systematic-debugging
Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes - four-phase framework (root cause investigation, pattern analysis, hypothesis testing, implementation) that ensures u...
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Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes - four-phase framework (root cause investigation, pattern analysis, hypothesis testing, implementation) that ensures u...
Use when creating or developing, before writing code or implementation plans - refines rough ideas into fully-formed designs through collaborative questioning, alternative exploration, and incremental validatio...
Use when writing or changing tests, adding mocks, or tempted to add test-only methods to production code - prevents testing mock behavior, production pollution with test-only methods, and mocking without unders...
Use when errors occur deep in execution and you need to trace back to find the original trigger - systematically traces bugs backward through call stack, adding instrumentation when needed, to identify source o...
Use when design is complete and you need detailed implementation tasks for engineers with zero codebase context - creates comprehensive implementation plans with exact file paths, complete code examples, and ve...
Execute GitHub CLI commands using the correct Homebrew path. Use when interacting with GitHub PRs, issues, repos, or any gh command.
Use when facing 3+ independent failures that can be investigated without shared state or dependencies - dispatches multiple Claude agents to investigate and fix independent problems concurrently
Generate clear, concise commit messages from git diffs. Use when writing commit messages, reviewing staged changes, or formatting git history.
Test-Driven Development guidance. Use during feature-dev Phase 5 (Implementation) or any code implementation. Ensures tests are written BEFORE implementation code, following Red-Green-Refactor cycle.
Manage tasks in Notion. List, create, update tasks. Use for any Notion task-related operations.
Create stacked pull requests for GitHub repositories. Use when breaking large features into sequential, dependent PRs with conventional commit titles. Triggers on requests to create stacked PRs, split work into...
Applies current Go testing best practices. Use when writing or modifying Go test files or advising on Go testing strategies.
Publish the easier package to PyPI. Validates versions, checks git state, updates files, and guides through the complete release workflow. Use when ready to release a new version.
Guide for writing React code without unnecessary useEffect. Use when writing or editing React components. Avoid anti-patterns like derived state, chained state updates, and event handlers in effects.
This skill should be used when the user asks about "AIR", "algebraic intermediate representation", "ZK constraints", "trace design", "constraint soundness", "polynomial commitments", "FRI", "STARK", "lookup arg...
This skill should be used when agents need to extract data from websites, APIs, or web pages. Use when scraping content, fetching structured data, or processing web responses. Key principle: always use programm...
This skill should be used when the user asks about "rust workspace", "rust best practices", "cargo workspace setup", "rust code organization", "rust dependency management", "rust testing strategy", "rust projec...
This skill should be used when the user asks to "coordinate document writing", "manage doc writers", "create a design document with multiple writers", "orchestrate documentation", "delegate doc sections", "cos...
This skill should be used when agents need to log into websites, retrieve passwords, or access credentials. CRITICAL - always use find_credential with the website URL, never guess item names.
This skill should be used when the user asks about "coordinate coding agents", "orchestrate agent team", "manage multiple agents", "vibekanban workflow", "task delegation to agents", "agent swarm coordination",...
Implements Spec-Driven Development (SDD) methodology where specifications drive code generation. Use when users build new features, plan implementations, create technical specs, or want structured development w...
Roast a repository to identify issues, then translate to constructive feedback. Use when user wants code review, wants to find problems, asks to "roast" their code, or wants honest feedback about their codebase...
强制规范:AI 改动模块代码时需同步创建/更新模块文档与索引,保持文档与代码一致。
当用户提到 GitHub URL、GitHub 仓库链接、开源库、或询问特定框架/库的使用方法时,自动使用 context7 MCP 获取最新的文档和代码示例。处理 github.com 链接、npm 包、开源项目参考时触发。
Le classement utilise les étoiles du dépôt GitHub indexé. Plusieurs skills peuvent partager ce nombre : ce n’est ni un nombre d’installations ni une note de qualité.