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seaborn

seaborn is a skill for Claude Code from jimmc414/Kosmos. It costs 38 tokens per session (5,008 once invoked), scanned A, original, no licence file.

A Python toolkit for making statistical charts, including scatter plots, box plots, violin plots, heatmaps, pair plots, and regression views.

In plain words
What is it for?
Use it for exploratory analysis, correlation matrices, grouped comparisons, regression visualizations, and publication figures.
Why use it?
It makes patterns, distributions, correlations, and possible outliers easier to inspect before drawing conclusions from data.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the scientific-skills plugin — 119 skills shipped together

not rated 605repo +1 28d ago A scan 38 tokens no licence

Good fit Use it for exploratory analysis, correlation matrices, grouped comparisons, regression visualizations, and publication figures.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/jimmc414/kosmos/seaborn
View source ↗ jimmc414/Kosmos
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add jimmc414/Kosmos --skill seaborn
Clone the repo
git clone --depth 1 https://github.com/jimmc414/Kosmos

Made for: Claude Code.

Or install scientific-skills, the plugin that ships this one along with the rest of its 119 skills.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for seaborn

README.md
[![agentmods](https://agentmods.dev/badge/skills/jimmc414/kosmos/seaborn/github.svg)](https://agentmods.dev/skills/jimmc414/kosmos/seaborn)
Your own site
<a href="https://agentmods.dev/skills/jimmc414/kosmos/seaborn"><img src="https://agentmods.dev/badge/skills/jimmc414/kosmos/seaborn/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for seaborn

Your own site · 80×15
<a href="https://agentmods.dev/skills/jimmc414/kosmos/seaborn"><img src="https://agentmods.dev/badge/skills/jimmc414/kosmos/seaborn.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 38 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 5,008 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin unknown No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00038 $0.05008
Opus 5.5 $0.00015 $0.02003
Sonnet 5.5 $0.00008 $0.01002
Haiku 4.5 $0.00004 $0.00501

Measured 2mo ago against content hash c453eadd2add, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

seaborn scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

kosmos-claude-scientific-skills/scientific-skills/seaborn/SKILL.md · 668 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

Read it on GitHub

Files

What ships with it

3 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 2mo ago First seen · 668 lines · 38 tokens per session scan A c453eadd2add

Subscribe to this mod's changes

seaborn is a skill published in the GitHub repository jimmc414/Kosmos (605 stars, last pushed 28d ago), with no licence file. It adds 38 tokens to every session and 5,008 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.

Analytics and metricsScientific
Related

seaborn compared with skills from other repositories

seaborn next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
seabornjimmc414/KosmosSkill60528d agononeA38Claude Code
instrument-data-to-allotropeanthropics/knowledge-work-pluginsSkill35k2d agoApache-2.0A123Claude Code
exploratory-data-analysisK-Dense-AI/scientific-agent-skillsSkill56k4d agoMITA83Claude Code
matlabK-Dense-AI/scientific-agent-skillsSkill56k4d agoMITA44Claude Code
phylogeneticsK-Dense-AI/scientific-agent-skillsSkill56k4d agoMITA71Claude Code, Codex
research-engineerdavila7/claude-code-templatesSkill33kyesterdayMITA43Claude Code, Codex
mapping-to-snomedmaziyarpanahi/openmedSkill5.8kyesterdayApache-2.0A205Claude Code