Hybrid-Engine Data Analysis
code-yeongyu/oh-my-openagent
Analyzes CSV, Parquet and JSON data with DuckDB, Polars, numpy and matplotlib, preferring a persistent kernel over repeated one-shot processes.
Agent skill
R Python Translation
by brycewang-stanford in brycewang-stanford/Auto-Empirical-Research-Skills
R-to-Python translation for data analysis. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills.
Install R Python Translation
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill r-python-translation -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills r-python-translation --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/r-python-translation .claude/skills/r-python-translation && rm -rf skills-srcUse ~/.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/
Install the "r-python-translation" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/r-python-translation into .claude/skills/r-python-translation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "r-python-translation", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/r-python-translationType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill r-python-translation -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills r-python-translation --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/r-python-translation .agents/skills/r-python-translation && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "r-python-translation" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/r-python-translation into .agents/skills/r-python-translation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "r-python-translation", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill r-python-translation -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills r-python-translation --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/r-python-translation .cursor/skills/r-python-translation && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "r-python-translation" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/r-python-translation into .cursor/skills/r-python-translation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "r-python-translation", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git --path skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/r-python-translation--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill r-python-translation -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills r-python-translation --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/r-python-translation .gemini/skills/r-python-translation && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "r-python-translation" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/r-python-translation into .gemini/skills/r-python-translation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "r-python-translation", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills r-python-translationInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill r-python-translation -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/r-python-translation .github/skills/r-python-translation && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "r-python-translation" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/r-python-translation into .github/skills/r-python-translation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "r-python-translation", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill r-python-translation -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills r-python-translation --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/r-python-translation .opencode/skills/r-python-translation && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "r-python-translation" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/r-python-translation into .opencode/skills/r-python-translation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "r-python-translation", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
r-python-translation- GitHub stars
- 4.5k
- Token cost
- ~5.5k tokens
- SKILL.md length
- 1,827 words
- Files
- 11 (incl. references)
- Skills in repo
- 369
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
R-to-Python translation for data analysis. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills.
- Works in 5 steps: R user auditing DAAF Python code and… → Agent annotating code with R-equivalent… → R user learning Python for data analysis… → …
- User has R background
- SKILL.md covers What This Skill Does, How to Use This Skill, Quick Decision Trees and Package Mapping Overview, plus 5 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
R Python Translation is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. R-to-Python translation for data analysis. Maps R packages (tidyverse, ggplot2, fixest, survey, sf, plm) to Python equivalents (polars, plotnine, pyfixest, svy, geopandas). Use when user has R background or requests R-equivalent code comments.
Its SKILL.md is about 5.5k tokens, which your agent loads only when the skill is triggered. The skill folder holds 11 other files, including reference files (for example `references/causal-inference.md`, `references/external-resources.md` and `references/gotchas.md`).
It sits in Data & Analytics, covering Translation, Geospatial analysis and Technical documentation. It works with Python and Polars. The repository describes itself as: 🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库，覆盖8大社会科学学科的实证研究。CoPaper.AI…
When your agent uses it
- User has R background
- Requests R-equivalent code comments
Example prompts
- “/r-python-translation”
Requirements
- Python 3
- Docker
Workflow steps
5 steps, taken from the first numbered list in SKILL.md.
- R user auditing DAAF Python code and needing to understand what operations are being performed
- Agent annotating code with R-equivalent comments for an R-background researcher
- R user learning Python for data analysis and needing a conceptual bridge
- Translating a specific R operation or idiom to its Python equivalent
- Understanding where R tools have no direct Python equivalent (and what the workaround is)
What it can do on your machine
Read from SKILL.md and the folder at commit 9fa87d8. 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 (its code samples are python).
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 Translation loads about 5.5k tokens when it runs, and up to ~65k if it reads all its reference files. Until then it costs about 66 tokens; SKILL.md has 1,827 words of instructions outside code blocks.
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
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 1,827 words (~5,486 tokens).
“R-to-Python translation reference for quantitative social science data analysis. Maps R ecosystem packages (tidyverse/dplyr, ggplot2, fixest, survey, sf, plm, lme4, marginaleffects, rdrobust) to DAAF Python equivalents (polars, plotnine, pyfixest, statsmodels, linearmodels, svy, geopandas). Use when user mentions R/RStudio background, requests…”
- name
- r-python-translation
- metadata.audience
- research-coders
- metadata.domain
- research-methodology
- metadata.skill-last-updated
- 2026-03-28
Files
SKILL.md and 10 other files (references) in skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/r-python-translation of brycewang-stanford/Auto-Empirical-Research-Skills.
- SKILL.md
- references/causal-inference.md
- references/external-resources.md
- references/gotchas.md
- references/paradigm-differences.md
- references/polars-dplyr.md
- references/polars-strings-dates-factors.md
- references/regression-modeling.md
- references/survey-spatial-ml.md
- references/visualization.md
- references/workflow-environment.md
Open the folder on GitHubat commit 9fa87d8
Compare with similar skills
R Python Translation 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| R Python Translation this skillbrycewang-stanford/Auto-Empirical-Research-Skills | 4.5k | — | ~5.5k | Automated safety check: Pass | Custom licence | |
| Hybrid-Engine Data Analysiscode-yeongyu/oh-my-openagent | 70k | — | ~1.4k | Automated safety check: Pass | Custom licence | |
| Python Executorcortega26/chile-hub | 113 | 2 repos | ~1.5k | Automated safety check: Pass | MIT | |
| Pandas ProJeffallan/claude-skills | 12k | 1 repos | ~1.5k | Automated safety check: Pass | MIT | |
| GeoPandas Spatial Analysisdavila7/claude-code-templates | 32k | 10 repos | ~1.8k | Automated safety check: Pass | MIT | |
| Optimuskgmims-harvard/OptimusKG | 146 | — | ~1.9k | Automated safety check: Pass | MIT |
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Optimuskg
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Setup Workspace
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Detect an existing ML workspace or scaffold a fresh one via python -m skoreskills scaffold --package <pkg.
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Related
Categories
Questions about R Python Translation
What does R Python Translation do?
R-to-Python translation for data analysis. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. R Python Translation is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. R-to-Python translation for data analysis.
When should I use R Python Translation?
R Python Translation fits situations like: user has R background; requests R-equivalent code comments.
How do I install R Python Translation in Claude Code?
Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill r-python-translation -a claude-code`. Or copy the skill folder (skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/r-python-translation in brycewang-stanford/Auto-Empirical-Research-Skills) into .claude/skills/r-python-translation in your project. Claude Code loads it when a task matches its description.
How do I install R Python Translation in Codex?
Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill r-python-translation -a codex`. Or copy the skill folder (skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/r-python-translation in brycewang-stanford/Auto-Empirical-Research-Skills) into .agents/skills/r-python-translation in your project. Codex loads it when a task matches its description.
Can I use R Python Translation 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 brycewang-stanford/Auto-Empirical-Research-Skills --skill r-python-translation -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-translation, .gemini/skills/r-python-translation, .github/skills/r-python-translation and .opencode/skills/r-python-translation in your project.
What does R Python Translation need to run?
SKILL.md names no scripts, command-line tools or credentials: R Python Translation is instructions for the agent only. Our summary lists: Python 3; Docker.
Does R Python Translation 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 Translation 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 Translation use?
R Python Translation 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 R Python Translation use?
About 5.5k tokens (SKILL.md is roughly 22k 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 59k tokens, read only when the agent opens those files.
What are the alternatives to R Python Translation?
Skills that share tags, products or a category with R Python Translation: Hybrid-Engine Data Analysis (code-yeongyu/oh-my-openagent, 70k stars), Python Executor (cortega26/chile-hub, 113 stars), Pandas Pro (Jeffallan/claude-skills, 12k stars) and GeoPandas Spatial Analysis (davila7/claude-code-templates, 32k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains R Python Translation?
brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Auto-Empirical-Research-Skills, which has 4,517 GitHub stars. The repository holds 369 skills in this directory. The repository was last updated on October 5, 2026.
Source: brycewang-stanford/Auto-Empirical-Research-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.