Summary
This walks you through the essential Python profiling toolkit, from cProfile for CPU bottlenecks to memory_profiler for tracking allocations and py-spy for production debugging. You'll learn to identify slow functions, optimize list comprehensions versus loops, fix string concatenation performance, and choose the right data structures. The patterns cover real optimization wins like switching from O(n) list searches to O(1) dictionary lookups, using generators to reduce memory usage, and leveraging local variables over globals. Solid for debugging sluggish applications or optimizing data processing pipelines before they hit production.
Install to Claude Code
npx -y skills add wshobson/agents --skill python-performance-optimization --agent claude-codeInstalls into .claude/skills of the current project.
Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →
On Capafy, your Skill runs online 24/7 as an agent product, and you get paid every time someone uses it.
Start earning →
Connect Claude to +800M contacts, +150M companies. Find & Enrich leads in chat.
Try For Free →
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →Files
SKILL.md
Select a file.
Featured
Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →On Capafy, your Skill runs online 24/7 as an agent product, and you get paid every time someone uses it.
Start earning →Connect Claude to +800M contacts, +150M companies. Find & Enrich leads in chat.
Try For Free →Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
