exploratory-data-analysis

82 / 100 · Low risk

Fine to try.

By stanfish06/skillquarium (GitHub) · data · 12 stars · scanned at commit f748ea9

Performs bounded, local exploratory analysis of explicitly supported scientific files. Supports redacted CSV/TSV/JSON profiles; optional NumPy, HDF5, FASTA/FASTQ, and basic image metadata inspection; missingness/leakage audits; outlier and transformation sensitivity; and rigorous EDA report scaffolds. Other domain formats are reference-only and unknown formats fail closed.

Works with any agent that supports SKILL.md skills.

Partially scanned — some files couldn't be read; we'll retry on the next scan

What this skill can do

Downloads and installs other software

The author does not mention this.

Found in 5 places.

skills/exploratory-data-analysis/SKILL.md, line 64uv pip install \
skills/exploratory-data-analysis/SKILL.md, line 75uv pip install "pandas==3.0.6" "polars==2.1.0"
skills/exploratory-data-analysis/references/bioinformatics_genomics_formats.md, line 171uv pip install "biopython==1.88"

Show 2 more

skills/exploratory-data-analysis/references/microscopy_imaging_formats.md, line 170uv pip install \
skills/exploratory-data-analysis/scripts/sequence_inspector.py, line 97'optional dependency missing; install with: uv pip install "biopython==1.88"'

Runs commands on your computer

This is disclosed by the author in the skill's SKILL.md or README.

Found in 10 places.

skills/exploratory-data-analysis/SKILL.md, line 64uv pip install \
skills/exploratory-data-analysis/SKILL.md, line 75uv pip install "pandas==3.0.6" "polars==2.1.0"
skills/exploratory-data-analysis/SKILL.md, line 99python scripts/capability_manifest.py list

Show 7 more

skills/exploratory-data-analysis/SKILL.md, line 168python scripts/capability_manifest.py inspect data.csv \
skills/exploratory-data-analysis/SKILL.md, line 181python scripts/eda_analyzer.py data.csv \
skills/exploratory-data-analysis/SKILL.md, line 190python scripts/tabular_profile.py data.tsv \
skills/exploratory-data-analysis/SKILL.md, line 198python scripts/missingness_leakage_audit.py data.csv \
skills/exploratory-data-analysis/SKILL.md, line 209python scripts/distribution_sensitivity.py data.csv \
skills/exploratory-data-analysis/SKILL.md, line 217python scripts/sequence_inspector.py reads.fastq --root /approved/project
skills/exploratory-data-analysis/SKILL.md, line 240python scripts/report_scaffold.py \

Install

Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.

if [ -e ~/.agents/skills/'exploratory-data-analysis' ] || [ -L ~/.agents/skills/'exploratory-data-analysis' ]; then echo 'A skill folder named exploratory-data-analysis already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/stanfish06/skillquarium' "$d" && git -C "$d" checkout --quiet 'f748ea91aa51ce8fc42c27c809dba73a8377b1d5' -- 'skills/exploratory-data-analysis' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/exploratory-data-analysis' ~/.agents/skills/'exploratory-data-analysis' && rm -rf "$d"; fi

Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'exploratory-data-analysis' ~/.claude/skills/'exploratory-data-analysis' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.

Badge for your README

The badge for stanfish06/skillquarium shows the score of its lowest-scoring skill.

SkillTrust badge for stanfish06/skillquarium

[![SkillTrust](https://zalavijaysinh.github.io/skilltrust/badges/stanfish06/skillquarium.svg)](https://zalavijaysinh.github.io/skilltrust/repos/stanfish06/skillquarium/)

Score history

Date	Version	Score
2026-11-08	`f748ea9`	82