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From popkit-ops
Evaluates PopKit plugin efficiency using metrics for context usage, token consumption, lazy loading validation, and generates JSON reports with scores and optimizations.
npx claudepluginhub jrc1883/popkit-ai --plugin popkit-opsHow this skill is triggered — by the user, by Claude, or both
Slash command
/popkit-ops:pop-assessment-performanceThe summary Claude sees in its skill listing — used to decide when to auto-load this skill
Provides concrete, reproducible performance assessment for PopKit plugins using:
checklists/context-efficiency.jsonchecklists/file-access-patterns.jsonchecklists/startup-performance.jsonscripts/analyze_loading.pyscripts/calculate_efficiency.pyscripts/measure_context.pystandards/context-efficiency.mdstandards/file-access.mdstandards/startup-performance.mdstandards/token-consumption.mdMandates invoking relevant skills via tools before any response in coding sessions. Covers access, priorities, and adaptations for Claude Code, Copilot CLI, Gemini CLI.
Share bugs, ideas, or general feedback.
Provides concrete, reproducible performance assessment for PopKit plugins using:
python skills/pop-assessment-performance/scripts/measure_context.py packages/plugin/
python skills/pop-assessment-performance/scripts/analyze_loading.py packages/plugin/
python skills/pop-assessment-performance/scripts/calculate_efficiency.py packages/plugin/
Read and apply checklists in order:
checklists/context-efficiency.json - Context window usagechecklists/startup-performance.json - Plugin initializationchecklists/file-access-patterns.json - Read/write efficiencyCombine automated metrics with checklist results for final performance report.
| Standard | File | Key Checks |
|---|---|---|
| Context Efficiency | standards/context-efficiency.md | CE-001 through CE-008 |
| Startup Performance | standards/startup-performance.md | SP-001 through SP-006 |
| File Access | standards/file-access.md | FA-001 through FA-008 |
| Token Consumption | standards/token-consumption.md | TC-001 through TC-006 |
| Metric | Target | Warning | Critical |
|---|---|---|---|
| Skill Prompt Size | <2000 tokens | 2000-4000 | >4000 |
| Agent Prompt Size | <5000 tokens | 5000-8000 | >8000 |
| Tier-1 Agent Count | <=15 | 16-20 | >20 |
| File Reads/Operation | <5 | 5-10 | >10 |
| Startup Files | <10 | 10-20 | >20 |
Returns JSON with:
efficiency_score: 0-100 (higher = better)metrics: Collected performance measurementsbottlenecks: Identified performance issuesoptimizations: Recommended improvements