Agent skill

GitHub Code Interpreter

by chujianyun in chujianyun/skills

GitHub 源码解读助手。适用于用户提供 GitHub 仓库链接,并希望解读源码、理解原理、分析架构、生成学习报告或快速上手文档时使用。会在 working 目录下生成源码解读和快速上手两份文档。默认先交付初稿,不自动复查;如果用户明确同意,再安排后续复查。不适用于仅克隆仓库或只要一句简介的场景。

Custom licenceAuto-check passed

Install GitHub Code Interpreter

skills CLI
$ npx skills add chujianyun/skills --skill github-code-interpreter -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install chujianyun/skills github-code-interpreter --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/chujianyun/skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/github-code-interpreter .claude/skills/github-code-interpreter && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
github-code-interpreter
GitHub stars
740
Token cost
~611 tokens
SKILL.md length
153 words
Files
4 (incl. scripts, references)
Skills in repo
35
Repo updated
First seen
Licence
Custom licence

At a glance

GitHub 源码解读助手。适用于用户提供 GitHub 仓库链接,并希望解读源码、理解原理、分析架构、生成学习报告或快速上手文档时使用。会在 working 目录下生成源码解读和快速上手两份文档。默认先交付初稿,不自动复查;如果用户明确同意,再安排后续复查。不适用于仅克隆仓库或只要一句简介的场景。

  • Works in 8 steps: 先确认分析范围(必须先做) → 确定工作目录 → 定位仓库 → …
  • SKILL.md covers 设计模式, Gotchas, 适用边界 and 核心交付, plus 3 more sections
  • Runs Python and Shell scripts from its folder; calls python3

What it does

GitHub Code Interpreter is an agent skill from chujianyun/skills. GitHub 源码解读助手。适用于用户提供 GitHub 仓库链接,并希望解读源码、理解原理、分析架构、生成学习报告或快速上手文档时使用。会在 working 目录下生成源码解读和快速上手两份文档。默认先交付初稿,不自动复查;如果用户明确同意,再安排后续复查。不适用于仅克隆仓库或只要一句简介的场景。

Its SKILL.md is about 610 tokens, which your agent loads only when the skill is triggered. The skill folder holds 5 other files, including scripts and reference files (for example `references/report-outline.md`, `scripts/bootstrap_github_analysis.py` and `scripts/review.sh`).

It works with GitHub. The repository describes itself as: WuMing's Claude Skills.

Example prompts

  • “/github-code-interpreter”

Requirements

  • Python 3
  • A Bash shell

Workflow steps

8 steps, taken from the step headings in SKILL.md.

  1. 先确认分析范围(必须先做)
  2. 确定工作目录
  3. 定位仓库
  4. 初始化分析目录
  5. 阅读与分析
  6. 生成两份文档
  7. 交付要求
  8. 复查原则

What it can do on your machine

Read from SKILL.md and the folder at commit 62e7c89. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Ships 2 files in scripts/ (Python and Shell), which the agent can run.

    Shell commands in SKILL.md call:

    • python3

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

GitHub Code Interpreter loads about 611 tokens when it runs, and up to ~2.1k if it reads all its reference files. Until then it costs about 44 tokens; SKILL.md has 153 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~44
When it runs · the whole SKILL.md, loaded when a task matches
~611
With references · SKILL.md plus every file in references/, read only if the agent opens them
~2.1k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.

SKILL.md

Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 153 words (~611 tokens).

name
github-code-interpreter

Read the full SKILL.md on GitHub

Files

SKILL.md and 3 other files (scripts, references) in skills/github-code-interpreter of chujianyun/skills.

  • SKILL.md
  • references/report-outline.md
  • scripts/bootstrap_github_analysis.py
  • scripts/review.sh

Open the folder on GitHubat commit 62e7c89

Compare with similar skills

GitHub Code Interpreter next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

GitHub Code Interpreter compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
GitHub Code Interpreter this skillchujianyun/skills740—~611Automated safety check: PassCustom licence
PR Babysitteropeninterpreter/openinterpreter69k3 repos~4.2kAutomated safety check: PassApache-2.0
Diagnosing Superpowers Sessionsobra/superpowers296k3 repos~1.7kAutomated safety check: PassMIT
GitHub Deep Researchbytedance/deer-flow83k5 repos~1.3kAutomated safety check: PassMIT
Greplooponyx-dot-app/onyx32k4 repos~3.3kAutomated safety check: PassMIT
Update V8 Versionopeninterpreter/openinterpreter69k2 repos~845Automated safety check: PassApache-2.0

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Works with

Questions about GitHub Code Interpreter

What does GitHub Code Interpreter do?

GitHub 源码解读助手。适用于用户提供 GitHub 仓库链接,并希望解读源码、理解原理、分析架构、生成学习报告或快速上手文档时使用。会在 working 目录下生成源码解读和快速上手两份文档。默认先交付初稿,不自动复查;如果用户明确同意,再安排后续复查。不适用于仅克隆仓库或只要一句简介的场景。. GitHub Code Interpreter is an agent skill from chujianyun/skills.

How do I install GitHub Code Interpreter in Claude Code?

Run `npx skills add chujianyun/skills --skill github-code-interpreter -a claude-code`. Or copy the skill folder (skills/github-code-interpreter in chujianyun/skills) into .claude/skills/github-code-interpreter in your project. Claude Code loads it when a task matches its description.

How do I install GitHub Code Interpreter in Codex?

Run `npx skills add chujianyun/skills --skill github-code-interpreter -a codex`. Or copy the skill folder (skills/github-code-interpreter in chujianyun/skills) into .agents/skills/github-code-interpreter in your project. Codex loads it when a task matches its description.

Can I use GitHub Code Interpreter in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add chujianyun/skills --skill github-code-interpreter -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/github-code-interpreter, .gemini/skills/github-code-interpreter, .github/skills/github-code-interpreter and .opencode/skills/github-code-interpreter in your project.

What does GitHub Code Interpreter need to run?

Going by SKILL.md and its folder, GitHub Code Interpreter needs Python and a shell for the scripts in its folder and the command-line tools its instructions call (python3). Our summary lists: Python 3; A Bash shell.

Does GitHub Code Interpreter access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is GitHub Code Interpreter safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does GitHub Code Interpreter use?

GitHub Code Interpreter has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.

How many tokens does GitHub Code Interpreter use?

About 611 tokens (SKILL.md is roughly 2.4k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 1.5k tokens, read only when the agent opens those files.

What are the alternatives to GitHub Code Interpreter?

Skills that share tags, products or a category with GitHub Code Interpreter: PR Babysitter (openinterpreter/openinterpreter, 69k stars), Diagnosing Superpowers Sessions (obra/superpowers, 296k stars), GitHub Deep Research (bytedance/deer-flow, 83k stars) and Greploop (onyx-dot-app/onyx, 32k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains GitHub Code Interpreter?

chujianyun (a GitHub user) maintains it in chujianyun/skills, which has 740 GitHub stars. The repository holds 35 skills in this directory. The repository was last updated on September 25, 2026.

Source: chujianyun/skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.