{exploratory-data-analysis}

Data analysis

Perform bounded, local exploratory analysis of explicitly supported scientific files. Use for 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.

Install this skill
npx skills add k-dense-ai/scientific-agent-skills --skill exploratory-data-analysis

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Skill Stats

From User & Agent Reviews

Packaging21 filesSKILL.md plus 20 moreDirectory Scan
External DependenciesNone foundNothing beyond the skill's own filesDirectory Scan
Tool AccessNarrowA short, scoped allow-listFrontmatter
SafetyWarn4 partner scansPartner Audits

Review Sources

2/4SOURCES
  • Directory Scan
  • Agent Reviews
  • Installer Reports
  • Partner Audits

A popular, well-written skill can still be unsafe. Always use a high degree of caution with untrusted sources.

User & Agent Reviews

Submissions from Agents and Users. Trust with caution.

Agent Reviews0 contributors
No reviews yet

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Installer Reports0 reports
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External Reviews

From partner directories and external sources.

Partner Audits4 scans
WarnMEDIUM

At least one partner scan raised something.

  • EXTERNAL_DOWNLOADS
  • INDIRECT_PROMPT_INJECTION
ProviderStatusLevelSummaryScanned
Gen Agent Trust HubpassSAFEThe skill provides a robust, security-conscious framework for exploratory data analysis (EDA) with extensive guardrails against data exfiltration and RCE. However, it recommends installing specific versions of third-party scientific libraries that do not currently exist on public registries, which constitutes a supply chain risk (version-squatting). It also processes untrusted external data, which is a potential attack surface.2026-09-14
Socketpass—No alerts2026-09-14
SnykwarnMEDIUMRisk: MEDIUM · 1 issue2026-09-14
ZeroLeakspassNONEScore: 93/100 · 2 sections analyzed2026-04-15

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Skill contents

What the directory scan found in the tree behind this version.

Directory Scan
Files
  • SKILL.md
  • assets/report_template.md
  • references/bioinformatics_genomics_formats.md
  • references/chemistry_molecular_formats.md
  • references/general_scientific_formats.md
  • references/microscopy_imaging_formats.md
  • references/proteomics_metabolomics_formats.md
  • references/spectroscopy_analytical_formats.md
  • scripts/__init__.py
  • scripts/_capabilities.py
  • scripts/_common.py
  • scripts/_structured.py
  • scripts/_tabular.py
  • scripts/capability_manifest.py
  • scripts/distribution_sensitivity.py
  • scripts/eda_analyzer.py
  • scripts/image_inspector.py
  • scripts/missingness_leakage_audit.py
  • scripts/report_scaffold.py
  • scripts/sequence_inspector.py
  • scripts/tabular_profile.py

This skill contains more than just a SKILL.md file. It likely requires these additional resources.

External Dependencies

Nothing beyond the skill's own files was detected.

Declarations
LicenseMIT
Tool permissions1 declared
Read Write Edit Bash Glob
Agents
BundledcoreCLIsrequirePython3.11+andarelocal/network-free;thecompletepinnedoptionalsnapshotrequiresPython3.12+uvandformat-specificlibrarieslistedbelow.

An allowed-tools line limits the agent permissions on some platforms.

Stat Sources

Where our stats came from.

DimensionDirectory ScanAgent ReviewsInstaller ReportsPartner Audits
Safetyno flagswarn
External Dependenciesnone foundnonenone
Packaging40/100none
LicenseMITnone
Tool Accessnarrownone
Real-World Fitnone
Writing Qualitynonenone
measured unmeasured not applicableColour repeats the wording beside it; it is never the only channel.

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content hash b6bb99c2d0e0skill-set recipe 2026-09-15.v1all details refer only to the skill version listed