Film & Television12 skills

Production Audit skills for AI agents

12 practitioner-grade production audit skills, each a focused Markdown document your agent loads into context on demand. Search them from Claude Desktop, Cursor or any MCP client, or pull one with the CLI.

$ npx skilldb search "production audit"

All 12 skills

Concurrency & Race Condition Audit
Verify that the system behaves correctly when multiple operations happen simultaneously. Race conditions are among the hardest bugs to detect in testing and…
408 lines
Cost Explosion Audit
Verify that bugs, retries, and design flaws cannot create runaway spend. In systems that call paid external APIs (AI providers, cloud storage, SMS, email), a…
449 lines
Data Lifecycle Audit
Verify that data is handled correctly across its entire lifecycle: creation, update, duplication, archival, export, import, and deletion. Data lifecycle bugs…
533 lines
Human Error & Operator Safety Audit
Verify that the system is safe when users do messy, real-world things. Real users accidentally click delete, upload wrong files, retry operations too early…
524 lines
Idempotency Audit
Verify that re-running any action produces safe, consistent results. In distributed systems, retries are inevitable: clients timeout, networks drop, queues…
457 lines
Observability & Debuggability Audit
Verify that production failures can be diagnosed quickly and completely. When something goes wrong at 2am, the on-call engineer needs to answer: What failed?…
531 lines
Permission Drift Audit
Verify that permissions remain correct as objects evolve through their lifecycle. Permissions are not static: they change when teams change, projects are…
449 lines
Production Audit Master Checklist
This meta-skill ties together all 11 production audit skills into a prioritized execution plan. Use this as the starting point for any production audit…
496 lines
Recovery & Resume Audit
Verify that interrupted workflows can restart safely without losing progress, duplicating work, or leaving the system in an inconsistent state. This audit…
442 lines
Reliability & Resilience Audit
This is the most comprehensive audit in the production audit pack. It tests long-running, distributed workflows under real-world conditions: timeouts, partial…
736 lines
State Machine Audit
Verify that workflow states are explicitly defined, transitions are validated, impossible states are prevented, and the system never gets stuck in an…
491 lines
Throughput & Scale Audit
Verify that the system behaves correctly and remains responsive as work volume increases. This audit catches the class of bugs that only appear at real-world…
485 lines