Individual skill

http-load-profiler

Run stepped HTTP load tests with ab/wrk, ramping concurrency levels to collect p50/p90/p99 latency, detect performance inflection points, and recommend optimal concurrency. Triggered by requests like 'load test this URL', 'benchmark my API', 'find the max concurrency', or mentions of p99 latency, throughput saturation, or capacity planning.

skills/http-load-profiler/SKILL.md

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Nov 7, 2026
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MIT

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# HTTP Load Profiler — Stepped Concurrency Load Test + Inflection Point Analysis

Run stepped concurrency load tests against HTTP services, automatically collect latency percentiles, and detect performance inflection points.

## Features

- **Dual engine support**: Auto-detects wrk (preferred) or ab (Apache Bench); manual override available
- **Stepped concurrency**: Ramps up through user-defined concurrency levels (default: 1 → 10 → 50 → 100 → 200 → 500)
- **Latency percentiles**: Collects p50 / p90 / p99 latency at each level
- **Inflection point detection**: Automatically identifies four types of performance inflection points
  - p99 latency accelerating (increase exceeds 2x the previous step's increase)
  - Throughput efficiency dropping significantly (RPS per connection drops > 40%)
  - Throughput saturated while latency spikes (RPS growth < 10%, p99 growth > 50%)
  - Error rate surging (exceeds 1% and doubles from previous step)