scientific-validation
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git-github
Git workflow and GitHub collaboration patterns including conventional commits, branch naming, PR workflow, and gh CLI usage. Use when creating commits, branches, or pull requests. TRIGGER when: git commit, branch, PR, pull request, merge, gh cli. DO NOT TRIGGER when: code implementation, testing, documentation without git operations.
26library-design-patterns
Two-tier design, progressive enhancement, non-blocking patterns, and security-first architecture for Python libraries. Use when creating or refactoring Python libraries. TRIGGER when: library design, module architecture, reusable component, two-tier. DO NOT TRIGGER when: simple scripts, config files, documentation-only changes.
26state-management-patterns
JSON persistence, atomic writes, file locking, crash recovery, and state versioning patterns. Use when implementing stateful libraries or features requiring persistent state. TRIGGER when: state persistence, atomic write, file locking, crash recovery, checkpoint. DO NOT TRIGGER when: stateless utilities, pure functions, config reads, documentation.
22code-review
10-point code review checklist covering correctness, tests, error handling, type hints, naming, security, and performance. Use when reviewing PRs or evaluating code quality. TRIGGER when: code review, PR review, review checklist, code quality check. DO NOT TRIGGER when: writing new code, debugging, refactoring without review context.
22api-design
REST API design best practices covering versioning, error handling, pagination, and OpenAPI documentation. Use when designing or implementing REST APIs or HTTP endpoints. TRIGGER when: API design, REST endpoint, HTTP route, OpenAPI, swagger, pagination. DO NOT TRIGGER when: internal library code, CLI tools, non-HTTP interfaces.
22skill-integration
Patterns for agent skill discovery, referencing, and composition using progressive disclosure architecture. Use when building agents, composing skills, or optimizing context usage. TRIGGER when: skill discovery, agent integration, skill composition, progressive disclosure. DO NOT TRIGGER when: implementing features, writing tests, documentation-only changes.
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