GitHub
pr-review
Review pull requests for code quality, security, and conventions. Use when reviewing PRs or preparing code for review.
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GitHub
ml-experiment
Track ML experiments with proper logging and reproducibility. Use when training models or running experiments.
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GitHub
python-venv
Manage Python virtual environments and dependencies. Use when setting up projects or installing packages.
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GitHub
git-commit
Create conventional commit messages. Use when committing changes or writing commit messages.
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GitHub
issue-triage
Triage and manage GitHub issues. Use when reviewing issues or planning work.
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GitHub
python-development
Use when writing Python code for clean, performant, and idiomatic implementations
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GitHub
quality-engineering
Use when designing test strategies, implementing test automation, or establishing QA processes
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GitHub
verification-checklist
Use before marking any task complete to ensure all requirements are met
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GitHub
git-workflow
Use when managing Git branches, creating commits, or preparing pull requests
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GitHub
oracle-consultation
Use before invoking Oracle to ensure appropriate usage of this expensive reasoning resource
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GitHub
systematic-debugging
Use when encountering any bug, test failure, or unexpected behavior before proposing fixes
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GitHub
delivery-and-infra
Use when designing multi-cloud infrastructure, CI/CD pipelines, or Kubernetes deployment strategies
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GitHub
aws-development
Use when developing applications for AWS cloud platform with best practices and cost optimization
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GitHub
parallel-exploration
Use when researching unfamiliar code, multiple modules involved, or external libraries referenced
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GitHub
nix-guidelines
Use when writing Nix code for flakes, modules, or packages
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GitHub
frontend-delegation
Use when touching frontend files to classify visual vs logic changes before acting
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GitHub
rust-development
Use when writing Rust code for memory safety, performance, and systems programming
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GitHub
review-architecture
Use when reviewing code for architectural consistency, designing backend systems, or evaluating structural changes
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GitHub
codebase-assessment
Use when starting open-ended tasks in unfamiliar codebases, before following existing patterns
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GitHub
performance-engineering
Use when optimizing performance, profiling bottlenecks, or architecting for scale
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GitHub
test-driven-development
Use when implementing any feature or bugfix before writing implementation code
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GitHub
review-code-quality
Use when reviewing code for quality, security vulnerabilities, and best practices
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GitHub
data-and-sql
Use when writing SQL queries, optimizing database performance, or analyzing data
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GitHub
widget-settings
Widget settings persistence and UI patterns for the .NET 8 WPF widget host app. Use when adding settings to widgets, persisting configuration, or building settings dialogs.
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