Agent skill

R Python Runtime Guide

by Jinze-Lee in Jinze-Lee/codex-skills-workbench

Use the bundled R and Python runtime guide. An agent skill from Jinze-Lee/codex-skills-workbench.

No licenceAuto-check passedData & Analytics

Install R Python Runtime Guide

skills CLI
$ npx skills add Jinze-Lee/codex-skills-workbench --skill r-python-runtime-guide -a claude-code

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

GitHub CLI
$ gh skill install Jinze-Lee/codex-skills-workbench r-python-runtime-guide --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/Jinze-Lee/codex-skills-workbench.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/r-python-runtime-guide .claude/skills/r-python-runtime-guide && 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
r-python-runtime-guide
GitHub stars
108
Token cost
~275 tokens
SKILL.md length
104 words
Files
3 (incl. references)
Skills in repo
17
Repo updated
First seen
Licence
None found

At a glance

Use the bundled R and Python runtime guide. An agent skill from Jinze-Lee/codex-skills-workbench.

  • Works in 5 steps: Read references/source-note.md first. → Follow the note's runtime paths,… → Check that the referenced executables… → …
  • Explicitly invokes $r-python-runtime-guide
  • SKILL.md covers Overview, Workflow and Source
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

R Python Runtime Guide is an agent skill from Jinze-Lee/codex-skills-workbench. Use the bundled R and Python runtime guide. Use this skill only when the user explicitly invokes $r-python-runtime-guide. Do not auto-select this skill for general R, Python, runtime, or environment tasks.

Its SKILL.md is about 280 tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files, including reference files (for example `agents/openai.yaml` and `references/source-note.md`).

It sits in Data & Analytics. It works with Python.

When your agent uses it

  • Explicitly invokes $r-python-runtime-guide

Example prompts

  • “/r-python-runtime-guide”

Requirements

  • Python 3

Workflow steps

5 steps, taken from the first numbered list in SKILL.md.

  1. Read references/source-note.md first.
  2. Follow the note's runtime paths, invocation patterns, and environment cautions closely.
  3. Check that the referenced executables still exist before relying on them.
  4. Preserve the original environment intent while adapting to the current machine state.
  5. If the note conflicts with the current user request, follow the current request and explain the adjustment.

What it can do on your machine

Read from SKILL.md and the folder at commit 7aa34a5. 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

    No scripts in the folder and no shell commands in SKILL.md.

    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

R Python Runtime Guide loads about 275 tokens when it runs, and up to ~623 if it reads all its reference files. Until then it costs about 58 tokens; SKILL.md has 104 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~58
When it runs · the whole SKILL.md, loaded when a task matches
~275
With references · SKILL.md plus every file in references/, read only if the agent opens them
~623

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); files beside SKILL.md are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 104 words (~275 tokens).

“Use references/source-note.md as the source of truth for this skill.”

— opening of SKILL.md by Jinze-Lee
name
r-python-runtime-guide

Read the full SKILL.md on GitHub

Files

SKILL.md and 2 other files (references) in skills/r-python-runtime-guide of Jinze-Lee/codex-skills-workbench.

  • SKILL.md
  • agents/openai.yaml
  • references/source-note.md

Open the folder on GitHubat commit 7aa34a5

Compare with similar skills

R Python Runtime Guide 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.

R Python Runtime Guide compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
R Python Runtime Guide this skillJinze-Lee/codex-skills-workbench108—~275Automated safety check: PassNone
Scikit LearnzLanqing/codex-claude-academic-skills4.6k17 repos~3.9kAutomated safety check: PassBSD-3-Clause
TimesFM Forecastinggoogle-research/timesfm34k—~4.7kAutomated safety check: PassApache-2.0
Excel and CSV Data Analysisbytedance/deer-flow83k4 repos~2.2kAutomated safety check: PassMIT
StatsmodelszLanqing/codex-claude-academic-skills4.6k16 repos~4.9kAutomated safety check: PassBSD-3-Clause
Scientific Figure MakingChenLiu-1996/figures4papers8.1k—~557Automated safety check: PassCustom licence

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Works with

Questions about R Python Runtime Guide

What does R Python Runtime Guide do?

Use the bundled R and Python runtime guide. An agent skill from Jinze-Lee/codex-skills-workbench. R Python Runtime Guide is an agent skill from Jinze-Lee/codex-skills-workbench. Use the bundled R and Python runtime guide.

When should I use R Python Runtime Guide?

R Python Runtime Guide fits situations like: explicitly invokes $r-python-runtime-guide.

How do I install R Python Runtime Guide in Claude Code?

Run `npx skills add Jinze-Lee/codex-skills-workbench --skill r-python-runtime-guide -a claude-code`. Or copy the skill folder (skills/r-python-runtime-guide in Jinze-Lee/codex-skills-workbench) into .claude/skills/r-python-runtime-guide in your project. Claude Code loads it when a task matches its description.

How do I install R Python Runtime Guide in Codex?

Run `npx skills add Jinze-Lee/codex-skills-workbench --skill r-python-runtime-guide -a codex`. Or copy the skill folder (skills/r-python-runtime-guide in Jinze-Lee/codex-skills-workbench) into .agents/skills/r-python-runtime-guide in your project. Codex loads it when a task matches its description.

Can I use R Python Runtime Guide 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 Jinze-Lee/codex-skills-workbench --skill r-python-runtime-guide -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/r-python-runtime-guide, .gemini/skills/r-python-runtime-guide, .github/skills/r-python-runtime-guide and .opencode/skills/r-python-runtime-guide in your project.

What does R Python Runtime Guide need to run?

SKILL.md names no scripts, command-line tools or credentials: R Python Runtime Guide is instructions for the agent only. Our summary lists: Python 3.

Does R Python Runtime Guide 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 R Python Runtime Guide 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. Review the folder before installing.

What licence does R Python Runtime Guide use?

No licence was found for R Python Runtime Guide or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does R Python Runtime Guide use?

About 275 tokens (SKILL.md is roughly 1.1k 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 348 tokens, read only when the agent opens those files.

What are the alternatives to R Python Runtime Guide?

Skills that share tags, products or a category with R Python Runtime Guide: Scikit Learn (zLanqing/codex-claude-academic-skills, 4.6k stars), TimesFM Forecasting (google-research/timesfm, 34k stars), Excel and CSV Data Analysis (bytedance/deer-flow, 83k stars) and Statsmodels (zLanqing/codex-claude-academic-skills, 4.6k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains R Python Runtime Guide?

Jinze-Lee (a GitHub user) maintains it in Jinze-Lee/codex-skills-workbench, which has 108 GitHub stars. The repository holds 17 skills in this directory. The repository was last updated on May 2, 2026.

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