brainstorming-skills

Language: English | 繁體中文

Deep-learning-claude-code

This repository includes commands, agents, and skills, which I commonly use.

I hope that this repo can help software engineers who use Python in deep learning work, and other settings can make your work flow more smoothly.

Follow the plugin-marketplaces and skills instructions provided by Anthropic.

Installation

You can install this plugin marketplace in two ways:

In Claude Code CLI:

/plugin add jaaaackieLai/deep-learning-claude-code

In Terminal:

claude plugin add jaaaackieLai/deep-learning-claude-code

What's Included

Agents

Specialized agents that change how Claude works on your tasks:

Agent	Purpose
planner	Creates phased implementation plans with dependencies and risk assessment
tdd-guide	Enforces test-driven development (Red/Green/Refactor) with 80%+ coverage
analyzer	Systematic analysis using one-variable-at-a-time methodology

See Agent Guide for details.

Commands

Slash commands for common workflows:

Command	Purpose
/plan	Create an implementation plan before coding
/tdd	Start a TDD session with test-first methodology
/test-coverage	Analyze coverage and generate missing tests
/update-codemaps	Scan codebase and update architecture docs
/update-docs	Sync documentation from source-of-truth
/commit	Analyze uncommitted changes and create small, focused commits grouped by functionality
/merge-worktree	Merge the current worktree branch into main and clean up

See Command Guide for details.

Skills

Extend Claude's capabilities with specialized knowledge:

Skill	Purpose
scientific-brainstorming	Structured brainstorming for research hypotheses and experimental design
software-brainstorming	Structured brainstorming for software architecture and feature planning
paper	Transform research papers and code repos into reusable skill references via multi-agent council
continuous-learning	Real-time misunderstanding detection and communication optimization
autoresearch	Autonomous experiment loop: modify code, train, evaluate, keep/discard, repeat indefinitely

See Skill Guide for details.

Rules

Reusable rule files for consistent code style. Copy them to your project's rules/ directory or ~/.claude/rules/ for global use.

Rule	Purpose
coding-style	Python coding conventions for deep learning projects: GPU setup, type hints, match statements, tqdm progress bars, Ray Tune subprocess pattern, etc.
comment-style	Comment guidelines based on "comment why, not what": function docs, design comments, why comments, teacher comments, and anti-patterns to avoid

Setup:

# Project-level (applies to one project)
cp rules/*.md /path/to/your-project/rules/

# User-level (applies to all projects)
cp rules/*.md ~/.claude/rules/

Claude Settings

Template CLAUDE.md files and a status line script. Copy and customize for your own setup.

File	Purpose
user-CLAUDE.md	User-level ~/.claude/CLAUDE.md template: TDD cycle, Tidy First, commit rules, agent auto-dispatch, code quality standards
project-CLAUDE.md	Project-level CLAUDE.md template: project structure, code style, testing, security, git workflow
statusline.sh	Custom status line showing model, context usage, and rate limit bars

CLAUDE.md setup:

# User-level (global instructions for all projects)
cp claude-settings/user-CLAUDE.md ~/.claude/CLAUDE.md

# Project-level (edit to fit your project)
cp claude-settings/project-CLAUDE.md /path/to/your-project/CLAUDE.md

Status line setup:

1. Copy the script:

   cp claude-settings/statusline.sh ~/.claude/statusline.sh
   chmod +x ~/.claude/statusline.sh
   

2. Add to ~/.claude/settings.json:

   {
     "statusLine": {
       "type": "command",
       "command": "bash ~/.claude/statusline.sh"
     }
   }
   

Requirements: bash, jq

Official Anthropic Skills

This repository focuses on custom skills for deep learning researchers. We also recommend adding official Anthropic skills (like document processing, MCP builders, etc.) using the Claude Code plugin system:

# Add all Anthropic official skills
claude plugin add anthropic/skills

# Or add specific skill categories
claude plugin add anthropic/skills/document-skills

Available official Anthropic skill categories:

• document-skills: PDF, DOCX, PPTX, XLSX manipulation and analysis
• example-skills: skill-creator, mcp-builder, and other advanced tools