技能

将每一个实现决策都建立在官方文档之上。当你想要权威的、有出处引用的、不含过时模式的代码时使用。

Optimize Apache Spark jobs with partitioning, caching, shuffle optimization, and memory tuning. Use when improving Spark performance, debugging slow jobs, or scaling data processing pipelines.

在编码之前先创建规格。当开始一个新项目、新功能或重大变更，且尚不存在规格说明时使用。

Perform a non-destructive cross-artifact consistency and quality analysis across spec.md, plan.md, and tasks.md after task generation.

Generate feature specifications by analyzing existing source code.

Run `specify check` to verify that Spec Kit required tools (git, claude, gemini, code, cursor-agent, windsurf, qwen, opencode, codex, shai, qoder, etc.) are installed and available; interpret results and suggest next steps. Use when the user says "check Spec Kit environment", "specify not working", or "slash commands not showing".

Generate a custom checklist for the current feature based on user requirements.

Identify underspecified areas in the current feature spec by asking up to 5 highly targeted clarification questions and encoding answers back into the spec.

Create or update the project constitution from interactive or provided principle inputs, ensuring all dependent templates stay in sync.

Execute the implementation plan by processing and executing all tasks defined in tasks.md

Run `specify init` in the current or target directory to bootstrap a Spec Kit project (pull .specify/ and slash commands); supports multiple AI agents and --script sh/ps. Use when the user says "initialize Spec Kit project", "specify init", or "set up Spec Kit in this repo".

Install the Specify CLI on the host machine (uv tool install or uvx one-time); supports multiple OS, persistent or one-time install, and corporate or restricted-network environments. Use when the user says "install Spec Kit", "install Specify CLI", or "specify command not found".