python-performance-optimization
Skill2 starsChanged 50 days 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, 16 of them edited; 1 new project in the last 4 weeks, against 1 the 4 before.
Adopted by
Steady: 1 new project took it in the last 4 weeks, 1× the 4 weeks before.thin data
Most recently taken up by
- zebbern/pocmapword for word, first seen Nov 8, 2026
- ControllableModel/SWE-Skills-Benchedited, first seen Nov 8, 2026
- Rvey/agent-engineering-kitword for word, first seen Nov 2, 2026
- liushikuan63/Qoder-Optimizationword for word, first seen Nov 1, 2026
- xfstudio/skillsedited, first seen Oct 13, 2026
- Samueladewole/claude-skillsedited, first seen Oct 13, 2026
Used with
Projects with it also use python-anti-patterns, python-resource-management and 4 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
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
Aver005Skillpython-project-structure
Python project organization, module architecture, and public API design. Use when setting up new projects, organizing modules, defining public interfaces with __all__, or planning directory layouts.
Also in 3 projects that use this
xfstudioSkillbash-defensive-patterns
Master defensive Bash programming techniques for production-grade scripts. Use when writing robust shell scripts, CI/CD pipelines, or system utilities requiring fault tolerance and safety.
Also in 3 projects that use this
- +1 more from Aver005
Other versions22 projects use a version of this.
Word for word · 6
- zebbern/pocmap★ 7100% same
- Rvey/agent-engineering-kit★ 3100% same
- idexal/idexal-skills★ 2100% same
- liushikuan63/Qoder-Optimization★ 2100% same
- squarerf/claude-skills★ 1100% same
- workatustadarshajay/CareLoop-AI★ 0100% same
Edited · 16
- jewbetcha/openflight★ 1.2k12% same
- xfstudio/skills★ 955% same
- ControllableModel/SWE-Skills-Bench★ 812% same
- VoVuongThanhDat/agentflow★ 812% same
- AJBcoding/claude-skill-eval★ 412% same
- GPTtang/skill-atlas★ 412% same
- zebbern/termstack★ 428% same
- ai4brands-design/claude-skills★ 255% same
- Aver005/agent-skills★ 212% same
- CodeWithBehnam/cc-docs★ 212% same
6 more not listed
Wrote their own version · 0
None found.
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.
In this repository49 other files it gives its agents.
- api-design-principlesSkill
- architecture-decision-recordsSkill
- architecture-patternsSkill
- async-python-patternsSkill
- auth-implementation-patternsSkill
- code-review-excellenceSkill
- copilot-sdkSkill
- database-migrationSkill
- debugging-strategiesSkill
- e2e-testing-patternsSkill
- embedding-strategiesSkill
- error-handling-patternsSkill
- fastapi-templatesSkill
- find-skillsSkill
- frontend-designSkill
- gemini-api-devSkill
- gemini-interactions-apiSkill
- gemini-live-api-devSkill
- gemini-omni-flash-apiSkill
- git-advanced-workflowsSkill
- github-actions-templatesSkill
- hybrid-search-implementationSkill
- impeccableSkill
- javascript-testing-patternsSkill
- langchain-architectureSkill
- llm-evaluationSkill
- mcp-builderSkill
- microservices-patternsSkill
- nextjs-react-typescriptSkill
- nodejs-backend-patternsSkill
- openapi-spec-generationSkill
- postgresql-table-designSkill
- prompt-engineering-patternsSkill
- python-design-patternsSkill
- python-testing-patternsSkill
- python-type-safetySkill
- rag-implementationSkill
- react-state-managementSkill
- responsive-designSkill
- secrets-managementSkill
- similarity-search-patternsSkill
- sql-optimization-patternsSkill
- stripe-integrationSkill
- tailwind-design-systemSkill
- typescript-advanced-typesSkill
- uv-package-managerSkill
- visual-design-foundationsSkill
- wcag-audit-patternsSkill
- web-component-designSkill
The file
We split this skill into the rules it gives an agent
6 rules. 2 are common, 4 are distinctive, and 0 are very specific to this project.
2
Common
Most of the 16 edited versions we read keep these.
4
Distinctive
This author's own choices. Worth a look.
0
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 16 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.
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