverse-engineer/scripts/security/generate_sbom.sh
- Executable scriptline 1
#!/usr/bin/env bash
plugin/skills/reverse-engineer/scripts/security/scan_secrets.sh
plugin/skills/reverse-engineer/scripts/security/validate_security_audit.sh
- Executable scriptline 1
#!/usr/bin/env bash
plugin/skills/reverse-engineer/scripts/self_test.sh
- Executable scriptline 1
#!/usr/bin/env bash - Dangerous shell operationline 19
trap 'rm -rf "$TMP"' EXIT - Network accessline 73
cat >"$SITEMAP" <<'EOF' <?xml version="1.0" encoding="UTF-8"?> <urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9"> - Network accessline 74
<?xml version="1.0" encoding="UTF-8"?> <urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9"> <url><loc>https://example.test/docs/features/alpha/overview</loc></url> - Network accessline 75
<urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9"> - Network accessline 76
<url><loc>https://example.test/docs/features/alpha/overview</loc></url> - Network accessline 77
<url><loc>https://example.test/docs/features/alpha/howto</loc></url> - Network accessline 78
<url><loc>https://example.test/docs/features/beta/overview</loc></url>
plugin/skills/reverse-engineer/scripts/validate-output.sh
- Executable scriptline 1
#!/usr/bin/env bash
plugin/skills/reverse-engineer/scripts/validate.sh
- Executable scriptline 1
#!/usr/bin/env bash - Dangerous shell operationline 36
trap 'rm -rf "$tmp"' EXIT - Access to secretsline 63
[Credential-related source omitted] - Access to secretsline 64
[Credential-related source omitted] - Access to secretsline 65
[Credential-related source omitted] - Dangerous shell operationline 102
rm -f "$out/scratch/leak.txt"
plugin/skills/reverse-engineer/scripts/validate_feature_registry.py
- Executable scriptline 1
#!/usr/bin/env python3
plugin/skills/security/references/owasp-checklist.md
plugin/skills/security/references/policy-example.json
- Access to secretsline 12
[Credential-related source omitted]
plugin/skills/security/scripts/prompt_redteam.py
- Executable scriptline 1
#!/usr/bin/env python3
plugin/skills/security/scripts/security_suite.py
plugin/skills/security/scripts/validate.sh
plugin/skills/skill-builder/references/authoring-doctrine.md
plugin/skills/skill-builder/schemas/audit-report-legacy.json
plugin/skills/skill-builder/schemas/audit-report.json
plugin/skills/skill-builder/schemas/build-report.json
plugin/skills/skill-builder/scripts/audit-legacy.sh
plugin/skills/skill-builder/scripts/audit.sh
- Executable scriptline 1
#!/usr/bin/env bash
plugin/skills/skill-builder/scripts/authoring_scan.py
- Executable scriptline 1
#!/usr/bin/env python3
plugin/skills/skill-builder/scripts/build.sh
- Executable scriptline 1
#!/usr/bin/env bash
plugin/skills/skill-builder/scripts/conformance_profile.py
- Executable scriptline 1
#!/usr/bin/env python3
plugin/skills/skill-builder/scripts/converter/convert.sh
- Executable scriptline 1
#!/usr/bin/env bash - Dangerous shell operationline 672
# The write stage rm -rf's output_dir; both paths are canonicalized (symlinks - Dangerous shell operationline 676
# inside it (descendant) — any of those puts source files under the rm -rf — and - Dangerous shell operationline 708
rm -rf "$output_dir"
plugin/skills/skill-builder/scripts/converter/validate.sh
plugin/skills/skill-builder/scripts/craft_score.py
- Executable scriptline 1
#!/usr/bin/env python3
plugin/skills/skill-builder/scripts/heal.sh
- Executable scriptline 1
#!/usr/bin/env bash
plugin/skills/skill-builder/scripts/init.sh
- Executable scriptline 1
#!/usr/bin/env bash
plugin/skills/skill-builder/scripts/run-ao.sh
plugin/skills/skill-builder/scripts/scan_descriptions.py
plugin/skills/skill-builder/scripts/score_agentops_skill.py
- Executable scriptline 1
#!/usr/bin/env python3
plugin/skills/skill-builder/scripts/test-authoring-mutations.sh
plugin/skills/skill-builder/scripts/test-craft-mutations.sh
plugin/skills/skill-builder/scripts/test-mutation-boundaries.sh
plugin/skills/skill-builder/scripts/validate.sh
plugin/skills/skill-eval/SKILL.md
- Network accessline 92
| Caller decision | Measurement | What it can establish | |---|---|---| | Does a natural request load this skill? | When Claude is explicitly authorized, `claude plugin eval . --eval-dir evals/plugin-eval/routing --ablation none --model <id - Network accessline 92
| Caller decision | Measurement | What it can establish | |---|---|---| | Does a natural request load this skill? | When Claude is explicitly authorized, `claude plugin eval . --eval-dir evals/plugin-eval/routing --ablation none --model <id - Network accessline 93
|---|---|---| | Does a natural request load this skill? | When Claude is explicitly authorized, `claude plugin eval . --eval-dir evals/plugin-eval/routing --ablation none --model <id> --no-publish --json <out>` with a `tool_used: Skill` gra - Network accessline 93
|---|---|---| | Does a natural request load this skill? | When Claude is explicitly authorized, `claude plugin eval . --eval-dir evals/plugin-eval/routing --ablation none --model <id> --no-publish --json <out>` with a `tool_used: Skill` gra - Network accessline 94
| Does a natural request load this skill? | When Claude is explicitly authorized, `claude plugin eval . --eval-dir evals/plugin-eval/routing --ablation none --model <id> --no-publish --json <out>` with a `tool_used: Skill` grader (the Agent - Network accessline 94
| Does a natural request load this skill? | When Claude is explicitly authorized, `claude plugin eval . --eval-dir evals/plugin-eval/routing --ablation none --model <id> --no-publish --json <out>` with a `tool_used: Skill` grader (the Agent - Network accessline 138
caller-selected storage. Confirm flags with `claude plugin eval --help`. In an AgentOps checkout, run the suites as [`evals/plugin-eval/README.md`](https://github.com/boshu2/agentops/blob/main/evals/plugin-eval/README.md) shows and - Network accessline 138
caller-selected storage. Confirm flags with `claude plugin eval --help`. In an AgentOps checkout, run the suites as [`evals/plugin-eval/README.md`](https://github.com/boshu2/agentops/blob/main/evals/plugin-eval/README.md) shows and - Network accessline 139
AgentOps checkout, run the suites as [`evals/plugin-eval/README.md`](https://github.com/boshu2/agentops/blob/main/evals/plugin-eval/README.md) shows and grade with its `grade.py`: the default Haiku judge failed every criterion of - Network accessline 139
AgentOps checkout, run the suites as [`evals/plugin-eval/README.md`](https://github.com/boshu2/agentops/blob/main/evals/plugin-eval/README.md) shows and grade with its `grade.py`: the default Haiku judge failed every criterion of - Network accessline 140
[`evals/plugin-eval/README.md`](https://github.com/boshu2/agentops/blob/main/evals/plugin-eval/README.md) shows and - Network accessline 140
[`evals/plugin-eval/README.md`](https://github.com/boshu2/agentops/blob/main/evals/plugin-eval/README.md) shows and - Network accessline 230
- Behavioral runner and conventions: [`scripts/probe-skill.sh`](https://github.com/boshu2/agentops/blob/main/scripts/probe-skill.sh), [`evals/skill-probes/README.md`](https://github.com/boshu2/agentops/blob/main/evals/skill-probes/README.md - Network accessline 230
- Behavioral runner and conventions: [`scripts/probe-skill.sh`](https://github.com/boshu2/agentops/blob/main/scripts/probe-skill.sh), [`evals/skill-probes/README.md`](https://github.com/boshu2/agentops/blob/main/evals/skill-probes/README.md - Network accessline 231
- Plugin A/B suites and grader: [`evals/plugin-eval/README.md`](https://github.com/boshu2/agentops/blob/main/evals/plugin-eval/README.md). - Network accessline 231
- Plugin A/B suites and grader: [`evals/plugin-eval/README.md`](https://github.com/boshu2/agentops/blob/main/evals/plugin-eval/README.md). - Network accessline 232
- Behavioral verdicts and non-verdict incidents: [`LEDGER.md`](https://github.com/boshu2/agentops/blob/main/evals/skill-probes/LEDGER.md), [`RUNBOOK.md`](https://github.com/boshu2/agentops/blob/main/evals/skill-probes/RUNBOOK.md). - Network accessline 232
- Behavioral verdicts and non-verdict incidents: [`LEDGER.md`](https://github.com/boshu2/agentops/blob/main/evals/skill-probes/LEDGER.md), [`RUNBOOK.md`](https://github.com/boshu2/agentops/blob/main/evals/skill-probes/RUNBOOK.md). - Network accessline 233
- Existing coverage and headroom gates: [`check-skill-probe-coverage.sh`](https://github.com/boshu2/agentops/blob/main/scripts/check-skill-probe-coverage.sh), [`check-skill-probe-headroom.sh`](https://github.com/boshu2/agentops/blob/main/sc - Network accessline 233
- Existing coverage and headroom gates: [`check-skill-probe-coverage.sh`](https://github.com/boshu2/agentops/blob/main/scripts/check-skill-probe-coverage.sh), [`check-skill-probe-headroom.sh`](https://github.com/boshu2/agentops/blob/main/sc - Network accessline 234
- Evidence and overclaim limits: ADR-0011, ADR-0016 and [`RPI traversal`](https://github.com/boshu2/agentops/blob/main/docs/architecture/rpi-traversal.md). - Network accessline 234
- Evidence and overclaim limits: ADR-0011, ADR-0016 and [`RPI traversal`](https://github.com/boshu2/agentops/blob/main/docs/architecture/rpi-traversal.md).
plugin/skills/skill-eval/references/behavioral-probes.md
- Network accessline 30
Take the replay and live commands from the [skill-probes README](https://github.com/boshu2/agentops/blob/main/evals/skill-probes/README.md#running) - Network accessline 31
[skill-probes README](https://github.com/boshu2/agentops/blob/main/evals/skill-probes/README.md#running) - Network accessline 76
[`LEDGER.md`](https://github.com/boshu2/agentops/blob/main/evals/skill-probes/LEDGER.md) and - Network accessline 77
[`RUNBOOK.md`](https://github.com/boshu2/agentops/blob/main/evals/skill-probes/RUNBOOK.md)
plugin/skills/skill-eval/references/coding-memory-readout.md
- Network accessline 3
Readout rules for controlled coding comparisons and memory transfer tests. Use the development adapter documented in [`evals/skills-rpi/readout.md`](https://github.com/boshu2/agentops/blob/main/evals/skills-rpi/readout.md) - Network accessline 4
the development adapter documented in [`evals/skills-rpi/readout.md`](https://github.com/boshu2/agentops/blob/main/evals/skills-rpi/readout.md) (AgentOps source checkout only), or the - Network accessline 5
[`evals/skills-rpi/readout.md`](https://github.com/boshu2/agentops/blob/main/evals/skills-rpi/readout.md)
plugin/skills/test/SKILL.md
- Network accessline 186
This guidance uses original examples informed by [Matt Pocock's engineering skills](https://github.com/mattpocock/skills), - Network accessline 186
This guidance uses original examples informed by [Matt Pocock's engineering skills](https://github.com/mattpocock/skills), - Network accessline 186
This guidance uses original examples informed by [Matt Pocock's engineering skills](https://github.com/mattpocock/skills), - Network accessline 187
[Matt Pocock's engineering skills](https://github.com/mattpocock/skills), - Network accessline 187
[Matt Pocock's engineering skills](https://github.com/mattpocock/skills), - Network accessline 187
[Matt Pocock's engineering skills](https://github.com/mattpocock/skills),
plugin/skills/test/scripts/validate.sh
plugin/skills/using-gc/SKILL.md
- Network accessline 26
execution adapter whose completion is never AgentOps acceptance or delivery proof; [Orchestrate](../orchestrate/SKILL.md) owns that rule for every factory. If the caller selects the [Agentic Coding Flywheel](https://agent-flywheel.com) - Network accessline 26
execution adapter whose completion is never AgentOps acceptance or delivery proof; [Orchestrate](../orchestrate/SKILL.md) owns that rule for every factory. If the caller selects the [Agentic Coding Flywheel](https://agent-flywheel.com) - Network accessline 26
execution adapter whose completion is never AgentOps acceptance or delivery proof; [Orchestrate](../orchestrate/SKILL.md) owns that rule for every factory. If the caller selects the [Agentic Coding Flywheel](https://agent-flywheel.com) - Network accessline 27
proof; [Orchestrate](../orchestrate/SKILL.md) owns that rule for every factory. If the caller selects the [Agentic Coding Flywheel](https://agent-flywheel.com) instead, follow its [native workflow](https://agent-flywheel.com/complete-guide) - Network accessline 27
proof; [Orchestrate](../orchestrate/SKILL.md) owns that rule for every factory. If the caller selects the [Agentic Coding Flywheel](https://agent-flywheel.com) instead, follow its [native workflow](https://agent-flywheel.com/complete-guide) - Network accessline 27
proof; [Orchestrate](../orchestrate/SKILL.md) owns that rule for every factory. If the caller selects the [Agentic Coding Flywheel](https://agent-flywheel.com) instead, follow its [native workflow](https://agent-flywheel.com/complete-guide) - Network accessline 28
If the caller selects the [Agentic Coding Flywheel](https://agent-flywheel.com) - Network accessline 28
If the caller selects the [Agentic Coding Flywheel](https://agent-flywheel.com) - Network accessline 28
If the caller selects the [Agentic Coding Flywheel](https://agent-flywheel.com) - Network accessline 29
instead, follow its [native workflow](https://agent-flywheel.com/complete-guide). - Network accessline 29
instead, follow its [native workflow](https://agent-flywheel.com/complete-guide). - Network accessline 29
instead, follow its [native workflow](https://agent-flywheel.com/complete-guide). - Network accessline 85
gc import add https://github.com/gastownhall/gascity-packs/tree/main/gascity \ - Network accessline 85
gc import add https://github.com/gastownhall/gascity-packs/tree/main/gascity \ - Network accessline 85
gc import add https://github.com/gastownhall/gascity-packs/tree/main/gascity \ - Network accessline 93
[rigs.imports.gc] source = "https://github.com/gastownhall/gascity-packs/tree/main/gascity/roles" - Network accessline 93
[rigs.imports.gc] source = "https://github.com/gastownhall/gascity-packs/tree/main/gascity/roles" - Network accessline 93
[rigs.imports.gc] source = "https://github.com/gastownhall/gascity-packs/tree/main/gascity/roles" - Network accessline 94
source = "https://github.com/gastownhall/gascity-packs/tree/main/gascity/roles" - Network accessline 94
source = "https://github.com/gastownhall/gascity-packs/tree/main/gascity/roles" - Network accessline 94
source = "https://github.com/gastownhall/gascity-packs/tree/main/gascity/roles" - Network accessline 228
API="http://127.0.0.1:<port>/v0/city/<city-name>" curl -s "$API/runs/<run-id>" # .status: failed or canceled is terminal - Network accessline 228
API="http://127.0.0.1:<port>/v0/city/<city-name>" curl -s "$API/runs/<run-id>" # .status: failed or canceled is terminal - Network accessline 228
API="http://127.0.0.1:<port>/v0/city/<city-name>" curl -s "$API/runs/<run-id>" # .status: failed or canceled is terminal - Network accessline 229
curl -s "$API/runs/<run-id>" # .status: failed or canceled is terminal - Network accessline 229
curl -s "$API/runs/<run-id>" # .status: failed or canceled is terminal - Network accessline 229
curl -s "$API/runs/<run-id>" # .status: failed or canceled is terminal - Network accessline 230
curl -s "$API/runs/census" # .status_counts covers every run; act on a rise in .failed - Network accessline 230
curl -s "$API/runs/census" # .status_counts covers every run; act on a rise in .failed - Network accessline 230
curl -s "$API/runs/census" # .status_counts covers every run; act on a rise in .failed
plugin/skills/using-gc/references/upgrade-and-retire.md
- Network accessline 13
gc pack registry search --all gc pack registry show main:<pack> gc pack registry add community https://registry.gascity.com/registry.toml - Network accessline 14
gc pack registry show main:<pack> gc pack registry add community https://registry.gascity.com/registry.toml gc pack registry search --registry community --all - Network accessline 15
gc pack registry add community https://registry.gascity.com/registry.toml
plugin/skills/validate/references/mechanics.md
- Network accessline 99
`NOT_PROVEN` with a `validate.integrity` finding. The full contract (AgentOps source checkout only) is [verdict.v2.schema.json](https://github.com/boshu2/agentops/blob/main/schemas/verdict.v2.schema.json). - Network accessline 101
[verdict.v2.schema.json](https://github.com/boshu2/agentops/blob/main/schemas/verdict.v2.schema.json).
scripts/check-cathedral-cut-conformance.py
- Executable scriptline 1
#!/usr/bin/env python3 - Executable scriptline 1
#!/usr/bin/env python3 - Network accessline 36
SCHEMA_INDEX_DOCS = ("docs/SCHEMAS.md", "docs/contracts/index.md") REPO_BLOB_PREFIX = "https://github.com/boshu2/agentops/blob/main/" - Network accessline 36
SCHEMA_INDEX_DOCS = ("docs/SCHEMAS.md", "docs/contracts/index.md") REPO_BLOB_PREFIX = "https://github.com/boshu2/agentops/blob/main/" - Network accessline 37
REPO_BLOB_PREFIX = "https://github.com/boshu2/agentops/blob/main/" - Network accessline 37
REPO_BLOB_PREFIX = "https://github.com/boshu2/agentops/blob/main/" - Access to secretsline 280
[Credential-related source omitted] - Access to secretsline 280
[Credential-related source omitted] - Access to secretsline 318
[Credential-related source omitted] - Access to secretsline 318
[Credential-related source omitted] - Access to secretsline 319
[Credential-related source omitted] - Access to secretsline 319
[Credential-related source omitted] - Access to secretsline 333
[Credential-related source omitted] - Access to secretsline 333
[Credential-related source omitted]
scripts/check-cmdao-surface-parity.sh
- Executable scriptline 1
#!/usr/bin/env bash - Executable scriptline 1
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#!/usr/bin/env bash - Executable scriptline 1
Executable file; content unavailable - Executable scriptline 1
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Executable file; content unavailable - Executable scriptline 1
Executable file; content unavailable - Dangerous shell operationline 72
trap 'rm -rf "$TMP_DIR"' EXIT - Dangerous shell operationline 72
trap 'rm -rf "$TMP_DIR"' EXIT
scripts/check-skill-mesh.py
scripts/check-skill-probe-coverage.sh
scripts/check-skill-probe-headroom.sh
scripts/extract-release-notes.sh
- Executable scriptline 1
#!/usr/bin/env bash - Executable scriptline 1
#!/usr/bin/env bash - Network accessline 329
CURATED_NOTES="$(printf '%s' "$CURATED_NOTES" \ | sed \ -e "s#(../../CHANGELOG.md)#(https://github.com/${REPO}/blob/main/CHANGELOG.md)#g" \ - Network accessline 329
CURATED_NOTES="$(printf '%s' "$CURATED_NOTES" \ | sed \ -e "s#(../../CHANGELOG.md)#(https://github.com/${REPO}/blob/main/CHANGELOG.md)#g" \ - Network accessline 330
| sed \ -e "s#(../../CHANGELOG.md)#(https://github.com/${REPO}/blob/main/CHANGELOG.md)#g" \ -e "s#(../CHANGELOG.md)#(https://github.com/${REPO}/blob/main/CHANGELOG.md)#g" \ - Network accessline 330
| sed \ -e "s#(../../CHANGELOG.md)#(https://github.com/${REPO}/blob/main/CHANGELOG.md)#g" \ -e "s#(../CHANGELOG.md)#(https://github.com/${REPO}/blob/main/CHANGELOG.md)#g" \ - Network accessline 331
-e "s#(../../CHANGELOG.md)#(https://github.com/${REPO}/blob/main/CHANGELOG.md)#g" \ - Network accessline 331
-e "s#(../../CHANGELOG.md)#(https://github.com/${REPO}/blob/main/CHANGELOG.md)#g" \ - Network accessline 332
-e "s#(../CHANGELOG.md)#(https://github.com/${REPO}/blob/main/CHANGELOG.md)#g" \ - Network accessline 332
-e "s#(../CHANGELOG.md)#(https://github.com/${REPO}/blob/main/CHANGELOG.md)#g" \ - Network accessline 339
cat <<HEADER \`brew update && brew upgrade agentops\` · [update skills](https://github.com/${REPO}/blob/main/docs/install-day2-ops.md#update) · [checksums](https://github.com/${REPO}/releases/download/${TAG}/checksums.txt) · [verify provena - Network accessline 339
cat <<HEADER \`brew update && brew upgrade agentops\` · [update skills](https://github.com/${REPO}/blob/main/docs/install-day2-ops.md#update) · [checksums](https://github.com/${REPO}/releases/download/${TAG}/checksums.txt) · [verify provena - Network accessline 340
\`brew update && brew upgrade agentops\` · [update skills](https://github.com/${REPO}/blob/main/docs/install-day2-ops.md#update) · [checksums](https://github.com/${REPO}/releases/download/${TAG}/checksums.txt) · [verify provenance](https:// - Network accessline 340
\`brew update && brew upgrade agentops\` · [update skills](https://github.com/${REPO}/blob/main/docs/install-day2-ops.md#update) · [checksums](https://github.com/${REPO}/releases/download/${TAG}/checksums.txt) · [verify provenance](https:// - Network accessline 359
echo "---" echo "" echo "**Full Changelog**: https://github.com/${REPO}/compare/${PREV_TAG:-v0.0.0}...${TAG}" - Network accessline 359
echo "---" echo "" echo "**Full Changelog**: https://github.com/${REPO}/compare/${PREV_TAG:-v0.0.0}...${TAG}" - Network accessline 360
echo "" echo "**Full Changelog**: https://github.com/${REPO}/compare/${PREV_TAG:-v0.0.0}...${TAG}" } > release-notes.md - Network accessline 360
echo "" echo "**Full Changelog**: https://github.com/${REPO}/compare/${PREV_TAG:-v0.0.0}...${TAG}" } > release-notes.md - Network accessline 361
echo "**Full Changelog**: https://github.com/${REPO}/compare/${PREV_TAG:-v0.0.0}...${TAG}" - Network accessline 361
echo "**Full Changelog**: https://github.com/${REPO}/compare/${PREV_TAG:-v0.0.0}...${TAG}"
scripts/generate-cli-reference.sh
- Executable scriptline 1
#!/usr/bin/env bash - Executable scriptline 1
Executable file; content unavailable - Executable scriptline 1
Executable file; content unavailable - Executable scriptline 1
#!/usr/bin/env bash - Executable scriptline 1
Executable file; content unavailable - Executable scriptline 1
Executable file; content unavailable - Dangerous shell operationline 28
[[ -n "$TMPFILE" ]] && rm -f "$TMPFILE" - Dangerous shell operationline 28
[[ -n "$TMPFILE" ]] && rm -f "$TMPFILE" - Dangerous shell operationline 29
[[ -n "$TMP_AO_DIR" ]] && rm -rf "$TMP_AO_DIR" - Dangerous shell operationline 29
[[ -n "$TMP_AO_DIR" ]] && rm -rf "$TMP_AO_DIR"
scripts/generate-documentation-index.py
scripts/generate-skill-mesh.py
- Executable scriptline 1
#!/usr/bin/env python3 - Executable scriptline 1
Executable file; content unavailable - Executable scriptline 1
Executable file; content unavailable - Executable scriptline 1
Executable file; content unavailable - Executable scriptline 1
#!/usr/bin/env python3 - Executable scriptline 1
Executable file; content unavailable - Executable scriptline 1
Executable file; content unavailable - Executable scriptline 1
Executable file; content unavailable - Network accessline 151
continue description = by_name[name]["description"].replace("|", "\\|").replace("\n", " ") lines.append(f"| [{name}](https://github.com/boshu2/agentops/blob/main/skills/{name}/SKILL.md) | {description} |") - Network accessline 151
continue description = by_name[name]["description"].replace("|", "\\|").replace("\n", " ") lines.append(f"| [{name}](https://github.com/boshu2/agentops/blob/main/skills/{name}/SKILL.md) | {description} |") - Network accessline 152
description = by_name[name]["description"].replace("|", "\\|").replace("\n", " ") lines.append(f"| [{name}](https://github.com/boshu2/agentops/blob/main/skills/{name}/SKILL.md) | {description} |") lines.append("") - Network accessline 152
description = by_name[name]["description"].replace("|", "\\|").replace("\n", " ") lines.append(f"| [{name}](https://github.com/boshu2/agentops/blob/main/skills/{name}/SKILL.md) | {description} |") lines.append("") - Network accessline 153
lines.append(f"| [{name}](https://github.com/boshu2/agentops/blob/main/skills/{name}/SKILL.md) | {description} |") - Network accessline 153
lines.append(f"| [{name}](https://github.com/boshu2/agentops/blob/main/skills/{name}/SKILL.md) | {description} |") - Network accessline 167
for entry in members: description = entry["description"].replace("|", "\\|").replace("\n", " ") lines.append(f"| [{entry['name']}](https://github.com/boshu2/agentops/blob/main/skills/{entry['name']}/SKILL.md) | {desc - Network accessline 167
for entry in members: description = entry["description"].replace("|", "\\|").replace("\n", " ") lines.append(f"| [{entry['name']}](https://github.com/boshu2/agentops/blob/main/skills/{entry['name']}/SKILL.md) | {desc - Network accessline 168
description = entry["description"].replace("|", "\\|").replace("\n", " ") lines.append(f"| [{entry['name']}](https://github.com/boshu2/agentops/blob/main/skills/{entry['name']}/SKILL.md) | {description} |") lines.append( - Network accessline 168
description = entry["description"].replace("|", "\\|").replace("\n", " ") lines.append(f"| [{entry['name']}](https://github.com/boshu2/agentops/blob/main/skills/{entry['name']}/SKILL.md) | {description} |") lines.append( - Network accessline 169
lines.append(f"| [{entry['name']}](https://github.com/boshu2/agentops/blob/main/skills/{entry['name']}/SKILL.md) | {description} |") - Network accessline 169
lines.append(f"| [{entry['name']}](https://github.com/boshu2/agentops/blob/main/skills/{entry['name']}/SKILL.md) | {description} |")
scripts/lib/codex-exec.sh
- Executable scriptline 1
#!/usr/bin/env bash - Executable scriptline 1
#!/usr/bin/env bash - Executable scriptline 1
#!/usr/bin/env bash - Executable scriptline 1
#!/usr/bin/env bash - Executable scriptline 1
#!/usr/bin/env bash - Executable scriptline 1
#!/usr/bin/env bash - Instruction override signalline 56
# echo forges nothing. Because agy is ROUTINE/fallback tier, its (weaker, different) # untrusted-repo posture is accepted; it runs `--sandbox` (terminal restrictions) + # `--dangerously-skip-permissions` so a headless file-read - Instruction override signalline 56
# echo forges nothing. Because agy is ROUTINE/fallback tier, its (weaker, different) # untrusted-repo posture is accepted; it runs `--sandbox` (terminal restrictions) + # `--dangerously-skip-permissions` so a headless file-read - Instruction override signalline 56
# echo forges nothing. Because agy is ROUTINE/fallback tier, its (weaker, different) # untrusted-repo posture is accepted; it runs `--sandbox` (terminal restrictions) + # `--dangerously-skip-permissions` so a headless file-read - Instruction override signalline 56
# echo forges nothing. Because agy is ROUTINE/fallback tier, its (weaker, different) # untrusted-repo posture is accepted; it runs `--sandbox` (terminal restrictions) + # `--dangerously-skip-permissions` so a headless file-read - Instruction override signalline 56
# echo forges nothing. Because agy is ROUTINE/fallback tier, its (weaker, different) # untrusted-repo posture is accepted; it runs `--sandbox` (terminal restrictions) + # `--dangerously-skip-permissions` so a headless file-read - Instruction override signalline 56
# echo forges nothing. Because agy is ROUTINE/fallback tier, its (weaker, different) # untrusted-repo posture is accepted; it runs `--sandbox` (terminal restrictions) + # `--dangerously-skip-permissions` so a headless file-read - Instruction override signalline 57
# untrusted-repo posture is accepted; it runs `--sandbox` (terminal restrictions) + # `--dangerously-skip-permissions` so a headless file-read review does not block on # a permission prompt. - Instruction override signalline 57
# untrusted-repo posture is accepted; it runs `--sandbox` (terminal restrictions) + # `--dangerously-skip-permissions` so a headless file-read review does not block on # a permission prompt. - Instruction override signalline 57
# untrusted-repo posture is accepted; it runs `--sandbox` (terminal restrictions) + # `--dangerously-skip-permissions` so a headless file-read review does not block on # a permission prompt. - Instruction override signalline 57
# untrusted-repo posture is accepted; it runs `--sandbox` (terminal restrictions) + # `--dangerously-skip-permissions` so a headless file-read review does not block on # a permission prompt. - Instruction override signalline 57
# untrusted-repo posture is accepted; it runs `--sandbox` (terminal restrictions) + # `--dangerously-skip-permissions` so a headless file-read review does not block on # a permission prompt. - Instruction override signalline 57
# untrusted-repo posture is accepted; it runs `--sandbox` (terminal restrictions) + # `--dangerously-skip-permissions` so a headless file-read review does not block on # a permission prompt. - Instruction override signalline 58
# `--dangerously-skip-permissions` so a headless file-read review does not block on - Instruction override signalline 58
# `--dangerously-skip-permissions` so a headless file-read review does not block on - Instruction override signalline 58
# `--dangerously-skip-permissions` so a headless file-read review does not block on - Instruction override signalline 58
# `--dangerously-skip-permissions` so a headless file-read review does not block on - Instruction override signalline 58
# `--dangerously-skip-permissions` so a headless file-read review does not block on - Instruction override signalline 58
# `--dangerously-skip-permissions` so a headless file-read review does not block on - Dangerous shell operationline 285
[ -z "$saved_hup" ] || eval "$saved_hup" - Dangerous shell operationline 285
[ -z "$saved_hup" ] || eval "$saved_hup" - Dangerous shell operationline 285
[ -z "$saved_hup" ] || eval "$saved_hup" - Dangerous shell operationline 285
[ -z "$saved_hup" ] || eval "$saved_hup" - Dangerous shell operationline 285
[ -z "$saved_hup" ] || eval "$saved_hup" - Dangerous shell operationline 285
[ -z "$saved_hup" ] || eval "$saved_hup" - Dangerous shell operationline 286
[ -z "$saved_int" ] || eval "$saved_int" - Dangerous shell operationline 286
[ -z "$saved_int" ] || eval "$saved_int" - Dangerous shell operationline 286
[ -z "$saved_int" ] || eval "$saved_int" - Dangerous shell operationline 286
[ -z "$saved_int" ] || eval "$saved_int" - Dangerous shell operationline 286
[ -z "$saved_int" ] || eval "$saved_int" - Dangerous shell operationline 286
[ -z "$saved_int" ] || eval "$saved_int" - Dangerous shell operationline 287
[ -z "$saved_term" ] || eval "$saved_term" - Dangerous shell operationline 287
[ -z "$saved_term" ] || eval "$saved_term" - Dangerous shell operationline 287
[ -z "$saved_term" ] || eval "$saved_term" - Dangerous shell operationline 287
[ -z "$saved_term" ] || eval "$saved_term" - Dangerous shell operationline 287
[ -z "$saved_term" ] || eval "$saved_term" - Dangerous shell operationline 287
[ -z "$saved_term" ] || eval "$saved_term" - Access to secretsline 399
[Credential-related source omitted] - Access to secretsline 399
[Credential-related source omitted] - Access to secretsline 399
[Credential-related source omitted] - Access to secretsline 399
[Credential-related source omitted] - Access to secretsline 399
[Credential-related source omitted] - Access to secretsline 399
[Credential-related source omitted] - Access to secretsline 400
[Credential-related source omitted] - Access to secretsline 400
[Credential-related source omitted] - Access to secretsline 400
[Credential-related source omitted] - Access to secretsline 400
[Credential-related source omitted] - Access to secretsline 400
[Credential-related source omitted] - Access to secretsline 400
[Credential-related source omitted] - Dangerous shell operationline 455
if [ "${n:-0}" -lt 3 ]; then rm -f "$sample_file"; return 1; fi - Dangerous shell operationline 455
if [ "${n:-0}" -lt 3 ]; then rm -f "$sample_file"; return 1; fi - Dangerous shell operationline 455
if [ "${n:-0}" -lt 3 ]; then rm -f "$sample_file"; return 1; fi - Dangerous shell operationline 455
if [ "${n:-0}" -lt 3 ]; then rm -f "$sample_file"; return 1; fi - Dangerous shell operationline 455
if [ "${n:-0}" -lt 3 ]; then rm -f "$sample_file"; return 1; fi - Dangerous shell operationline 455
if [ "${n:-0}" -lt 3 ]; then rm -f "$sample_file"; return 1; fi - Dangerous shell operationline 461
rm -f "$sample_file" - Dangerous shell operationline 461
rm -f "$sample_file" - Dangerous shell operationline 461
rm -f "$sample_file" - Dangerous shell operationline 461
rm -f "$sample_file" - Dangerous shell operationline 461
rm -f "$sample_file" - Dangerous shell operationline 461
rm -f "$sample_file" - Dangerous shell operationline 638
[ "${#_cleanup[@]}" -eq 0 ] || rm -f "${_cleanup[@]}" - Dangerous shell operationline 638
[ "${#_cleanup[@]}" -eq 0 ] || rm -f "${_cleanup[@]}" - Dangerous shell operationline 638
[ "${#_cleanup[@]}" -eq 0 ] || rm -f "${_cleanup[@]}" - Dangerous shell operationline 638
[ "${#_cleanup[@]}" -eq 0 ] || rm -f "${_cleanup[@]}" - Dangerous shell operationline 638
[ "${#_cleanup[@]}" -eq 0 ] || rm -f "${_cleanup[@]}" - Dangerous shell operationline 638
[ "${#_cleanup[@]}" -eq 0 ] || rm -f "${_cleanup[@]}" - Instruction override signalline 747
# sandbox mapping (agy): `--sandbox` toggles terminal restrictions ON (the read-only # reviewer posture); `--dangerously-skip-permissions` so a headless file-read review - Instruction override signalline 747
# sandbox mapping (agy): `--sandbox` toggles terminal restrictions ON (the read-only # reviewer posture); `--dangerously-skip-permissions` so a headless file-read review - Instruction override signalline 747
# sandbox mapping (agy): `--sandbox` toggles terminal restrictions ON (the read-only # reviewer posture); `--dangerously-skip-permissions` so a headless file-read review - Instruction override signalline 747
# sandbox mapping (agy): `--sandbox` toggles terminal restrictions ON (the read-only # reviewer posture); `--dangerously-skip-permissions` so a headless file-read review - Instruction override signalline 747
# sandbox mapping (agy): `--sandbox` toggles terminal restrictions ON (the read-only # reviewer posture); `--dangerously-skip-permissions` so a headless file-read review - Instruction override signalline 747
# sandbox mapping (agy): `--sandbox` toggles terminal restrictions ON (the read-only # reviewer posture); `--dangerously-skip-permissions` so a headless file-read review - Instruction override signalline 748
# reviewer posture); `--dangerously-skip-permissions` so a headless file-read review - Instruction override signalline 748
# reviewer posture); `--dangerously-skip-permissions` so a headless file-read review - Instruction override signalline 748
# reviewer posture); `--dangerously-skip-permissions` so a headless file-read review - Instruction override signalline 748
# reviewer posture); `--dangerously-skip-permissions` so a headless file-read review - Instruction override signalline 748
# reviewer posture); `--dangerously-skip-permissions` so a headless file-read review - Instruction override signalline 748
# reviewer posture); `--dangerously-skip-permissions` so a headless file-read review - Instruction override signalline 751
argv+=(--sandbox --dangerously-skip-permissions) - Instruction override signalline 751
argv+=(--sandbox --dangerously-skip-permissions) - Instruction override signalline 751
argv+=(--sandbox --dangerously-skip-permissions) - Instruction override signalline 751
argv+=(--sandbox --dangerously-skip-permissions) - Instruction override signalline 751
argv+=(--sandbox --dangerously-skip-permissions) - Instruction override signalline 751
argv+=(--sandbox --dangerously-skip-permissions) - Dangerous shell operationline 809
[ -z "$cleanup_out" ] || { cat "$out_file"; rm -f "$cleanup_out"; } - Dangerous shell operationline 809
[ -z "$cleanup_out" ] || { cat "$out_file"; rm -f "$cleanup_out"; } - Dangerous shell operationline 809
[ -z "$cleanup_out" ] || { cat "$out_file"; rm -f "$cleanup_out"; } - Dangerous shell operationline 809
[ -z "$cleanup_out" ] || { cat "$out_file"; rm -f "$cleanup_out"; } - Dangerous shell operationline 809
[ -z "$cleanup_out" ] || { cat "$out_file"; rm -f "$cleanup_out"; } - Dangerous shell operationline 809
[ -z "$cleanup_out" ] || { cat "$out_file"; rm -f "$cleanup_out"; } - Dangerous shell operationline 822
[ -z "$cleanup_out" ] || { cat "$out_file"; rm -f "$cleanup_out"; } - Dangerous shell operationline 822
[ -z "$cleanup_out" ] || { cat "$out_file"; rm -f "$cleanup_out"; } - Dangerous shell operationline 822
[ -z "$cleanup_out" ] || { cat "$out_file"; rm -f "$cleanup_out"; } - Dangerous shell operationline 822
[ -z "$cleanup_out" ] || { cat "$out_file"; rm -f "$cleanup_out"; } - Dangerous shell operationline 822
[ -z "$cleanup_out" ] || { cat "$out_file"; rm -f "$cleanup_out"; } - Dangerous shell operationline 822
[ -z "$cleanup_out" ] || { cat "$out_file"; rm -f "$cleanup_out"; } - Dangerous shell operationline 836
[ -n "$cleanup_out" ] && rm -f "$cleanup_out" - Dangerous shell operationline 836
[ -n "$cleanup_out" ] && rm -f "$cleanup_out" - Dangerous shell operationline 836
[ -n "$cleanup_out" ] && rm -f "$cleanup_out" - Dangerous shell operationline 836
[ -n "$cleanup_out" ] && rm -f "$cleanup_out" - Dangerous shell operationline 836
[ -n "$cleanup_out" ] && rm -f "$cleanup_out" - Dangerous shell operationline 836
[ -n "$cleanup_out" ] && rm -f "$cleanup_out" - Dangerous shell operationline 849
[ -n "$cleanup_out" ] && rm -f "$cleanup_out" - Dangerous shell operationline 849
[ -n "$cleanup_out" ] && rm -f "$cleanup_out" - Dangerous shell operationline 849
[ -n "$cleanup_out" ] && rm -f "$cleanup_out" - Dangerous shell operationline 849
[ -n "$cleanup_out" ] && rm -f "$cleanup_out" - Dangerous shell operationline 849
[ -n "$cleanup_out" ] && rm -f "$cleanup_out" - Dangerous shell operationline 849
[ -n "$cleanup_out" ] && rm -f "$cleanup_out" - Dangerous shell operationline 858
[ -n "$cleanup_out" ] && rm -f "$cleanup_out" - Dangerous shell operationline 858
[ -n "$cleanup_out" ] && rm -f "$cleanup_out" - Dangerous shell operationline 858
[ -n "$cleanup_out" ] && rm -f "$cleanup_out" - Dangerous shell operationline 858
[ -n "$cleanup_out" ] && rm -f "$cleanup_out" - Dangerous shell operationline 858
[ -n "$cleanup_out" ] && rm -f "$cleanup_out" - Dangerous shell operationline 858
[ -n "$cleanup_out" ] && rm -f "$cleanup_out" - Dangerous shell operationline 869
[ -n "$cleanup_out" ] && { cat "$out_file"; rm -f "$cleanup_out"; } - Dangerous shell operationline 869
[ -n "$cleanup_out" ] && { cat "$out_file"; rm -f "$cleanup_out"; } - Dangerous shell operationline 869
[ -n "$cleanup_out" ] && { cat "$out_file"; rm -f "$cleanup_out"; } - Dangerous shell operationline 869
[ -n "$cleanup_out" ] && { cat "$out_file"; rm -f "$cleanup_out"; } - Dangerous shell operationline 869
[ -n "$cleanup_out" ] && { cat "$out_file"; rm -f "$cleanup_out"; } - Dangerous shell operationline 869
[ -n "$cleanup_out" ] && { cat "$out_file"; rm -f "$cleanup_out"; } - Dangerous shell operationline 875
[ -n "$cleanup_out" ] && { cat "$out_file"; rm -f "$cleanup_out"; } - Dangerous shell operationline 875
[ -n "$cleanup_out" ] && { cat "$out_file"; rm -f "$cleanup_out"; } - Dangerous shell operationline 875
[ -n "$cleanup_out" ] && { cat "$out_file"; rm -f "$cleanup_out"; } - Dangerous shell operationline 875
[ -n "$cleanup_out" ] && { cat "$out_file"; rm -f "$cleanup_out"; } - Dangerous shell operationline 875
[ -n "$cleanup_out" ] && { cat "$out_file"; rm -f "$cleanup_out"; } - Dangerous shell operationline 875
[ -n "$cleanup_out" ] && { cat "$out_file"; rm -f "$cleanup_out"; }
scripts/lib/preamble.sh
- Executable scriptline 1
#!/usr/bin/env bash - Executable scriptline 1
#!/usr/bin/env bash - Dangerous shell operationline 106
[ -n "$d" ] && rm -rf "$d" - Dangerous shell operationline 106
[ -n "$d" ] && rm -rf "$d" - Dangerous shell operationline 113
# the exact `TMP="$(mktemp -d)"; trap 'rm -rf "$TMP"' EXIT` pattern re-rolled in - Dangerous shell operationline 113
# the exact `TMP="$(mktemp -d)"; trap 'rm -rf "$TMP"' EXIT` pattern re-rolled in - Dangerous shell operationline 134
# Assign to the caller-named variable without eval (printf -v is bash-native). - Dangerous shell operationline 134
# Assign to the caller-named variable without eval (printf -v is bash-native).
scripts/probe-skill.sh
- Executable scriptline 1
#!/usr/bin/env bash - Executable scriptline 1
#!/usr/bin/env bash - Dangerous shell operationline 539
rm -rf -- "$RUN_HOME" - Dangerous shell operationline 539
rm -rf -- "$RUN_HOME" - Dangerous shell operationline 926
rm -rf -- "$RUN_WS" "$RUN_TMP" || return 1 - Dangerous shell operationline 926
rm -rf -- "$RUN_WS" "$RUN_TMP" || return 1 - Network accessline 1018
CODEX_HOME) value="$REP_CODEX_HOME";; TMPDIR) value="$REP_TMPDIR";; HTTPS_PROXY|HTTP_PROXY|ALL_PROXY) value="http://127.0.0.1:$PROXY_PORT";; - Network accessline 1018
CODEX_HOME) value="$REP_CODEX_HOME";; TMPDIR) value="$REP_TMPDIR";; HTTPS_PROXY|HTTP_PROXY|ALL_PROXY) value="http://127.0.0.1:$PROXY_PORT";; - Network accessline 1019
TMPDIR) value="$REP_TMPDIR";; HTTPS_PROXY|HTTP_PROXY|ALL_PROXY) value="http://127.0.0.1:$PROXY_PORT";; NO_PROXY) value="";; - Network accessline 1019
TMPDIR) value="$REP_TMPDIR";; HTTPS_PROXY|HTTP_PROXY|ALL_PROXY) value="http://127.0.0.1:$PROXY_PORT";; NO_PROXY) value="";; - Network accessline 1020
HTTPS_PROXY|HTTP_PROXY|ALL_PROXY) value="http://127.0.0.1:$PROXY_PORT";; - Network accessline 1020
HTTPS_PROXY|HTTP_PROXY|ALL_PROXY) value="http://127.0.0.1:$PROXY_PORT";; - Dangerous shell operationline 1361
rm -rf -- "$PROBE_RUN" - Dangerous shell operationline 1361
rm -rf -- "$PROBE_RUN" - Dangerous shell operationline 1364
rm -rf -- "$LIVE_STAGE" - Dangerous shell operationline 1364
rm -rf -- "$LIVE_STAGE"
scripts/regen-all.sh
- Executable scriptline 1
#!/usr/bin/env bash - Executable scriptline 1
Executable file; content unavailable - Executable scriptline 1
#!/usr/bin/env bash - Executable scriptline 1
Executable file; content unavailable - Dangerous shell operationline 19
trap 'rm -f "$log"' EXIT - Dangerous shell operationline 19
trap 'rm -f "$log"' EXIT
scripts/regen-command-surfaces.sh
- Executable scriptline 1
#!/usr/bin/env bash - Executable scriptline 1
Executable file; content unavailable - Executable scriptline 1
#!/usr/bin/env bash - Executable scriptline 1
Executable file; content unavailable - Dangerous shell operationline 41
trap 'rm -f "$tmp_smoke" "$tmp_matrix"' EXIT - Dangerous shell operationline 41
trap 'rm -f "$tmp_smoke" "$tmp_matrix"' EXIT
scripts/regen-plugin-tree.sh
- Executable scriptline 1
#!/usr/bin/env bash - Executable scriptline 1
Executable file; content unavailable - Executable scriptline 1
Executable file; content unavailable - Executable scriptline 1
Executable file; content unavailable - Executable scriptline 1
#!/usr/bin/env bash - Executable scriptline 1
Executable file; content unavailable - Executable scriptline 1
Executable file; content unavailable - Executable scriptline 1
Executable file; content unavailable - Dangerous shell operationline 60
trap 'rm -rf "$stage"' EXIT - Dangerous shell operationline 60
trap 'rm -rf "$stage"' EXIT - Dangerous shell operationline 143
rm -rf "${PLUGIN_DIR:?}/$component" - Dangerous shell operationline 143
rm -rf "${PLUGIN_DIR:?}/$component"
scripts/release-smoke-test.sh
scripts/security-gate.sh
- Executable scriptline 1
#!/usr/bin/env bash - Executable scriptline 1
Executable file; content unavailable - Executable scriptline 1
Executable file; content unavailable - Executable scriptline 1
#!/usr/bin/env bash - Executable scriptline 1
Executable file; content unavailable - Executable scriptline 1
Executable file; content unavailable
scripts/skill-eval.sh
- Executable scriptline 1
#!/usr/bin/env bash
scripts/test-ci-deterministic-gates.sh
- Executable scriptline 1
#!/usr/bin/env bash
scripts/toolchain-validate.sh
- Executable scriptline 1
#!/usr/bin/env bash - Executable scriptline 1
#!/usr/bin/env bash - Dangerous shell operationline 532
rm -rf "$ao_build_dir" - Dangerous shell operationline 532
rm -rf "$ao_build_dir" - Dangerous shell operationline 541
if [[ -n "$ao_build_dir" ]]; then rm -rf "$ao_build_dir"; fi - Dangerous shell operationline 541
if [[ -n "$ao_build_dir" ]]; then rm -rf "$ao_build_dir"; fi - Dangerous shell operationline 736
rm -rf "$docker_cfg" - Dangerous shell operationline 736
rm -rf "$docker_cfg" - Dangerous shell operationline 838
rm -f "$module_json" "$module_stderr" - Dangerous shell operationline 838
rm -f "$module_json" "$module_stderr" - Dangerous shell operationline 950
rm -f "$module_out" "$module_stderr" - Dangerous shell operationline 950
rm -f "$module_out" "$module_stderr"
scripts/validate-codex-api-conformance.sh
- Executable scriptline 1
#!/usr/bin/env bash - Executable scriptline 1
Executable file; content unavailable - Executable scriptline 1
Executable file; content unavailable - Executable scriptline 1
Executable file; content unavailable - Executable scriptline 1
#!/usr/bin/env bash - Executable scriptline 1
Executable file; content unavailable - Executable scriptline 1
Executable file; content unavailable - Executable scriptline 1
Executable file; content unavailable
skills/agent-native/references/context-budget-delegation.md
- Network accessline 17
| Advisory | this reference and the `agent-native` Roles note | none; context the agent may ignore | | Delegation | `bulk-reader` / `code-writer` agents: Claude Code plugin agents (`agents/`) and Codex roles (this skill's `agents/`) | calle - Network accessline 19
| Enforcement | the opt-in read-budget guard: [READ-BUDGET-GUARD.md](https://github.com/boshu2/agentops/blob/main/hooks/guards/references/READ-BUDGET-GUARD.md) | mechanical once installed; inert by default | - Network accessline 71
including `exec_command`, arrive as `tool_name: "Bash"` and `tool_input.command`. This replaces the previous unverified assertion that Codex had no such hook. [Codex hook contract](https://learn.chatgpt.com/docs/hooks). - Network accessline 73
Codex had no such hook. [Codex hook contract](https://learn.chatgpt.com/docs/hooks). - Network accessline 130
unverified on 0.163.0. That fallback is a native delegated prompt; do not claim that the facade loaded a named role. Never replace either route with a subprocess model invocation. [Codex subagent contract](https://learn.chatgpt.com/docs/age - Network accessline 132
Never replace either route with a subprocess model invocation. [Codex subagent contract](https://learn.chatgpt.com/docs/agent-configuration/subagents). - Network accessline 147
model. Re-pinning is the caller's decision; recheck pins for another account or release and do not silently substitute a costly model. [Current rate card](https://learn.chatgpt.com/docs/pricing#token-rates). - Network accessline 149
[Current rate card](https://learn.chatgpt.com/docs/pricing#token-rates).
skills/agy-native/SKILL.md
- Instruction override signalline 62
edits and `--mode auto` edits and safe commands; `--mode plan` is not documented as read-only, and headless runs pass plan review on their own. - `--dangerously-skip-permissions` approves every tool call. It and the - Instruction override signalline 62
edits and `--mode auto` edits and safe commands; `--mode plan` is not documented as read-only, and headless runs pass plan review on their own. - `--dangerously-skip-permissions` approves every tool call. It and the - Instruction override signalline 62
edits and `--mode auto` edits and safe commands; `--mode plan` is not documented as read-only, and headless runs pass plan review on their own. - `--dangerously-skip-permissions` approves every tool call. It and the - Instruction override signalline 62
edits and `--mode auto` edits and safe commands; `--mode plan` is not documented as read-only, and headless runs pass plan review on their own. - `--dangerously-skip-permissions` approves every tool call. It and the - Instruction override signalline 63
documented as read-only, and headless runs pass plan review on their own. - `--dangerously-skip-permissions` approves every tool call. It and the approving modes need declared effects and caller authorization covering - Instruction override signalline 63
documented as read-only, and headless runs pass plan review on their own. - `--dangerously-skip-permissions` approves every tool call. It and the approving modes need declared effects and caller authorization covering - Instruction override signalline 63
documented as read-only, and headless runs pass plan review on their own. - `--dangerously-skip-permissions` approves every tool call. It and the approving modes need declared effects and caller authorization covering - Instruction override signalline 63
documented as read-only, and headless runs pass plan review on their own. - `--dangerously-skip-permissions` approves every tool call. It and the approving modes need declared effects and caller authorization covering - Instruction override signalline 64
- `--dangerously-skip-permissions` approves every tool call. It and the - Instruction override signalline 64
- `--dangerously-skip-permissions` approves every tool call. It and the - Instruction override signalline 64
- `--dangerously-skip-permissions` approves every tool call. It and the - Instruction override signalline 64
- `--dangerously-skip-permissions` approves every tool call. It and the - Instruction override signalline 78
(call shape in [codex-exec](../codex-exec/SKILL.md#run-it)). It adds echo, stall and output-cap handling. Its posture, to disclose, is `--sandbox --dangerously-skip-permissions` with `--add-dir` on its own - Instruction override signalline 78
(call shape in [codex-exec](../codex-exec/SKILL.md#run-it)). It adds echo, stall and output-cap handling. Its posture, to disclose, is `--sandbox --dangerously-skip-permissions` with `--add-dir` on its own - Instruction override signalline 78
(call shape in [codex-exec](../codex-exec/SKILL.md#run-it)). It adds echo, stall and output-cap handling. Its posture, to disclose, is `--sandbox --dangerously-skip-permissions` with `--add-dir` on its own - Instruction override signalline 78
(call shape in [codex-exec](../codex-exec/SKILL.md#run-it)). It adds echo, stall and output-cap handling. Its posture, to disclose, is `--sandbox --dangerously-skip-permissions` with `--add-dir` on its own - Instruction override signalline 79
stall and output-cap handling. Its posture, to disclose, is `--sandbox --dangerously-skip-permissions` with `--add-dir` on its own private `mktemp -d` packet directory: every tool call is approved over the - Instruction override signalline 79
stall and output-cap handling. Its posture, to disclose, is `--sandbox --dangerously-skip-permissions` with `--add-dir` on its own private `mktemp -d` packet directory: every tool call is approved over the - Instruction override signalline 79
stall and output-cap handling. Its posture, to disclose, is `--sandbox --dangerously-skip-permissions` with `--add-dir` on its own private `mktemp -d` packet directory: every tool call is approved over the - Instruction override signalline 79
stall and output-cap handling. Its posture, to disclose, is `--sandbox --dangerously-skip-permissions` with `--add-dir` on its own private `mktemp -d` packet directory: every tool call is approved over the - Instruction override signalline 80
`--sandbox --dangerously-skip-permissions` with `--add-dir` on its own - Instruction override signalline 80
`--sandbox --dangerously-skip-permissions` with `--add-dir` on its own - Instruction override signalline 80
`--sandbox --dangerously-skip-permissions` with `--add-dir` on its own - Instruction override signalline 80
`--sandbox --dangerously-skip-permissions` with `--add-dir` on its own
skills/architecture/SKILL.md
- Network accessline 149
Idea provenance: [Matt Pocock's codebase design](https://github.com/mattpocock/skills/blob/main/skills/engineering/codebase-design/SKILL.md) (module, interface, depth, seam, adapter, locality), adapted for AgentOps. - Network accessline 149
Idea provenance: [Matt Pocock's codebase design](https://github.com/mattpocock/skills/blob/main/skills/engineering/codebase-design/SKILL.md) (module, interface, depth, seam, adapter, locality), adapted for AgentOps. - Network accessline 149
Idea provenance: [Matt Pocock's codebase design](https://github.com/mattpocock/skills/blob/main/skills/engineering/codebase-design/SKILL.md) (module, interface, depth, seam, adapter, locality), adapted for AgentOps.
skills/claude-exec/SKILL.md
skills/council/schemas/council-report.v1.schema.json
skills/council/scripts/validate-output.sh
- Executable scriptline 1
#!/usr/bin/env bash
skills/council/scripts/validate.sh
skills/craft-goal/scripts/validate.sh
- Executable scriptline 1
#!/usr/bin/env bash
skills/doc/references/oss-project-types.md
skills/doc/scripts/audit-oss-docs.sh
- Executable scriptline 1
#!/bin/bash
skills/domain/SKILL.md
- Network accessline 108
Idea provenance: [Matt Pocock's engineering skills](https://github.com/mattpocock/skills) (domain modeling), adapted for AgentOps. - Network accessline 108
Idea provenance: [Matt Pocock's engineering skills](https://github.com/mattpocock/skills) (domain modeling), adapted for AgentOps. - Network accessline 108
Idea provenance: [Matt Pocock's engineering skills](https://github.com/mattpocock/skills) (domain modeling), adapted for AgentOps. - Network accessline 108
Idea provenance: [Matt Pocock's engineering skills](https://github.com/mattpocock/skills) (domain modeling), adapted for AgentOps. - Network accessline 108
Idea provenance: [Matt Pocock's engineering skills](https://github.com/mattpocock/skills) (domain modeling), adapted for AgentOps. - Network accessline 108
Idea provenance: [Matt Pocock's engineering skills](https://github.com/mattpocock/skills) (domain modeling), adapted for AgentOps.
skills/domain/references/agentops-terms.md
- Network accessline 6
The owners (AgentOps source checkout only) are [`docs/contracts/ubiquitous-language.md`](https://github.com/boshu2/agentops/blob/main/docs/contracts/ubiquitous-language.md) - Network accessline 7
[`docs/contracts/ubiquitous-language.md`](https://github.com/boshu2/agentops/blob/main/docs/contracts/ubiquitous-language.md) - Network accessline 8
for definitions and, for responsibilities and ports, [`docs/contracts/bounded-contexts.yaml`](https://github.com/boshu2/agentops/blob/main/docs/contracts/bounded-contexts.yaml). Return their exact definitions and source paths. - Network accessline 9
[`docs/contracts/bounded-contexts.yaml`](https://github.com/boshu2/agentops/blob/main/docs/contracts/bounded-contexts.yaml).
skills/domain/references/standards/common-standards.md
skills/domain/references/standards/json.md
- Network accessline 21
## Schema Validation - Use JSON Schema for validation - Reference: `"$schema": "https://..."` - Network accessline 22
- Use JSON Schema for validation - Reference: `"$schema": "https://..."` - Required fields should be explicit - Network accessline 23
- Reference: `"$schema": "https://..."`
skills/domain/references/standards/llm-trust-boundary-checklist.md
- Dangerous shell operationline 17
- [ ] Output is never used as code input without sandboxing (`eval()`, `exec()`, shell commands)
skills/domain/references/standards/python.md
skills/domain/scripts/validate.sh
- Executable scriptline 1
#!/usr/bin/env bash
skills/ergonomics/SKILL.md
- Access to secretsline 84
[Credential-related source omitted]
skills/idea-genie/scripts/validate-challenge.sh
- Executable scriptline 1
#!/usr/bin/env bash
skills/idea-genie/scripts/validate-output.sh
- Executable scriptline 1
#!/usr/bin/env bash
skills/implement/SKILL.md
- Network accessline 127
label a caller-supplied one as supplied; otherwise report it as unknown, never made up. The integrating caller derives `subject-manifest.v1` (AgentOps schema [subject-manifest.v1.schema.json](https://github.com/boshu2/agentops/blob/ma - Network accessline 127
label a caller-supplied one as supplied; otherwise report it as unknown, never made up. The integrating caller derives `subject-manifest.v1` (AgentOps schema [subject-manifest.v1.schema.json](https://github.com/boshu2/agentops/blob/ma - Network accessline 127
label a caller-supplied one as supplied; otherwise report it as unknown, never made up. The integrating caller derives `subject-manifest.v1` (AgentOps schema [subject-manifest.v1.schema.json](https://github.com/boshu2/agentops/blob/ma - Network accessline 127
label a caller-supplied one as supplied; otherwise report it as unknown, never made up. The integrating caller derives `subject-manifest.v1` (AgentOps schema [subject-manifest.v1.schema.json](https://github.com/boshu2/agentops/blob/ma - Network accessline 127
label a caller-supplied one as supplied; otherwise report it as unknown, never made up. The integrating caller derives `subject-manifest.v1` (AgentOps schema [subject-manifest.v1.schema.json](https://github.com/boshu2/agentops/blob/ma - Network accessline 128
never made up. The integrating caller derives `subject-manifest.v1` (AgentOps schema [subject-manifest.v1.schema.json](https://github.com/boshu2/agentops/blob/main/schemas/subject-manifest.v1.schema.json), AgentOps source checkout only) - Network accessline 128
never made up. The integrating caller derives `subject-manifest.v1` (AgentOps schema [subject-manifest.v1.schema.json](https://github.com/boshu2/agentops/blob/main/schemas/subject-manifest.v1.schema.json), AgentOps source checkout only) - Network accessline 128
never made up. The integrating caller derives `subject-manifest.v1` (AgentOps schema [subject-manifest.v1.schema.json](https://github.com/boshu2/agentops/blob/main/schemas/subject-manifest.v1.schema.json), AgentOps source checkout only) - Network accessline 128
never made up. The integrating caller derives `subject-manifest.v1` (AgentOps schema [subject-manifest.v1.schema.json](https://github.com/boshu2/agentops/blob/main/schemas/subject-manifest.v1.schema.json), AgentOps source checkout only) - Network accessline 128
never made up. The integrating caller derives `subject-manifest.v1` (AgentOps schema [subject-manifest.v1.schema.json](https://github.com/boshu2/agentops/blob/main/schemas/subject-manifest.v1.schema.json), AgentOps source checkout only) - Network accessline 129
schema [subject-manifest.v1.schema.json](https://github.com/boshu2/agentops/blob/main/schemas/subject-manifest.v1.schema.json), AgentOps source checkout only) over the complete final - Network accessline 129
schema [subject-manifest.v1.schema.json](https://github.com/boshu2/agentops/blob/main/schemas/subject-manifest.v1.schema.json), AgentOps source checkout only) over the complete final - Network accessline 129
schema [subject-manifest.v1.schema.json](https://github.com/boshu2/agentops/blob/main/schemas/subject-manifest.v1.schema.json), AgentOps source checkout only) over the complete final - Network accessline 129
schema [subject-manifest.v1.schema.json](https://github.com/boshu2/agentops/blob/main/schemas/subject-manifest.v1.schema.json), AgentOps source checkout only) over the complete final - Network accessline 129
schema [subject-manifest.v1.schema.json](https://github.com/boshu2/agentops/blob/main/schemas/subject-manifest.v1.schema.json), AgentOps source checkout only) over the complete final
skills/implement/references/difficult-failures.md
- Network accessline 19
out and form a different cause, not a variant of it. Rerun the original scenario. Do not keep collecting hypotheses after the cause is understood. This loop is informed by [Matt Pocock's engineering skills](https://github.com/mattpocock/ski - Network accessline 19
out and form a different cause, not a variant of it. Rerun the original scenario. Do not keep collecting hypotheses after the cause is understood. This loop is informed by [Matt Pocock's engineering skills](https://github.com/mattpocock/ski - Network accessline 21
loop is informed by [Matt Pocock's engineering skills](https://github.com/mattpocock/skills). - Network accessline 21
loop is informed by [Matt Pocock's engineering skills](https://github.com/mattpocock/skills).
skills/memory/SKILL.md
- Network accessline 128
No blind TTL or delete operation is part of Memory. Labels and structural parsers do not prove isolation. [ADR-0016](https://github.com/boshu2/agentops/blob/main/docs/adr/ADR-0016-state-tiers.md) - Network accessline 128
No blind TTL or delete operation is part of Memory. Labels and structural parsers do not prove isolation. [ADR-0016](https://github.com/boshu2/agentops/blob/main/docs/adr/ADR-0016-state-tiers.md) - Network accessline 128
No blind TTL or delete operation is part of Memory. Labels and structural parsers do not prove isolation. [ADR-0016](https://github.com/boshu2/agentops/blob/main/docs/adr/ADR-0016-state-tiers.md) - Network accessline 128
No blind TTL or delete operation is part of Memory. Labels and structural parsers do not prove isolation. [ADR-0016](https://github.com/boshu2/agentops/blob/main/docs/adr/ADR-0016-state-tiers.md) - Network accessline 128
No blind TTL or delete operation is part of Memory. Labels and structural parsers do not prove isolation. [ADR-0016](https://github.com/boshu2/agentops/blob/main/docs/adr/ADR-0016-state-tiers.md) - Network accessline 129
parsers do not prove isolation. [ADR-0016](https://github.com/boshu2/agentops/blob/main/docs/adr/ADR-0016-state-tiers.md) (AgentOps source checkout only) owns these boundaries. Mining is budgeted - Network accessline 129
parsers do not prove isolation. [ADR-0016](https://github.com/boshu2/agentops/blob/main/docs/adr/ADR-0016-state-tiers.md) (AgentOps source checkout only) owns these boundaries. Mining is budgeted - Network accessline 129
parsers do not prove isolation. [ADR-0016](https://github.com/boshu2/agentops/blob/main/docs/adr/ADR-0016-state-tiers.md) (AgentOps source checkout only) owns these boundaries. Mining is budgeted - Network accessline 129
parsers do not prove isolation. [ADR-0016](https://github.com/boshu2/agentops/blob/main/docs/adr/ADR-0016-state-tiers.md) (AgentOps source checkout only) owns these boundaries. Mining is budgeted - Network accessline 129
parsers do not prove isolation. [ADR-0016](https://github.com/boshu2/agentops/blob/main/docs/adr/ADR-0016-state-tiers.md) (AgentOps source checkout only) owns these boundaries. Mining is budgeted - Network accessline 130
[ADR-0016](https://github.com/boshu2/agentops/blob/main/docs/adr/ADR-0016-state-tiers.md) - Network accessline 130
[ADR-0016](https://github.com/boshu2/agentops/blob/main/docs/adr/ADR-0016-state-tiers.md) - Network accessline 130
[ADR-0016](https://github.com/boshu2/agentops/blob/main/docs/adr/ADR-0016-state-tiers.md) - Network accessline 130
[ADR-0016](https://github.com/boshu2/agentops/blob/main/docs/adr/ADR-0016-state-tiers.md) - Network accessline 130
[ADR-0016](https://github.com/boshu2/agentops/blob/main/docs/adr/ADR-0016-state-tiers.md)
skills/memory/references/learn/okf-page-profile.md
- Network accessline 4
caller-selected page. The default and only supported `--profile` is `agentops-okf-v0.2/v1`, pinned to [OKF v0.2 SPEC at ad30107c31c06aec8a7d5636e0d1058118604e6f](https://github.com/GoogleCloudPlatform/open-knowledge-format/blob/ad30107c31c0 - Network accessline 5
`agentops-okf-v0.2/v1`, pinned to [OKF v0.2 SPEC at ad30107c31c06aec8a7d5636e0d1058118604e6f](https://github.com/GoogleCloudPlatform/open-knowledge-format/blob/ad30107c31c06aec8a7d5636e0d1058118604e6f/SPEC.md). This is a stricter AgentOps a - Network accessline 6
ad30107c31c06aec8a7d5636e0d1058118604e6f](https://github.com/GoogleCloudPlatform/open-knowledge-format/blob/ad30107c31c06aec8a7d5636e0d1058118604e6f/SPEC.md).
skills/memory/scripts/validate.sh
- Executable scriptline 1
#!/usr/bin/env bash
skills/plan/references/resume-and-handoff.md
- Network accessline 75
Decision pointers and coarse future work adapt ideas from Matt Pocock's [Wayfinder](https://github.com/mattpocock/skills/blob/main/skills/engineering/wayfinder/SKILL.md); - Network accessline 75
Decision pointers and coarse future work adapt ideas from Matt Pocock's [Wayfinder](https://github.com/mattpocock/skills/blob/main/skills/engineering/wayfinder/SKILL.md); - Network accessline 76
[Wayfinder](https://github.com/mattpocock/skills/blob/main/skills/engineering/wayfinder/SKILL.md); - Network accessline 76
[Wayfinder](https://github.com/mattpocock/skills/blob/main/skills/engineering/wayfinder/SKILL.md); - Network accessline 77
complete slices and compatibility migrations adapt [To Tickets](https://github.com/mattpocock/skills/blob/main/skills/engineering/to-tickets/SKILL.md). AgentOps keeps the caller's existing intent and native work authority. - Network accessline 77
complete slices and compatibility migrations adapt [To Tickets](https://github.com/mattpocock/skills/blob/main/skills/engineering/to-tickets/SKILL.md). AgentOps keeps the caller's existing intent and native work authority. - Network accessline 78
[To Tickets](https://github.com/mattpocock/skills/blob/main/skills/engineering/to-tickets/SKILL.md). - Network accessline 78
[To Tickets](https://github.com/mattpocock/skills/blob/main/skills/engineering/to-tickets/SKILL.md).
skills/postmortem/scripts/validate.sh
- Executable scriptline 1
#!/usr/bin/env bash
skills/premortem/schemas/premortem-plan-review.v1.schema.json
skills/premortem/scripts/validate-output.sh
- Executable scriptline 1
#!/usr/bin/env bash
skills/premortem/scripts/validate.sh
skills/refactor/SKILL.md
- Network accessline 137
- [Behavior-preserving simplification](references/behavior-preserving-simplification.md) — refactoring catalog and per-pattern safety checks - [Codebase design](https://github.com/mattpocock/skills/blob/main/skills/engineering/codebase-desi - Network accessline 137
- [Behavior-preserving simplification](references/behavior-preserving-simplification.md) — refactoring catalog and per-pattern safety checks - [Codebase design](https://github.com/mattpocock/skills/blob/main/skills/engineering/codebase-desi - Network accessline 137
- [Behavior-preserving simplification](references/behavior-preserving-simplification.md) — refactoring catalog and per-pattern safety checks - [Codebase design](https://github.com/mattpocock/skills/blob/main/skills/engineering/codebase-desi - Network accessline 137
- [Behavior-preserving simplification](references/behavior-preserving-simplification.md) — refactoring catalog and per-pattern safety checks - [Codebase design](https://github.com/mattpocock/skills/blob/main/skills/engineering/codebase-desi - Network accessline 138
- [Codebase design](https://github.com/mattpocock/skills/blob/main/skills/engineering/codebase-design/SKILL.md) — Matt Pocock; the wrapper and test-seam rules under Boundaries and tests adapt it. - Network accessline 138
- [Codebase design](https://github.com/mattpocock/skills/blob/main/skills/engineering/codebase-design/SKILL.md) — Matt Pocock; the wrapper and test-seam rules under Boundaries and tests adapt it. - Network accessline 138
- [Codebase design](https://github.com/mattpocock/skills/blob/main/skills/engineering/codebase-design/SKILL.md) — Matt Pocock; the wrapper and test-seam rules under Boundaries and tests adapt it. - Network accessline 138
- [Codebase design](https://github.com/mattpocock/skills/blob/main/skills/engineering/codebase-design/SKILL.md) — Matt Pocock; the wrapper and test-seam rules under Boundaries and tests adapt it.
skills/research/schemas/findings.json
skills/research/schemas/reality-check-report.v1.schema.json
skills/research/scripts/claim-audit/validate-output.sh
- Executable scriptline 1
#!/usr/bin/env bash
skills/research/scripts/codebase-recon/validate-output.sh
skills/research/scripts/pattern-mining/validate-output.sh
- Executable scriptline 1
#!/usr/bin/env bash
skills/research/scripts/validate.sh
- Executable scriptline 1
#!/usr/bin/env bash
skills/reverse-engineer/SKILL.md
skills/reverse-engineer/fixtures/cc-sdd-v2.1.0/clone-metadata.json
skills/reverse-engineer/references/invocation.md
- Network accessline 43
a wrong-ref checkout and symlinked outputs are refused. - Maintainer test, AgentOps source checkout only: [`self_test.sh`](https://github.com/boshu2/agentops/blob/main/skills/reverse-engineer/scripts/self_test.sh) - Network accessline 44
- Maintainer test, AgentOps source checkout only: [`self_test.sh`](https://github.com/boshu2/agentops/blob/main/skills/reverse-engineer/scripts/self_test.sh) needs Go and a Git checkout (it refuses elsewhere) and writes only to a - Network accessline 45
[`self_test.sh`](https://github.com/boshu2/agentops/blob/main/skills/reverse-engineer/scripts/self_test.sh) - Network accessline 62
**OSS CLI in repo mode, then a steal-map.** Run Phase 1 for `cc-sdd` with `--mode=repo --upstream-repo="https://github.com/gotalab/cc-sdd.git" --upstream-ref=v2.1.0`. It clones the pinned source, scans the surface, writes inventory/registry
skills/reverse-engineer/scripts/binary/analyze_binary.sh
skills/reverse-engineer/scripts/binary/capture_cli_help.sh
- Executable scriptline 1
#!/usr/bin/env bash
skills/reverse-engineer/scripts/binary/extract_embedded_archives.py
- Executable scriptline 1
#!/usr/bin/env python3
skills/reverse-engineer/scripts/binary/list_embedded_archives.py
- Executable scriptline 1
#!/usr/bin/env python3
skills/reverse-engineer/scripts/extract_docs_features.sh
- Executable scriptline 1
#!/usr/bin/env bash
skills/reverse-engineer/scripts/extract_sitemap_paths.sh
- Executable scriptline 1
#!/usr/bin/env bash
skills/reverse-engineer/scripts/fetch_url.py
skills/reverse-engineer/scripts/generate_feature_catalog_md.py
- Executable scriptline 1
#!/usr/bin/env python3
skills/reverse-engineer/scripts/generate_feature_inventory_md.py
- Executable scriptline 1
#!/usr/bin/env python3
skills/reverse-engineer/scripts/repo_fixture_test.sh
- Executable scriptline 1
#!/usr/bin/env bash - Network accessline 31
PINNED_REF="v2.1.0" PINNED_COMMIT="6e972c064ac4723bc8ad0181871d07e199af6a9f" UPSTREAM_REPO="https://github.com/gotalab/cc-sdd.git" - Network accessline 33
UPSTREAM_REPO="https://github.com/gotalab/cc-sdd.git" - Dangerous shell operationline 91
rm -rf "$TMP" - Network accessline 94
python3 "$SKILL_DIR/scripts/reverse_engineer.py" cc-sdd \ --mode=repo \ --upstream-repo="$UPSTREAM_REPO" \ - Network accessline 95
--mode=repo \ --upstream-repo="$UPSTREAM_REPO" \ --upstream-ref="$PINNED_REF" \ - Network accessline 96
--upstream-repo="$UPSTREAM_REPO" \ - Dangerous shell operationline 200
rm -rf "$CLONE_DIR" - Dangerous shell operationline 206
rm -rf "$OUT" - Network accessline 215
python3 "$SKILL_DIR/scripts/reverse_engineer.py" cc-sdd \ --mode=repo \ --upstream-repo="$UPSTREAM_REPO" \ - Network accessline 216
--mode=repo \ --upstream-repo="$UPSTREAM_REPO" \ --upstream-ref="$PINNED_REF" \ - Network accessline 217
--upstream-repo="$UPSTREAM_REPO" \ - Network accessline 224
if [ ! -f "$OUT/clone-metadata.json" ]; then RESOLVED_SHA="$(git -C "$CLONE_DIR" rev-parse HEAD 2>/dev/null || echo "")" python3 - "$OUT/clone-metadata.json" "$UPSTREAM_REPO" "$PINNED_REF" "$RESOLVED_SHA" <<'PYEOF' - Network accessline 225
RESOLVED_SHA="$(git -C "$CLONE_DIR" rev-parse HEAD 2>/dev/null || echo "")" python3 - "$OUT/clone-metadata.json" "$UPSTREAM_REPO" "$PINNED_REF" "$RESOLVED_SHA" <<'PYEOF' import json, sys - Network accessline 226
python3 - "$OUT/clone-metadata.json" "$UPSTREAM_REPO" "$PINNED_REF" "$RESOLVED_SHA" <<'PYEOF' - Dangerous shell operationline 282
rm -f "$GOLDEN_NORM" "$ACTUAL_NORM" - Dangerous shell operationline 351
rm -f "$GOLDEN_STABLE" "$ACTUAL_STABLE"
skills/reverse-engineer/scripts/reverse_engineer.py
skills/reverse-engineer/scripts/scaffold_feature_registry.py
- Executable scriptline 1
#!/usr/bin/env python3
skills/reverse-engineer/scripts/security/generate_sbom.sh
- Executable scriptline 1
#!/usr/bin/env bash
skills/reverse-engineer/scripts/security/scan_secrets.sh
skills/reverse-engineer/scripts/security/validate_security_audit.sh
- Executable scriptline 1
#!/usr/bin/env bash
skills/reverse-engineer/scripts/self_test.sh
- Executable scriptline 1
#!/usr/bin/env bash - Dangerous shell operationline 19
trap 'rm -rf "$TMP"' EXIT - Network accessline 73
cat >"$SITEMAP" <<'EOF' <?xml version="1.0" encoding="UTF-8"?> <urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9"> - Network accessline 74
<?xml version="1.0" encoding="UTF-8"?> <urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9"> <url><loc>https://example.test/docs/features/alpha/overview</loc></url> - Network accessline 75
<urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9"> - Network accessline 76
<url><loc>https://example.test/docs/features/alpha/overview</loc></url> - Network accessline 77
<url><loc>https://example.test/docs/features/alpha/howto</loc></url> - Network accessline 78
<url><loc>https://example.test/docs/features/beta/overview</loc></url>
skills/reverse-engineer/scripts/validate-output.sh
- Executable scriptline 1
#!/usr/bin/env bash
skills/reverse-engineer/scripts/validate.sh
- Executable scriptline 1
#!/usr/bin/env bash - Dangerous shell operationline 36
trap 'rm -rf "$tmp"' EXIT - Access to secretsline 63
[Credential-related source omitted] - Access to secretsline 64
[Credential-related source omitted] - Access to secretsline 65
[Credential-related source omitted] - Dangerous shell operationline 102
rm -f "$out/scratch/leak.txt"
skills/reverse-engineer/scripts/validate_feature_registry.py
- Executable scriptline 1
#!/usr/bin/env python3
skills/security/references/owasp-checklist.md
skills/security/references/policy-example.json
- Access to secretsline 12
[Credential-related source omitted]
skills/security/scripts/prompt_redteam.py
- Executable scriptline 1
#!/usr/bin/env python3
skills/security/scripts/security_suite.py
skills/security/scripts/validate.sh
skills/skill-builder/references/authoring-doctrine.md
skills/skill-builder/schemas/audit-report-legacy.json
skills/skill-builder/schemas/audit-report.json
skills/skill-builder/schemas/build-report.json
skills/skill-builder/scripts/audit-legacy.sh
skills/skill-builder/scripts/audit.sh
skills/skill-builder/scripts/authoring_scan.py
- Executable scriptline 1
#!/usr/bin/env python3
skills/skill-builder/scripts/build.sh
- Executable scriptline 1
#!/usr/bin/env bash
skills/skill-builder/scripts/conformance_profile.py
- Executable scriptline 1
#!/usr/bin/env python3
skills/skill-builder/scripts/converter/convert.sh
- Executable scriptline 1
#!/usr/bin/env bash - Dangerous shell operationline 672
# The write stage rm -rf's output_dir; both paths are canonicalized (symlinks - Dangerous shell operationline 676
# inside it (descendant) — any of those puts source files under the rm -rf — and - Dangerous shell operationline 708
rm -rf "$output_dir"
skills/skill-builder/scripts/converter/validate.sh
skills/skill-builder/scripts/craft_score.py
- Executable scriptline 1
#!/usr/bin/env python3
skills/skill-builder/scripts/heal.sh
- Executable scriptline 1
#!/usr/bin/env bash
skills/skill-builder/scripts/init.sh
- Executable scriptline 1
#!/usr/bin/env bash
skills/skill-builder/scripts/run-ao.sh
skills/skill-builder/scripts/scan_descriptions.py
skills/skill-builder/scripts/score_agentops_skill.py
- Executable scriptline 1
#!/usr/bin/env python3
skills/skill-builder/scripts/test-authoring-mutations.sh
skills/skill-builder/scripts/test-craft-mutations.sh
skills/skill-builder/scripts/test-mutation-boundaries.sh
skills/skill-builder/scripts/validate.sh
skills/skill-eval/SKILL.md
- Network accessline 92
| Caller decision | Measurement | What it can establish | |---|---|---| | Does a natural request load this skill? | When Claude is explicitly authorized, `claude plugin eval . --eval-dir evals/plugin-eval/routing --ablation none --model <id - Network accessline 92
| Caller decision | Measurement | What it can establish | |---|---|---| | Does a natural request load this skill? | When Claude is explicitly authorized, `claude plugin eval . --eval-dir evals/plugin-eval/routing --ablation none --model <id - Network accessline 93
|---|---|---| | Does a natural request load this skill? | When Claude is explicitly authorized, `claude plugin eval . --eval-dir evals/plugin-eval/routing --ablation none --model <id> --no-publish --json <out>` with a `tool_used: Skill` gra - Network accessline 93
|---|---|---| | Does a natural request load this skill? | When Claude is explicitly authorized, `claude plugin eval . --eval-dir evals/plugin-eval/routing --ablation none --model <id> --no-publish --json <out>` with a `tool_used: Skill` gra - Network accessline 94
| Does a natural request load this skill? | When Claude is explicitly authorized, `claude plugin eval . --eval-dir evals/plugin-eval/routing --ablation none --model <id> --no-publish --json <out>` with a `tool_used: Skill` grader (the Agent - Network accessline 94
| Does a natural request load this skill? | When Claude is explicitly authorized, `claude plugin eval . --eval-dir evals/plugin-eval/routing --ablation none --model <id> --no-publish --json <out>` with a `tool_used: Skill` grader (the Agent - Network accessline 138
caller-selected storage. Confirm flags with `claude plugin eval --help`. In an AgentOps checkout, run the suites as [`evals/plugin-eval/README.md`](https://github.com/boshu2/agentops/blob/main/evals/plugin-eval/README.md) shows and - Network accessline 138
caller-selected storage. Confirm flags with `claude plugin eval --help`. In an AgentOps checkout, run the suites as [`evals/plugin-eval/README.md`](https://github.com/boshu2/agentops/blob/main/evals/plugin-eval/README.md) shows and - Network accessline 139
AgentOps checkout, run the suites as [`evals/plugin-eval/README.md`](https://github.com/boshu2/agentops/blob/main/evals/plugin-eval/README.md) shows and grade with its `grade.py`: the default Haiku judge failed every criterion of - Network accessline 139
AgentOps checkout, run the suites as [`evals/plugin-eval/README.md`](https://github.com/boshu2/agentops/blob/main/evals/plugin-eval/README.md) shows and grade with its `grade.py`: the default Haiku judge failed every criterion of - Network accessline 140
[`evals/plugin-eval/README.md`](https://github.com/boshu2/agentops/blob/main/evals/plugin-eval/README.md) shows and - Network accessline 140
[`evals/plugin-eval/README.md`](https://github.com/boshu2/agentops/blob/main/evals/plugin-eval/README.md) shows and - Network accessline 230
- Behavioral runner and conventions: [`scripts/probe-skill.sh`](https://github.com/boshu2/agentops/blob/main/scripts/probe-skill.sh), [`evals/skill-probes/README.md`](https://github.com/boshu2/agentops/blob/main/evals/skill-probes/README.md - Network accessline 230
- Behavioral runner and conventions: [`scripts/probe-skill.sh`](https://github.com/boshu2/agentops/blob/main/scripts/probe-skill.sh), [`evals/skill-probes/README.md`](https://github.com/boshu2/agentops/blob/main/evals/skill-probes/README.md - Network accessline 231
- Plugin A/B suites and grader: [`evals/plugin-eval/README.md`](https://github.com/boshu2/agentops/blob/main/evals/plugin-eval/README.md). - Network accessline 231
- Plugin A/B suites and grader: [`evals/plugin-eval/README.md`](https://github.com/boshu2/agentops/blob/main/evals/plugin-eval/README.md). - Network accessline 232
- Behavioral verdicts and non-verdict incidents: [`LEDGER.md`](https://github.com/boshu2/agentops/blob/main/evals/skill-probes/LEDGER.md), [`RUNBOOK.md`](https://github.com/boshu2/agentops/blob/main/evals/skill-probes/RUNBOOK.md). - Network accessline 232
- Behavioral verdicts and non-verdict incidents: [`LEDGER.md`](https://github.com/boshu2/agentops/blob/main/evals/skill-probes/LEDGER.md), [`RUNBOOK.md`](https://github.com/boshu2/agentops/blob/main/evals/skill-probes/RUNBOOK.md). - Network accessline 233
- Existing coverage and headroom gates: [`check-skill-probe-coverage.sh`](https://github.com/boshu2/agentops/blob/main/scripts/check-skill-probe-coverage.sh), [`check-skill-probe-headroom.sh`](https://github.com/boshu2/agentops/blob/main/sc - Network accessline 233
- Existing coverage and headroom gates: [`check-skill-probe-coverage.sh`](https://github.com/boshu2/agentops/blob/main/scripts/check-skill-probe-coverage.sh), [`check-skill-probe-headroom.sh`](https://github.com/boshu2/agentops/blob/main/sc - Network accessline 234
- Evidence and overclaim limits: ADR-0011, ADR-0016 and [`RPI traversal`](https://github.com/boshu2/agentops/blob/main/docs/architecture/rpi-traversal.md). - Network accessline 234
- Evidence and overclaim limits: ADR-0011, ADR-0016 and [`RPI traversal`](https://github.com/boshu2/agentops/blob/main/docs/architecture/rpi-traversal.md).
skills/skill-eval/references/behavioral-probes.md
- Network accessline 30
Take the replay and live commands from the [skill-probes README](https://github.com/boshu2/agentops/blob/main/evals/skill-probes/README.md#running) - Network accessline 31
[skill-probes README](https://github.com/boshu2/agentops/blob/main/evals/skill-probes/README.md#running) - Network accessline 76
[`LEDGER.md`](https://github.com/boshu2/agentops/blob/main/evals/skill-probes/LEDGER.md) and - Network accessline 77
[`RUNBOOK.md`](https://github.com/boshu2/agentops/blob/main/evals/skill-probes/RUNBOOK.md)
skills/skill-eval/references/coding-memory-readout.md
- Network accessline 3
Readout rules for controlled coding comparisons and memory transfer tests. Use the development adapter documented in [`evals/skills-rpi/readout.md`](https://github.com/boshu2/agentops/blob/main/evals/skills-rpi/readout.md) - Network accessline 4
the development adapter documented in [`evals/skills-rpi/readout.md`](https://github.com/boshu2/agentops/blob/main/evals/skills-rpi/readout.md) (AgentOps source checkout only), or the - Network accessline 5
[`evals/skills-rpi/readout.md`](https://github.com/boshu2/agentops/blob/main/evals/skills-rpi/readout.md)
skills/test/SKILL.md
- Network accessline 186
This guidance uses original examples informed by [Matt Pocock's engineering skills](https://github.com/mattpocock/skills), - Network accessline 186
This guidance uses original examples informed by [Matt Pocock's engineering skills](https://github.com/mattpocock/skills), - Network accessline 186
This guidance uses original examples informed by [Matt Pocock's engineering skills](https://github.com/mattpocock/skills), - Network accessline 187
[Matt Pocock's engineering skills](https://github.com/mattpocock/skills), - Network accessline 187
[Matt Pocock's engineering skills](https://github.com/mattpocock/skills), - Network accessline 187
[Matt Pocock's engineering skills](https://github.com/mattpocock/skills),
skills/test/scripts/validate.sh
skills/using-gc/SKILL.md
- Network accessline 26
execution adapter whose completion is never AgentOps acceptance or delivery proof; [Orchestrate](../orchestrate/SKILL.md) owns that rule for every factory. If the caller selects the [Agentic Coding Flywheel](https://agent-flywheel.com) - Network accessline 26
execution adapter whose completion is never AgentOps acceptance or delivery proof; [Orchestrate](../orchestrate/SKILL.md) owns that rule for every factory. If the caller selects the [Agentic Coding Flywheel](https://agent-flywheel.com) - Network accessline 26
execution adapter whose completion is never AgentOps acceptance or delivery proof; [Orchestrate](../orchestrate/SKILL.md) owns that rule for every factory. If the caller selects the [Agentic Coding Flywheel](https://agent-flywheel.com) - Network accessline 27
proof; [Orchestrate](../orchestrate/SKILL.md) owns that rule for every factory. If the caller selects the [Agentic Coding Flywheel](https://agent-flywheel.com) instead, follow its [native workflow](https://agent-flywheel.com/complete-guide) - Network accessline 27
proof; [Orchestrate](../orchestrate/SKILL.md) owns that rule for every factory. If the caller selects the [Agentic Coding Flywheel](https://agent-flywheel.com) instead, follow its [native workflow](https://agent-flywheel.com/complete-guide) - Network accessline 27
proof; [Orchestrate](../orchestrate/SKILL.md) owns that rule for every factory. If the caller selects the [Agentic Coding Flywheel](https://agent-flywheel.com) instead, follow its [native workflow](https://agent-flywheel.com/complete-guide) - Network accessline 28
If the caller selects the [Agentic Coding Flywheel](https://agent-flywheel.com) - Network accessline 28
If the caller selects the [Agentic Coding Flywheel](https://agent-flywheel.com) - Network accessline 28
If the caller selects the [Agentic Coding Flywheel](https://agent-flywheel.com) - Network accessline 29
instead, follow its [native workflow](https://agent-flywheel.com/complete-guide). - Network accessline 29
instead, follow its [native workflow](https://agent-flywheel.com/complete-guide). - Network accessline 29
instead, follow its [native workflow](https://agent-flywheel.com/complete-guide). - Network accessline 85
gc import add https://github.com/gastownhall/gascity-packs/tree/main/gascity \ - Network accessline 85
gc import add https://github.com/gastownhall/gascity-packs/tree/main/gascity \ - Network accessline 85
gc import add https://github.com/gastownhall/gascity-packs/tree/main/gascity \ - Network accessline 93
[rigs.imports.gc] source = "https://github.com/gastownhall/gascity-packs/tree/main/gascity/roles" - Network accessline 93
[rigs.imports.gc] source = "https://github.com/gastownhall/gascity-packs/tree/main/gascity/roles" - Network accessline 93
[rigs.imports.gc] source = "https://github.com/gastownhall/gascity-packs/tree/main/gascity/roles" - Network accessline 94
source = "https://github.com/gastownhall/gascity-packs/tree/main/gascity/roles" - Network accessline 94
source = "https://github.com/gastownhall/gascity-packs/tree/main/gascity/roles" - Network accessline 94
source = "https://github.com/gastownhall/gascity-packs/tree/main/gascity/roles" - Network accessline 228
API="http://127.0.0.1:<port>/v0/city/<city-name>" curl -s "$API/runs/<run-id>" # .status: failed or canceled is terminal - Network accessline 228
API="http://127.0.0.1:<port>/v0/city/<city-name>" curl -s "$API/runs/<run-id>" # .status: failed or canceled is terminal - Network accessline 228
API="http://127.0.0.1:<port>/v0/city/<city-name>" curl -s "$API/runs/<run-id>" # .status: failed or canceled is terminal - Network accessline 229
curl -s "$API/runs/<run-id>" # .status: failed or canceled is terminal - Network accessline 229
curl -s "$API/runs/<run-id>" # .status: failed or canceled is terminal - Network accessline 229
curl -s "$API/runs/<run-id>" # .status: failed or canceled is terminal - Network accessline 230
curl -s "$API/runs/census" # .status_counts covers every run; act on a rise in .failed - Network accessline 230
curl -s "$API/runs/census" # .status_counts covers every run; act on a rise in .failed - Network accessline 230
curl -s "$API/runs/census" # .status_counts covers every run; act on a rise in .failed
skills/using-gc/references/upgrade-and-retire.md
- Network accessline 13
gc pack registry search --all gc pack registry show main:<pack> gc pack registry add community https://registry.gascity.com/registry.toml - Network accessline 14
gc pack registry show main:<pack> gc pack registry add community https://registry.gascity.com/registry.toml gc pack registry search --registry community --all - Network accessline 15
gc pack registry add community https://registry.gascity.com/registry.toml
skills/validate/references/mechanics.md
- Network accessline 99
`NOT_PROVEN` with a `validate.integrity` finding. The full contract (AgentOps source checkout only) is [verdict.v2.schema.json](https://github.com/boshu2/agentops/blob/main/schemas/verdict.v2.schema.json). - Network accessline 101
[verdict.v2.schema.json](https://github.com/boshu2/agentops/blob/main/schemas/verdict.v2.schema.json).
skills/validate/tests/check_contract_corpus.py
skills/validate/tests/test_evidence_cli.py
- Executable scriptline 1
Executable file - Access to secretsline 18
[Credential-related source omitted] - Access to secretsline 31
[Credential-related source omitted] - Access to secretsline 107
[Credential-related source omitted] - Access to secretsline 122
[Credential-related source omitted] - Access to secretsline 146
[Credential-related source omitted] - Access to secretsline 163
[Credential-related source omitted]
skills/validate/tests/test_validate.py
- Executable scriptline 1
Executable file
skills/validate/tests/validate.py
- Executable scriptline 1
#!/usr/bin/env python3
skills/validate/tests/validate.sh
- Executable scriptline 1
#!/usr/bin/env bash
tests/docs/validate-doc-release.sh
- Executable scriptline 1
#!/usr/bin/env bash - Executable scriptline 1
Executable file; content unavailable - Executable scriptline 1
Executable file; content unavailable - Executable scriptline 1
Executable file; content unavailable - Executable scriptline 1
Executable file; content unavailable - Executable scriptline 1
#!/usr/bin/env bash - Executable scriptline 1
Executable file; content unavailable - Executable scriptline 1
Executable file; content unavailable - Executable scriptline 1
Executable file; content unavailable - Executable scriptline 1
Executable file; content unavailable
tests/fixtures/skill-eval/bad-skill/SKILL.md
- Access to secretsline 13
[Credential-related source omitted]
How the signals fit together
Facts from a static read of the files at the pinned commit. They describe what the code does, not why.
Some files could not be read; the facts below still hold.
Signal confidence: 500 facts
- Network access in prose of documentationREADME.md:9Low confidence
- Network access in prose of documentationREADME.md:9Low confidence
- Network access in prose of documentationREADME.md:10Low confidence
- Network access in prose of documentationREADME.md:10Low confidence
- Network access in prose of documentationREADME.md:11Low confidence
- Network access in prose of documentationREADME.md:11Low confidence
- Network access in prose of documentationREADME.md:12Low confidence
- Network access in prose of documentationREADME.md:12Low confidence
- Network access in prose of documentationREADME.md:29Low confidence
- Network access in prose of documentationREADME.md:29Low confidence
- Network access in prose of documentationREADME.md:30Low confidence
- Network access in prose of documentationREADME.md:30Low confidence
- Network access in prose of documentationREADME.md:31Low confidence
- Network access in prose of documentationREADME.md:31Low confidence
- Network access in prose of documentationREADME.md:54Low confidence
- Network access in prose of documentationREADME.md:54Low confidence
- Network access in prose of documentationREADME.md:60Low confidence
- Network access in prose of documentationREADME.md:60Low confidence
- Network access in prose of documentationREADME.md:71Low confidence
- Network access in prose of documentationREADME.md:71Low confidence
- Network access in prose of documentationREADME.md:72Low confidence
- Network access in prose of documentationREADME.md:72Low confidence
- Network access in prose of documentationREADME.md:73Low confidence
- Network access in prose of documentationREADME.md:73Low confidence
- Network access in prose of documentationREADME.md:132Low confidence
- Network access in prose of documentationREADME.md:132Low confidence
- Network access in prose of documentationREADME.md:133Low confidence
- Network access in prose of documentationREADME.md:133Low confidence
- Network access in prose of documentationREADME.md:134Low confidence
- Network access in prose of documentationREADME.md:134Low confidence
- Network access in prose of documentationREADME.md:150Low confidence
- Network access in prose of documentationREADME.md:150Low confidence
- Network access in prose of documentationREADME.md:151Low confidence
- Network access in prose of documentationREADME.md:151Low confidence
- Network access in prose of documentationREADME.md:152Low confidence
- Network access in prose of documentationREADME.md:152Low confidence
- Network access in prose of documentationREADME.md:153Low confidence
- Network access in prose of documentationREADME.md:153Low confidence
- Network access in prose of documentationREADME.md:154Low confidence
- Network access in prose of documentationREADME.md:154Low confidence
- Network access in prose of documentationREADME.md:155Low confidence
- Network access in prose of documentationREADME.md:155Low confidence
- Network access in prose of documentationREADME.md:221Low confidence
- Network access in prose of documentationREADME.md:221Low confidence
- Network access in prose of documentationREADME.md:229Low confidence
- Network access in prose of documentationREADME.md:229Low confidence
- Network access in prose of documentationREADME.md:434Low confidence
- Network access in prose of documentationREADME.md:434Low confidence
- Network access in prose of documentationREADME.md:435Low confidence
- Network access in prose of documentationREADME.md:435Low confidence
and 450 more
Only the first 500 facts are listed.
Works with
| Agent | Status | Evidence | Install to |
|---|---|---|---|
| Claude Code | Native | Manifest .claude-plugin/marketplace.json | .claude/skills/<skill-name>/ |
| Codex | Native | Manifest AGENTS.md | .agents/skills/<skill-name>/ |
| Cursor | Compatible | Standard SKILL.md packs/agentops-executor/agents/implementer-claude/skills/implement/SKILL.md | .cursor/skills/<skill-name>/ |
| Gemini CLI | Compatible | Standard SKILL.md packs/agentops-executor/agents/implementer-claude/skills/implement/SKILL.md | .gemini/skills/<skill-name>/ |
| GitHub Copilot | Compatible | Standard SKILL.md packs/agentops-executor/agents/implementer-claude/skills/implement/SKILL.md | .github/skills/<skill-name>/ |
| OpenCode | Native | Path .opencode/INSTALL.md | .opencode/skills/<skill-name>/ |
- Native The repository ships a manifest, folder or frontmatter field for this agent.
- Compatible A standard SKILL.md that this agent can read.
- Unknown No evidence either way.
Derived automatically from paths, manifests and frontmatter. Not tested on each agent.