9 quality-canary skills for AI coding agents - code health, gold-standard rules, anti-hallucination grounding, supply chain, resilience, observability, testability, scaling, contract drift. Consent-gated, token-lean, one-button install, works across all major AI coding agents.
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9 Quality-Safeguard Canaries for AI Coding Agents — Detect code rot, weak rules, hallucinations, supply-chain vulnerabilities, brittle architectures, and API contract drift before they pollute your codebase.
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Part of TheColliery — Sibling of CoalTipple.
</div>| Skill Name | Catches | Run Mode |
|---|---|---|
| rot-canary | Dead code, bugs, resource leaks, race conditions, silent failures, stale docs | Auto + Manual (runs on session end / manual trigger) |
| gold-standard | Audits project completeness against world-class exemplars | One-time (triggered once, governs the session) |
| source-grounding | Prevents AI hallucinations by forcing cross-source verification | Always-on (background rule for all chat sessions) |
| supply-chain-audit | Audits dependency vulnerabilities, licenses, phone-home code, and build/CI security | On-demand (manually run when relevant) |
| resilience-audit | Audits failure path handling (FMEA), rollbacks, retry limits, and idempotency | On-demand (manually run when relevant) |
| telemetry-canary | Audits observabil