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py-perf - Measure, diagnose, and optimize Python code performance.

Diagnose and improve Python performance using benchmarks, profiling tools, memory analysis, concurrency, and regression tests.

Tags

Updated: 2026-09-22

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • Profile CPU execution time
  • Track memory allocations
  • Run reproducible performance benchmarks
  • Analyze line-level execution bottlenecks
  • Optimize algorithms and data structures
  • Evaluate free-threaded Python behavior
  • Establish performance regression tests

Inputs

  • Python source code
  • Representative workload data
  • Performance targets
  • Environment configurations

Outputs

  • Profiling reports and flame graphs
  • Memory allocation snapshots
  • Benchmark result records
  • Performance regression test suites

Requirements

  • Python 3.10+
  • Profiling tools
  • OS permissions for profiling

Source

  • Spec: SKILL.md
python
performance
profiling
benchmarking
optimization
memory
Profile CPU execution time
Track memory allocations
Run reproducible performance benchmarks
Analyze line-level execution bottlenecks
Python source code
Representative workload data
Performance targets
Profiling reports and flame graphs
Memory allocation snapshots
Benchmark result records