Use when implementation is complete, all tests pass, and you need to decide how to integrate the work - guides...
Development
Code generation, debugging, testing, and development workflows
Generate descriptive commit messages by analyzing git diffs. Use when the user asks for help writing commit messages...
Expert Montessori guidance for children ages 0-18 based on hands-on Northern European teaching experience and...
Guides developers to scaffold new projects e.g. to develop plugins, and implement clean, consistent HTML layouts...
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Use when planning or implementing Vue 3 projects - helps architect component structure, plan feature implementation,...
根据 git diff 生成符合规范的 commit message;生成后提示用户确认是否发起 commit(不 push),确认后再执行 git...
Review kpiee-designs design docs in GitHub pull requests. Use when asked to review a PR like...
Tinybird Code agent tools and prompts for working with Tinybird projects, datafiles, queries, deployments, and tests.
Testing patterns for behavior-driven tests with proper structure. Use when writing tests or test factories.
Use when implementing any feature or bugfix, before writing implementation code
Test-Driven Development workflow. Use for ALL code changes - features, bug fixes, refactoring. TDD is non-negotiable.
Refactoring assessment and patterns. Use after tests pass (GREEN phase) to assess improvement opportunities.
Guides ecosystem-level refactors of ap-* agents. Use when agents overlap, responsibilities are unclear, or you need...
Comprehensive guide for creating software diagrams using Mermaid syntax. Use when users need to create, visualize,...
Generate navigable code maps for unfamiliar codebases. Use when exploring a new codebase, needing to understand...
Multi-conversation methodology for iterative stateful work with context accumulation. Use when users request work...
A set of resources to help me write all kinds of internal communications, using the formats that my company likes to...
Functional programming patterns with immutable data. Use when writing logic or data transformations.
Working expectations and documentation practices. Use when capturing learnings or understanding how to work with...
Systematic debugging framework ensuring root cause investigation before fixes. Includes four-phase debugging...
Guide for designing and writing ap-* agent specifications. Use when creating a new agent, drafting agent...
Pragmatic coding standards - concise, direct, no over-engineering, no unnecessary comments
Validates development tool installations across Python, Node.js, Java, Go, Rust, C/C++, Git, and system utilities....