ai-development-guide - Reviews implementation choices, failures, and quality gates.
Reviews general and backend implementation choices, detects anti-patterns, analyzes failures, and evaluates implementation completeness.
Tags
Updated: 2026-09-30Capabilities
Typical Inputs
Typical Outputs
What this skill does
- Inspect implementation choices
- Detect code anti-patterns
- Trace failure causes
- Evaluate fallback designs
- Assess code duplication
- Identify quality mechanisms
Inputs
- Implementation code
- Repository evidence
- Project configuration
- Quality-check definitions
Outputs
- Review findings
- Decision criteria
- Failure analysis
- Quality-check recommendations