pandas-pro agent skill by jeffallan
Performs pandas DataFrame operations for data analysis, such as cleaning, joins, pivots, groupby aggregation, time series resampling, and handling missing values.
At a glance
| Publisher | jeffallan |
|---|---|
| Repository | jeffallan/claude-skills (67 listed skills) |
| Category | Data, Analytics and Databases |
| License | MIT |
| Last commit | October 16, 2026 (repository) |
| SKILL.md | 167 lines, 584 words |
| Bundled files | 6 files, including references |
| Quality score | 84/100 · B Passes all seven graded checks |
| Security scan | Not scanned |
| README badge | Get the badges for this listing |
Before you install
Read from the skill's files at the directory's October 19, 2026 snapshot: what ships with it, what its code reads, and the terms it is published under.
- Bundled scripts: none.
- License: MIT, an open-source or open-content license.
Install pandas-pro
The skills CLI works with Claude Code, Codex, Cursor and other agents; the other routes copy the folder by hand.
npx skills add https://github.com/jeffallan/claude-skills/tree/main/skills/pandas-protmp="$(mktemp -d)"
git clone --depth 1 https://github.com/jeffallan/claude-skills.git "$tmp/repo"
mkdir -p .claude/skills
cp -R "$tmp/repo/"skills/pandas-pro .claude/skills/
rm -rf "$tmp"python3 ~/.codex/skills/.system/skill-installer/scripts/install-skill-from-github.py \
--repo jeffallan/claude-skills \
--path skills/pandas-projeffallan/claude-skills is third-party code. Read SKILL.md and any bundled scripts before you install it.
How the author describes it
Performs pandas DataFrame operations for data analysis, manipulation, and transformation. Use when working with pandas DataFrames, data cleaning, aggregation, merging, or time series analysis. Invoke for data manipulation tasks such as joining DataFrames on multiple keys, pivoting tables, resampling time series, handling NaN values with interpolation or forward-fill, groupby aggregations, type conversion, or performance optimization of large datasets.
From the description field of SKILL.md. Agents read this line to decide when to load the skill.
Sections in SKILL.md
- Core Workflow
- Reference Guide
- Code Patterns
- Vectorized Operations (before/after)
- Safe Subsetting with .copy()
- GroupBy Aggregation
- Merge with Validation
- Missing Value Handling
- Time Series Resampling
- Pivot Table
- Memory Optimization
- Constraints
- MUST DO
- MUST NOT DO
- Output Templates
Files in the skill folder
SKILL.mdreferences/aggregation-groupby.mdreferences/data-cleaning.mdreferences/dataframe-operations.mdreferences/merging-joining.mdreferences/performance-optimization.md
Suede Skill Check: 84/100 · B
Report snapshot · · graded-v2
The rubric totals 100 points; published scores are capped at 99. Security scan: not scanned.
Source revision: 36f3fe8052da. Report version ccfdb6763d81. Badge URLs follow the latest listing; save the report to keep this version.
Download report · Request a fresh review
What to review next
- Boundary clause: 0 of 4 points. 4 when the description says when not to use the skill (“Not for …”, “Do not use …”, “Use … instead”).
- Example request: 0 of 3 points. 3 when the description quotes an example request (3–60 characters in quotation marks).
- Bundled scripts: 0 of 2 points. 2 when the skill folder ships a scripts/ folder.
Add declarations and bundled files when they describe the skill’s actual needs. Update the source, then request a fresh review with the changed commit or PR.
pandas-pro passes the required frontmatter check and all seven graded checks, which cover the SKILL.md format, a declared license and a commit in the last year. Those checks earn 56 of the score’s points; the rest come from description quality, instruction depth, bundled files, maintenance and curated-list citations. How the score works.
See the checks and points
| Check | Result |
|---|---|
| Frontmatter parses and declares a name and a description | Pass |
| Name uses lowercase letters, digits and hyphens, 64 characters or fewer | Pass |
| Name matches the skill's folder name | Pass |
| Description is between 50 and 1,024 characters | Pass |
| Description says when an agent should use the skill | Pass |
| SKILL.md body is 500 lines or fewer | Pass |
| A license is declared in the frontmatter or the repository | Pass |
| Repository has a commit in the last 12 months | Pass |
| Score component | Points |
|---|---|
| Structural checks | 56 of 56 |
| Description length | 5 of 5 |
| Boundary clause | 0 of 4 |
| Example request | 0 of 3 |
| Instruction depth | 7 of 7 |
| Reference files | 3 of 3 |
| Bundled scripts | 0 of 2 |
| Recent maintenance | 9 of 9 |
| Curated-list citations | 4 of 7 |
| Tool permissions declared | 0 of 2 |
| Compatibility declared | 0 of 2 |
Two badges for pandas-pro
Choose the numeric badge, the letter badge, or both. Each links to this skill’s Suede listing; either valid linked badge can qualify for the feature offer.
[](https://skills.suedeai.ai/directory/jeffallan/claude-skills/pandas-pro/)
[](https://skills.suedeai.ai/directory/jeffallan/claude-skills/pandas-pro/)<a href="https://skills.suedeai.ai/directory/jeffallan/claude-skills/pandas-pro/"><img src="https://skills.suedeai.ai/directory/jeffallan/claude-skills/pandas-pro/score.svg" alt="Suede Skill Check: 84/100" width="160" height="175"></a>
<a href="https://skills.suedeai.ai/directory/jeffallan/claude-skills/pandas-pro/"><img src="https://skills.suedeai.ai/directory/jeffallan/claude-skills/pandas-pro/badge.svg" alt="Suede Skill Check: Grade B" width="160" height="175"></a>Suede Certified on the shield refers to this published structural quality check. Security scan: not scanned. Read the methodology.
Limited-time feature offer: display either the numeric or letter badge in your repository or skill README (both also qualify), then request badge verification. Eligible skills scoring 80–99 can receive a featured placement after Suede verifies at least one valid badge linked to the skill’s listing. Suede has not announced an end date.
Where this skill is cited
jeffallan/claude-skills appears in 3 curated lists: BehiSecc/awesome-claude-skills, hesreallyhim/awesome-claude-code, karanb192/awesome-claude-skills.