Environment Triage

Unit-aware computation with Pint - convert units, dimensional analysis, unit arithmetic

Create git commits with user approval and no Claude attribution

Show users how Continuous Claude works - the opinionated setup with hooks, memory, and coordination

Check reference SDK implementations using btca ask

Computational geometry with Shapely - create geometries, boolean operations, measurements, predicates

Create handoff document for transferring work to another session

Choose the right search tool for each query type

Git Commit Rules

Deterministic router for math cognitive stack - maps user intent to exact CLI commands

Create and configure Claude Code sub-agents with custom prompts, tools, and models

Meta-skill workflow orchestrator for bug investigation and resolution. Routes to debug, implement, test, and commit based on scope.

Implement technical plans from thoughts/shared/plans with verification

Comprehensive code review workflow - parallel specialized reviews → synthesis

Search past reasoning for relevant decisions and approaches

Hook Development Rules

Identify failure modes before they occur using structured risk analysis

Diagnose and fix bugs using runtime execution traces. Use when debugging errors, analyzing failures, or finding root causes in Python, Node.js, or Java applications.

Implement Server-Sent Events for real-time server-to-client updates. Use for live feeds, notifications, and streaming data.

多源内容智能处理器：支持微信公众号、网页、YouTube、PDF、Markdown等，自动上传到NotebookLM并生成播客/PPT/思维导图等多种格式