Performance Optimization
SkillDocs & knowledgeDiagnoses and improves measured latency, throughput, memory, CPU, bundle, rendering, query, or resource performance by defining a target, profiling a representative workload, locating the bottleneck, making one change at a time, and comparing before/after evidence. Use for performance work or regressions. Not for guessing optimizations without a reproducible workload or for generic refactoring.
Available today. Use it from your connected AI after setup.
No other account needed.
Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use the Performance Optimization skill
What this skill tells your AI
The instructions your AI receives, as published by thiientv/godmode in skills/performance-optimization/SKILL.md and read by ahel’s review.
Measure the bottleneck before optimizing it.
Workflow
- Define the user or system target: p50/p95/p99 latency, throughput, startup, memory ceiling, frame budget, bundle size, query cost, or error budget.
- Build a representative and repeatable workload with realistic data, concurrency, cache state, network, and device assumptions.
- Capture a baseline with profiler, trace, query plan, browser performance panel, bundle analyzer, or resource metrics. Record variance and warm/cold state.
- Rank bottlenecks by user impact and cost. Form one falsifiable hypothesis.
- Make the smallest change, rerun the same workload, and compare effect and regressions. Keep only improvements that meet the target without violating correctness, accessibility, cost, or operability.
- Add a regression budget/check where the risk is likely to recur.
Read measurement.md. Do not optimize a benchmark that does not represent the user path, hide work by weakening correctness, or claim improvement from one noisy run.
Completion condition
The bottleneck, baseline, change, before/after result, variance, trade-offs, and remaining limits are documented.
Signals
- GitHub stars
- 94
- Forks
- 77
- Last commit
- Aug 2026
Advanced
- Catalog kind
- skill
- Gateway key
performance-optimization-thiientv- Source
- github.com/thiientv/godmode