Systems Review
- 9 installs
- 11 repo stars
- Updated March 4, 2026
- sunnypatneedi/claude-starter-kit
Helps with ai & agent building tasks.
About
systems-review is a Claude Code skill for ai & agent building. It helps solo builders move faster with AI-assisted coding.
- systems-review
- AI & Agent Building
- AI-coding skill
Systems Review by the numbers
- 9 all-time installs (skills.sh)
- Ranked #12,152 of 16,546 AI & Agent Building skills by installs in the Skillselion catalog
- Data as of Aug 5, 2026 (Skillselion catalog sync)
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| Installs | 9 |
|---|---|
| repo stars | ★ 11 |
| Last updated | March 4, 2026 |
| Repository | sunnypatneedi/claude-starter-kit ↗ |
What it does
Helps with ai & agent building tasks.
Files
Systems Review
After implementing, let's review for second-order effects:
Implementation Summary
1. What was built? Brief description. 2. What changed? Files modified. 3. What's the interface? Input/output contracts.
Performance Review
Analyze performance implications:
- What's the time complexity?
- What happens at 10x scale?
- Where are potential bottlenecks?
- Are there N+1 query risks?
- Is caching appropriate?
Security Review
Check for security issues:
- Is input validated?
- Is authorization checked?
- Could this be exploited?
- Is sensitive data protected?
- Are there injection risks?
Downstream Effects
Consider blast radius:
- What breaks if this fails?
- What systems depend on this?
- Are there race conditions?
- Could this cause cascading failures?
Test Coverage
Verify testing:
- Is the happy path tested?
- Are error paths tested?
- Are edge cases covered?
- Is the interface contract verified?
Recommendations
Based on review, provide:
1. Critical - Must fix before shipping 2. High - Should fix soon 3. Medium - Consider improving 4. Low - Nice to have
Sign-off Checklist
- [ ] Decomposition was followed
- [ ] Interfaces are verified
- [ ] Error handling is complete
- [ ] Performance is acceptable
- [ ] Security is reviewed
- [ ] Tests are adequate
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