Evaluate and phase MCP adoption with a bias toward the smallest set of integrations that materially improve engineering work.
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Use this skill when deciding whether a repo or team should add MCP servers and how to roll them out safely.
| Check | Question |
|---|---|
| Correctness | Do the steps execute correctly in the order specified? |
| Completeness | Are decision points, error handling, and escalation paths all documented? |
| Context-fit | Could someone with the right access but no prior context complete this runbook? |
| Consequence | If Step N fails and the operator skips to Step N+1, what breaks? |
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Design rigorous A/B test plans with hypothesis, sample size calculation, Minimum Detectable Effect (MDE), randomization strategy, and decision rules. Includes guardrail metrics and rollout playbook. Use when planning product experiments, conversion optimization, or data-driven feature decisions.
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Review REST and GraphQL API designs for consistency, usability, and best practices. Covers naming conventions, versioning strategy, error format, pagination, authentication patterns, and breaking change detection. Use when reviewing API specs, designing new APIs, or auditing existing endpoints.
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Write Architecture Decision Records (ADRs) following the Michael Nygard format. Captures context, options considered, decision rationale, and consequences. Use when making technology choices, framework selections, or any architectural decision that future developers need to understand.
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Assess organizational readiness for financial audits (internal or external). Map assertions to account balances, check evidence completeness, score readiness using a Red/Amber/Green framework, and generate a remediation timeline. Aligned with SOX, IFRS, and GAAP audit standards. Use before scheduled audits or when preparing for first-time compliance.
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Design safe recurring Codex automations with clear prompts, outputs, schedules, and gating rules.
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Refine Product Backlog Items to meet INVEST criteria. Write User Stories with Acceptance Criteria in Given/When/Then format, estimate with Story Points, and flag dependencies. Use before sprint planning when backlog items need grooming. Do not use to prioritize the backlog — that is the Product Owner's decision.
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