atsushi-green/ds-ai-coding-skills
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A collection of AGENTS.md configurations, skills, and prompts tailored for Data Scientists to maximize productivity with AI coding assistants.
Overview
This is a repository template that integrates with GitHub Copilot / Copilot Agent Mode / Copilot Cloud Agent and Claude Code for secure and consistent data analysis work. This repository supports both and . While having a common docs/agent/ documentation and skill system, it provides dedicated instruction files for each agent. This design avoids large, all-in instruction files and allows tokens to efficiently reference only the information they need. In Claude Code, it is provided as .claude/skills//SKILL.md (which can also be launched in slashes like /plan-analysis), while Copilot continues to provide it as .github/prompts/.prompt.md as task-execution skills. Claude Code and GitHub Copilot skills correspond to two different types. - : .claude/skills/ /SKILL.md ⇔ .github/skills/ /SKILL.md。 Contents are the same except for the relative path notation in skill links. - (Disable-model-invocation: true): .claude/skills/ /SKILL.md ⇔ .github/prompts/ .prompt.md. Converts frontmatter format and synchronizes while maintaining and converting Copilot's ${input:...} placeholders and CLAUDE.md⇔AGENTS.md cross-references. - uv run python scripts/sync_agent_docs.py --check — Determines only the presence or absence of diffs without writing (run_quality_checks.sh / already built into CI. Only differences for normal skills are terminated code 1). - uv run python scripts/sync_agent_docs.py --from claude (or --from github) — **Reflects on the other side. Direction is required (does not automatically check by mtime).
Overview (machine translated)
Related Links
| Links | Contents | |
|---|---|---|
| 📊 | Diagnostic Chart Gallery | Each *-diagnostics skill has specified that it must be output, and the actual data is output and arranged in sequence |
| 📝 | AGENTS.md and Skills for Data Scientists | Router documentation (AGENTS.md) and design of basic skills such as Python, SQL, data processing, and visualization |
| 📝 | Continued: Skills for Data Scientists: Analysis Methods × Diagnostic Visualization Set | *-diagnostics Design and Operation Example of a Skill Group (a mechanism that displays figures and values together) |
Setup
Prerequisites
- Python 3.11
- The UV must be installed
Installation
Main Commands
Directory Structure
Designing the Agent Instruction System
This repository supports three platforms: GitHub Copilot, Claude Code, and Codex. To ensure the same rules apply regardless of the tool, we have a policy of placing the substance of instructions in only one place.
Router documentation (one content provided in two files)
Each tool has a set file name to read, so although there are two files, the content is identical.
## Hard Rules and later matches to verify with CI verification by scripts/sync_agent_docs.py --check.
| File | Reading Tools | Roles |
|---|---|---|
CLAUDE.md |
Claude Code | Hard rules, common commands, conventions, skill routing. Only the ## Skills at the end of skill import) is unique to Claude |
AGENTS.md |
GitHub Copilot (VS Code / CLI / coding agent) and Codex | Same content as above. Only the introduction at the beginning is unique |
Skills and Auxiliary Files
| Path | Reading Tools | Role |
|---|---|---|
.claude/skills/*/SKILL.md |
Common to all three tools | Detailed procedures by task (Python, SQL, data processing, visualization, diagnostics, etc.). No mirror |
.agents/skills |
Codex | Symbolic link to .claude/skills |
| `. |
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Install
npx skillfish add atsushi-green/ds-ai-coding-skills