python-performance-optimization
Skill9 starsChanged 10 months agoNo licenceView on GitHub
Profile and optimize Python code using cProfile, memory profilers, and performance best practices. Use when debugging slow Python code, optimizing bottlenecks, or improving application performance.
22 other projects use a version of this, 9 of them edited.
Adopted by
Most recently taken up by
- zebbern/pocmapedited, first seen Nov 8, 2026
- ControllableModel/SWE-Skills-Benchtheir own version, first seen Nov 8, 2026
- Rvey/agent-engineering-kitedited, first seen Nov 2, 2026
- liushikuan63/Qoder-Optimizationedited, first seen Nov 1, 2026
- Samueladewole/claude-skillstheir own version, first seen Oct 13, 2026
- workatustadarshajay/CareLoop-AIedited, first seen Oct 9, 2026
Used with
Projects with it also use python-anti-patterns, python-resource-management and 5 more.
Other files people use alongside this one.
Files found in the same public projects as a version of this one, more often than they turn up anywhere else. Each project counts once, large collections count for less, and this file's own repository is left out.
CodeWithBehnamSkillpython-anti-patterns
Common Python anti-patterns to avoid. Use as a checklist when reviewing code, before finalizing implementations, or when debugging issues that might stem from known bad practices.
Also in 5 projects that use this
Aver005Skillpython-resource-management
Python resource management with context managers, cleanup patterns, and streaming. Use when managing connections, file handles, implementing cleanup logic, or building streaming responses with accumulated state.
Also in 4 projects that use this
Aver005Skillpython-design-patterns
Python design patterns including KISS, Separation of Concerns, Single Responsibility, and composition over inheritance. Use when making architecture decisions, refactoring code structure, or evaluating when abstractions are appropriate.
Also in 5 projects that use this
justanestaSkillpython-error-handling
Python error handling and debugging. Use this skill when implementing error handling, designing exception hierarchies, debugging issues, or adding logging. Covers exception patterns, custom exceptions, logging with structlog, debugging tools, and error recovery.
Also in 3 projects that use this
CodeWithBehnamSkillpython-type-safety
Python type safety with type hints, generics, protocols, and strict type checking. Use when adding type annotations, implementing generic classes, defining structural interfaces, or configuring mypy/pyright.
Also in 3 projects that use this
- +2 more from Aver005
Other versions22 projects use a version of this.
Word for word · 1
- ai4brands-design/claude-skills★ 2100% same
Edited · 9
- zebbern/pocmap★ 722% same
- Rvey/agent-engineering-kit★ 322% same
- idexal/idexal-skills★ 222% same
- liushikuan63/Qoder-Optimization★ 222% same
- roshankodi/agent-skills★ 222% same
- 0xrizz/os-manager★ 121% same
- jornalistainclusivo/jinc-skills★ 172% same
- squarerf/claude-skills★ 122% same
- workatustadarshajay/CareLoop-AI★ 022% same
Wrote their own version · 12
- jewbetcha/openflight★ 1.2ksame name
- ControllableModel/SWE-Skills-Bench★ 8same name
- VoVuongThanhDat/agentflow★ 8same name
- AJBcoding/claude-skill-eval★ 4same name
- GPTtang/skill-atlas★ 4same name
- zebbern/termstack★ 4same name
- Aver005/agent-skills★ 2same name
- CodeWithBehnam/cc-docs★ 2same name
- NorkzYT/claude-code-autopilot★ 2same name
- drzioner/gitwise★ 1same name
2 more not listed
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
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- The first 60 shown.
The file
We split this skill into the rules it gives an agent
1 rule. 0 are common, 0 are distinctive, and 1 is very specific to this project.
0
Common
Most of the 21 edited versions we read keep these.
0
Distinctive
This author's own choices. Worth a look.
1
Very specific
Tied to their project's names, files or tools. Probably skip.
No licence file, so all rights are reserved — read it at the source. We count its rules but don't quote them. Read them on GitHub.
“Common” is measured: kept by at least 6 in 10 of the 21 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
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People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
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Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

