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Pandas Pro skill

Clean, reshape and summarize tables in Python with pandas, the fast and checked way.

A Premium skill. Premium opens soon.

By
Jeffallan
Licence
MIT
Installs
5.6K
Works in
17 apps
No example output yet, so this is the start of the skill’s own instructions.

What Pandas Pro makes

Pandas Pro helps your AI write Python code that cleans and analyzes tables with pandas, the most used Python tool for data. It covers joining tables, pivoting, fixing missing values, grouping and totals, changing data types and working with dates.

Its method is to look at the data first, plan the change, write it in a fast way (no slow row-by-row loops), then check the result with row counts and null counts before you trust it. It also has tips for large files.

Best for: People who want Python to wrangle spreadsheet-style data and need the code to be correct.

  • Five-step flow: assess, design, implement, validate, optimize
  • Reference notes on cleaning, groupby, merging and performance
  • Before and after examples: vectorized code instead of loops, safe use of .loc and .copy()
  • Merge with validation so joins do not quietly duplicate rows
  • Time series resampling and missing-value filling

Example prompts

Type something like this once the skill is added. Your app opens the skill when the request matches.

  • Load sales.csv with pandas, fix the date column and give me monthly totals by region

  • Merge these two Excel sheets on customer id and tell me which rows did not match

  • Fill the gaps in this daily time series and plot nothing, just return the table

  • My pandas script is slow on a 2 million row file. How do I speed it up?

What’s inside

7 files in the skill folder, with its MIT licence kept inside. Only text instructions and reference files, no program files.

  • SKILL.md the instructions
  • references/ 5 files
  • LICENSE licence

Which apps it works in

A skill is a folder of plain files, so any app that reads the open skills format can use it. Pick your app for its page.

How to add Pandas Pro to your app

Step by step for each app. We say where to click, so you never need to leave this page.

ChatGPTby OpenAI
  1. 1 Download the skill (.zip) with the button at the top of this page, then unzip it.
  2. 2 Open the ChatGPT desktop app and look for Skills in the sidebar, where standalone skills are listed.
  3. 3 Add the “pandas-pro” folder there if your version offers it. If you do not see Skills yet, use this skill in Claude or Codex instead.
  4. 4 In a chat, type @ and pick the skill, or just ask. Ask for what you want, for example: “Load sales.csv with pandas, fix the date column and give me monthly totals by region”

To make your own, describe the workflow to @skill-creator in ChatGPT Work and it drafts a skill for you.

More ChatGPT skills

Claude appby Anthropic
  1. 1 Download the skill (.zip) with the button at the top of this page.
  2. 2 In the Claude app, open Settings > Features.
  3. 3 Upload the .zip file.
  4. 4 Ask for what you want, for example: “Load sales.csv with pandas, fix the date column and give me monthly totals by region”

The current Claude Help Center lists Free, Pro, Max, Team and Enterprise. Organization policy can restrict uploads and sharing. Chat runs code in an isolated environment; uploading a skill does not give it your local project, coding-agent tools or unrestricted network access.

More Claude app skills

Codexby OpenAI
  1. 1 Download the skill (.zip) with the button at the top of this page, then unzip it.
  2. 2 Move the “pandas-pro” folder into your skills folder:~/.agents/skills
  3. 3 Or paste the install prompt below into Codex and let it do the copying.
  4. 4 Start a new session. Ask for what you want, for example: “Load sales.csv with pandas, fix the date column and give me monthly totals by region”

Install prompt: paste this into Codex

I downloaded the agent skill "Pandas Pro" as pandas-pro.zip. Unzip it and copy the pandas-pro folder into ~/.agents/skills. Before you finish, list every file it contains, show me any scripts and what they do, and stop if anything asks for passwords, API keys or downloads from other websites.

To use the skill in one project only, put it in .agents/skills inside that project instead.

More Codex skills

Claude Codeby Anthropic
  1. 1 Download the skill (.zip) with the button at the top of this page, then unzip it.
  2. 2 Move the “pandas-pro” folder into your skills folder:~/.claude/skills
  3. 3 Or paste the install prompt below into Claude Code and let it do the copying.
  4. 4 Start a new session. Ask for what you want, for example: “Load sales.csv with pandas, fix the date column and give me monthly totals by region”

Install prompt: paste this into Claude Code

I downloaded the agent skill "Pandas Pro" as pandas-pro.zip. Unzip it and copy the pandas-pro folder into ~/.claude/skills. Before you finish, list every file it contains, show me any scripts and what they do, and stop if anything asks for passwords, API keys or downloads from other websites.

Built-in installer: claude plugin marketplace add <owner/repo>

Built-in installer: claude plugin install <plugin>@<marketplace>

To use the skill in one project only, put it in .claude/skills inside that project instead.

More Claude Code skills

Cursor
  1. 1 Download the skill (.zip) with the button at the top of this page, then unzip it.
  2. 2 Move the “pandas-pro” folder into your skills folder:~/.cursor/skills
  3. 3 Or paste the install prompt below into Cursor and let it do the copying.
  4. 4 Start a new session. Ask for what you want, for example: “Load sales.csv with pandas, fix the date column and give me monthly totals by region”

Install prompt: paste this into Cursor

I downloaded the agent skill "Pandas Pro" as pandas-pro.zip. Unzip it and copy the pandas-pro folder into ~/.cursor/skills. Before you finish, list every file it contains, show me any scripts and what they do, and stop if anything asks for passwords, API keys or downloads from other websites.

To use the skill in one project only, put it in .cursor/skills inside that project instead. Cursor also reads ~/.agents/skills, ~/.claude/skills, ~/.codex/skills.

More Cursor skills

GitHub Copilotby GitHub
  1. 1 Download the skill (.zip) with the button at the top of this page, then unzip it.
  2. 2 Move the “pandas-pro” folder into your skills folder:~/.copilot/skills
  3. 3 Or paste the install prompt below into GitHub Copilot and let it do the copying.
  4. 4 Start a new session. Ask for what you want, for example: “Load sales.csv with pandas, fix the date column and give me monthly totals by region”

Install prompt: paste this into GitHub Copilot

I downloaded the agent skill "Pandas Pro" as pandas-pro.zip. Unzip it and copy the pandas-pro folder into ~/.copilot/skills. Before you finish, list every file it contains, show me any scripts and what they do, and stop if anything asks for passwords, API keys or downloads from other websites.

Built-in installer: gh skill install <owner/repo> <skill> --agent github-copilot --scope user

To use the skill in one project only, put it in .github/skills inside that project instead. GitHub Copilot also reads ~/.agents/skills.

More GitHub Copilot skills

Gemini CLIby Google
  1. 1 Download the skill (.zip) with the button at the top of this page, then unzip it.
  2. 2 Move the “pandas-pro” folder into your skills folder:~/.gemini/skills
  3. 3 Or paste the install prompt below into Gemini CLI and let it do the copying.
  4. 4 Start a new session. Ask for what you want, for example: “Load sales.csv with pandas, fix the date column and give me monthly totals by region”

Install prompt: paste this into Gemini CLI

I downloaded the agent skill "Pandas Pro" as pandas-pro.zip. Unzip it and copy the pandas-pro folder into ~/.gemini/skills. Before you finish, list every file it contains, show me any scripts and what they do, and stop if anything asks for passwords, API keys or downloads from other websites.

Built-in installer: gemini skills install <git-url>

To use the skill in one project only, put it in .gemini/skills inside that project instead. Gemini CLI also reads ~/.agents/skills.

More Gemini CLI skills

Windsurf
  1. 1 Download the skill (.zip) with the button at the top of this page, then unzip it.
  2. 2 Move the “pandas-pro” folder into your skills folder:~/.codeium/windsurf/skills
  3. 3 Or paste the install prompt below into Windsurf and let it do the copying.
  4. 4 Start a new session. Ask for what you want, for example: “Load sales.csv with pandas, fix the date column and give me monthly totals by region”

Install prompt: paste this into Windsurf

I downloaded the agent skill "Pandas Pro" as pandas-pro.zip. Unzip it and copy the pandas-pro folder into ~/.codeium/windsurf/skills. Before you finish, list every file it contains, show me any scripts and what they do, and stop if anything asks for passwords, API keys or downloads from other websites.

To use the skill in one project only, put it in .windsurf/skills inside that project instead.

More Windsurf skills

Kiro
  1. 1 Download the skill (.zip) with the button at the top of this page, then unzip it.
  2. 2 Move the “pandas-pro” folder into your skills folder:~/.kiro/skills
  3. 3 Or paste the install prompt below into Kiro and let it do the copying.
  4. 4 Start a new session. Ask for what you want, for example: “Load sales.csv with pandas, fix the date column and give me monthly totals by region”

Install prompt: paste this into Kiro

I downloaded the agent skill "Pandas Pro" as pandas-pro.zip. Unzip it and copy the pandas-pro folder into ~/.kiro/skills. Before you finish, list every file it contains, show me any scripts and what they do, and stop if anything asks for passwords, API keys or downloads from other websites.

To use the skill in one project only, put it in .kiro/skills inside that project instead.

More Kiro skills

Antigravityby Google
  1. 1 Download the skill (.zip) with the button at the top of this page, then unzip it.
  2. 2 Move the “pandas-pro” folder into your skills folder:~/.gemini/antigravity/skills
  3. 3 Or paste the install prompt below into Antigravity and let it do the copying.
  4. 4 Start a new session. Ask for what you want, for example: “Load sales.csv with pandas, fix the date column and give me monthly totals by region”

Install prompt: paste this into Antigravity

I downloaded the agent skill "Pandas Pro" as pandas-pro.zip. Unzip it and copy the pandas-pro folder into ~/.gemini/antigravity/skills. Before you finish, list every file it contains, show me any scripts and what they do, and stop if anything asks for passwords, API keys or downloads from other websites.

To use the skill in one project only, put it in .agents/skills inside that project instead.

More Antigravity skills

OpenCode
  1. 1 Download the skill (.zip) with the button at the top of this page, then unzip it.
  2. 2 Move the “pandas-pro” folder into your skills folder:~/.config/opencode/skills
  3. 3 Or paste the install prompt below into OpenCode and let it do the copying.
  4. 4 Start a new session. Ask for what you want, for example: “Load sales.csv with pandas, fix the date column and give me monthly totals by region”

Install prompt: paste this into OpenCode

I downloaded the agent skill "Pandas Pro" as pandas-pro.zip. Unzip it and copy the pandas-pro folder into ~/.config/opencode/skills. Before you finish, list every file it contains, show me any scripts and what they do, and stop if anything asks for passwords, API keys or downloads from other websites.

To use the skill in one project only, put it in .opencode/skills inside that project instead. OpenCode also reads ~/.agents/skills, ~/.claude/skills.

More OpenCode skills

Cline
  1. 1 Download the skill (.zip) with the button at the top of this page, then unzip it.
  2. 2 Move the “pandas-pro” folder into your skills folder:~/.agents/skills
  3. 3 Or paste the install prompt below into Cline and let it do the copying.
  4. 4 Start a new session. Ask for what you want, for example: “Load sales.csv with pandas, fix the date column and give me monthly totals by region”

Install prompt: paste this into Cline

I downloaded the agent skill "Pandas Pro" as pandas-pro.zip. Unzip it and copy the pandas-pro folder into ~/.agents/skills. Before you finish, list every file it contains, show me any scripts and what they do, and stop if anything asks for passwords, API keys or downloads from other websites.

To use the skill in one project only, put it in .agents/skills inside that project instead.

More Cline skills

Amp
  1. 1 Download the skill (.zip) with the button at the top of this page, then unzip it.
  2. 2 Move the “pandas-pro” folder into your skills folder:~/.config/agents/skills
  3. 3 Or paste the install prompt below into Amp and let it do the copying.
  4. 4 Start a new session. Ask for what you want, for example: “Load sales.csv with pandas, fix the date column and give me monthly totals by region”

Install prompt: paste this into Amp

I downloaded the agent skill "Pandas Pro" as pandas-pro.zip. Unzip it and copy the pandas-pro folder into ~/.config/agents/skills. Before you finish, list every file it contains, show me any scripts and what they do, and stop if anything asks for passwords, API keys or downloads from other websites.

Built-in installer: amp skill add <github-url> --global

To use the skill in one project only, put it in .agents/skills inside that project instead. Amp also reads ~/.agents/skills, ~/.config/amp/skills, ~/.claude/skills.

More Amp skills

Gooseby Block
  1. 1 Download the skill (.zip) with the button at the top of this page, then unzip it.
  2. 2 Move the “pandas-pro” folder into your skills folder:~/.agents/skills
  3. 3 Or paste the install prompt below into Goose and let it do the copying.
  4. 4 Start a new session. Ask for what you want, for example: “Load sales.csv with pandas, fix the date column and give me monthly totals by region”

Install prompt: paste this into Goose

I downloaded the agent skill "Pandas Pro" as pandas-pro.zip. Unzip it and copy the pandas-pro folder into ~/.agents/skills. Before you finish, list every file it contains, show me any scripts and what they do, and stop if anything asks for passwords, API keys or downloads from other websites.

To use the skill in one project only, put it in .agents/skills inside that project instead. Goose also reads ~/.claude/skills.

More Goose skills

OpenClaw
  1. 1 Download the skill (.zip) with the button at the top of this page, then unzip it.
  2. 2 Move the “pandas-pro” folder into your skills folder:~/.openclaw/skills
  3. 3 Or paste the install prompt below into OpenClaw and let it do the copying.
  4. 4 Start a new session. Ask for what you want, for example: “Load sales.csv with pandas, fix the date column and give me monthly totals by region”

Install prompt: paste this into OpenClaw

I downloaded the agent skill "Pandas Pro" as pandas-pro.zip. Unzip it and copy the pandas-pro folder into ~/.openclaw/skills. Before you finish, list every file it contains, show me any scripts and what they do, and stop if anything asks for passwords, API keys or downloads from other websites.

Built-in installer: openclaw skills install @owner/<slug>

Built-in installer: openclaw skills install @owner/<slug> --global

Built-in installer: openclaw skills install git:owner/repo@ref

To use the skill in one project only, put it in skills inside that project instead. OpenClaw also reads ~/.agents/skills.

More OpenClaw skills

Hermes Agentby Nous Research
  1. 1 Download the skill (.zip) with the button at the top of this page, then unzip it.
  2. 2 Move the “pandas-pro” folder into your skills folder:~/.hermes/skills
  3. 3 Or paste the install prompt below into Hermes Agent and let it do the copying.
  4. 4 Start a new session. Ask for what you want, for example: “Load sales.csv with pandas, fix the date column and give me monthly totals by region”

Install prompt: paste this into Hermes Agent

I downloaded the agent skill "Pandas Pro" as pandas-pro.zip. Unzip it and copy the pandas-pro folder into ~/.hermes/skills. Before you finish, list every file it contains, show me any scripts and what they do, and stop if anything asks for passwords, API keys or downloads from other websites.

Built-in installer: hermes skills install <owner/repo/skill>

More Hermes Agent skills

VS Codeby Microsoft
  1. 1 Download the skill (.zip) with the button at the top of this page, then unzip it.
  2. 2 Move the “pandas-pro” folder into your skills folder:~/.copilot/skills
  3. 3 Or paste the install prompt below into VS Code and let it do the copying.
  4. 4 Start a new session. Ask for what you want, for example: “Load sales.csv with pandas, fix the date column and give me monthly totals by region”

Install prompt: paste this into VS Code

I downloaded the agent skill "Pandas Pro" as pandas-pro.zip. Unzip it and copy the pandas-pro folder into ~/.copilot/skills. Before you finish, list every file it contains, show me any scripts and what they do, and stop if anything asks for passwords, API keys or downloads from other websites.

To use the skill in one project only, put it in .github/skills inside that project instead. VS Code also reads ~/.claude/skills, ~/.agents/skills.

More VS Code skills

Questions about Pandas Pro

Do I need to know Python?

Not much. You describe the task and the AI writes the code, but you need Python and pandas installed to run it.

How does it avoid wrong results?

The workflow includes a validation step that checks shapes, data types, null counts and row counts after each change.

Can it handle big files?

It includes performance guidance such as smaller data types and reading files in chunks.

Is the Pandas Pro skill free?

It is a Premium skill on Best Agent Skills. Premium opens soon, with monthly, yearly and lifetime plans on the pricing page.

Who made the Pandas Pro skill?

Jeffallan. We did not write it. Best Agent Skills curates skills like this one, explains them in plain words and shows how to add them to your app. It is shared under the MIT licence (Copyright (c) 2025).

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