Analysis Graphing
clshortfuse/renodx
RenoDX workflow for creating readable analysis graphs and plots from shader math, CSVs, EXRs, LUTs, hue sweeps, tone curves, gamut comparisons, energy/scalar maps, and test-pattern statistics.
Agent skill
Regression Table
by brycewang-stanford in brycewang-stanford/Auto-Empirical-Research-Skills
Formats estimation output as a publication-quality regression table with stars, SEs, and fit statistics.
Install Regression Table
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill regression-table -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills regression-table --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/29-quarcs-lab-project20XXy/dot-claude/skills/regression-table .claude/skills/regression-table && 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 "regression-table" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/29-quarcs-lab-project20XXy/dot-claude/skills/regression-table into .claude/skills/regression-table/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "regression-table", 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/29-quarcs-lab-project20XXy/dot-claude/skills/regression-tableType 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 regression-table -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills regression-table --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/29-quarcs-lab-project20XXy/dot-claude/skills/regression-table .agents/skills/regression-table && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "regression-table" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/29-quarcs-lab-project20XXy/dot-claude/skills/regression-table into .agents/skills/regression-table/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "regression-table", 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 regression-table -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills regression-table --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/29-quarcs-lab-project20XXy/dot-claude/skills/regression-table .cursor/skills/regression-table && 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 "regression-table" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/29-quarcs-lab-project20XXy/dot-claude/skills/regression-table into .cursor/skills/regression-table/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "regression-table", 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/29-quarcs-lab-project20XXy/dot-claude/skills/regression-table--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 regression-table -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills regression-table --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/29-quarcs-lab-project20XXy/dot-claude/skills/regression-table .gemini/skills/regression-table && 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 "regression-table" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/29-quarcs-lab-project20XXy/dot-claude/skills/regression-table into .gemini/skills/regression-table/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "regression-table", 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 regression-tableInstalls 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 regression-table -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/29-quarcs-lab-project20XXy/dot-claude/skills/regression-table .github/skills/regression-table && 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 "regression-table" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/29-quarcs-lab-project20XXy/dot-claude/skills/regression-table into .github/skills/regression-table/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "regression-table", 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 regression-table -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 regression-table --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/29-quarcs-lab-project20XXy/dot-claude/skills/regression-table .opencode/skills/regression-table && 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 "regression-table" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/29-quarcs-lab-project20XXy/dot-claude/skills/regression-table into .opencode/skills/regression-table/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "regression-table", 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
regression-table- GitHub stars
- 4.5k
- Token cost
- ~645 tokens
- SKILL.md length
- 290 words
- Files
- 1
- Skills in repo
- 364
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Formats estimation output as a publication-quality regression table with stars, SEs, and fit statistics.
- Works in 6 steps: Identify the source notebook and the… → Ask the user for table specifications → Construct the table following academic… → …
- Creating a results table
- SKILL.md covers Arguments, Steps and Error handling
- Calls uv
What it does
Regression Table is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Formats estimation output as a publication-quality regression table with stars, SEs, and fit statistics. Use when creating a results table.
Its SKILL.md is about 650 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Data & Analytics, covering Data visualization and Statistics. 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
- Creating a results table
- Tasks that involve Data visualization
- Tasks that involve Statistics
Example prompts
- “Use the regression-table skill to format estimation output as a publication-quality regression table with stars, SEs, and fit statistics”
- “/regression-table”
Requirements
- Pre-approved tools (allowed-tools): Bash, Read, Write, Edit, Glob, Grep
Workflow steps
6 steps, taken from the first numbered list in SKILL.md.
- Identify the source notebook and the estimation output
- Ask the user for table specifications
- Construct the table following academic conventions
- Create or update a cell in the specified notebook with
- Sync the Jupytext pair
- Show the user the embed shortcode to paste into index.qmd
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 these tools, so the agent can use them without asking each time:
BashReadWriteEditGlobGrep
From allowed-tools in the SKILL.md frontmatter.
Runs code
Shell commands in SKILL.md call:
uv
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use uv, which can reach the network depending on how they are called.
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
Regression Table loads about 645 tokens when it runs. Until then it costs about 39 tokens; SKILL.md has 290 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: notes
The automated check noted patterns worth knowing about, such as sudo or a known installer.
- NotePre-approves every shell command (allowed-tools: Bash)SKILL.md
allowed-tools: Bash, Read, Write, Edit, Glob, Grep
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 290 words (~645 tokens).
“Create a publication-quality regression table from estimation output in a notebook.”
- name
- regression-table
- allowed-tools
- Bash, Read, Write, Edit, Glob, Grep
- argument-hint
- <notebook> [description]
Files
Just SKILL.md in skills/29-quarcs-lab-project20XXy/dot-claude/skills/regression-table of brycewang-stanford/Auto-Empirical-Research-Skills.
Open the folder on GitHubat commit 9fa87d8
Compare with similar skills
Regression Table 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 |
|---|---|---|---|---|---|---|
| Regression Table this skillbrycewang-stanford/Auto-Empirical-Research-Skills | 4.5k | — | ~645 | Automated safety check: Notes | Custom licence | |
| Analysis Graphingclshortfuse/renodx | 4.4k | — | ~1.1k | Automated safety check: Pass | MIT | |
| CSV Data Analysis5zjk5/prompt-engineering | 127 | — | ~2.6k | Automated safety check: Pass | None | |
| Experiment Results Analysis for PapersLigphiDonk/Oh-my--paper | 738 | — | ~3k | Automated safety check: Pass | MIT | |
| Data Analysisfastclaw-ai/fastclaw | 1.4k | — | ~410 | Automated safety check: Pass | Custom licence | |
| Results AnalysisGalaxy-Dawn/claude-scholar | 5.7k | 2 repos | ~2.4k | Automated safety check: Pass | MIT |
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Related
Categories
Questions about Regression Table
What does Regression Table do?
Formats estimation output as a publication-quality regression table with stars, SEs, and fit statistics. Regression Table is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Formats estimation output as a publication-quality regression table with stars, SEs, and fit statistics.
When should I use Regression Table?
Regression Table fits situations like: creating a results table; tasks that involve Data visualization; tasks that involve Statistics.
How do I install Regression Table in Claude Code?
Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill regression-table -a claude-code`. Or copy the skill folder (skills/29-quarcs-lab-project20XXy/dot-claude/skills/regression-table in brycewang-stanford/Auto-Empirical-Research-Skills) into .claude/skills/regression-table in your project. Claude Code loads it when a task matches its description.
How do I install Regression Table in Codex?
Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill regression-table -a codex`. Or copy the skill folder (skills/29-quarcs-lab-project20XXy/dot-claude/skills/regression-table in brycewang-stanford/Auto-Empirical-Research-Skills) into .agents/skills/regression-table in your project. Codex loads it when a task matches its description.
Can I use Regression Table 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 regression-table -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/regression-table, .gemini/skills/regression-table, .github/skills/regression-table and .opencode/skills/regression-table in your project.
What does Regression Table need to run?
Going by SKILL.md and its folder, Regression Table needs the command-line tools its instructions call (uv). Its frontmatter pre-approves these tools: Bash, Read, Write, Edit, Glob, Grep.
Does Regression Table access the network?
SKILL.md contains no URLs. Its commands use uv, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Is Regression Table safe to install?
Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.
What licence does Regression Table use?
Regression Table 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 Regression Table use?
About 645 tokens (SKILL.md is roughly 2.6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Regression Table?
Skills that share tags, products or a category with Regression Table: Analysis Graphing (clshortfuse/renodx, 4.4k stars), CSV Data Analysis (5zjk5/prompt-engineering, 127 stars), Experiment Results Analysis for Papers (LigphiDonk/Oh-my--paper, 738 stars) and Data Analysis (fastclaw-ai/fastclaw, 1.4k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Regression Table?
brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Auto-Empirical-Research-Skills, which has 4,529 GitHub stars. The repository holds 364 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.