template-eda-notebook

template-eda-notebook is a skill for Claude Code, Codex from docxology/template. It costs 31 tokens per session (526 once invoked), scanned A, original, Apache-2.0.

A project template for exploratory data analysis, the early examination of a dataset to find patterns, errors, and unusual values. It turns notebook work into tested source code and produces diagnostic figures.

In plain words
What is it for?
Use it to inspect a fixed dataset, extract analysis code from notebooks, run diagnostics, and create figures for further research.
Why use it?
It makes one-off analysis easier to repeat and check instead of leaving important logic only inside an interactive notebook.

Skill for Claude CodeCodex

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.

agentmods
npx agentmods add skills/docxology/template/template-eda-notebook
Any agent
npx skills add docxology/template --skill template-eda-notebook
Clone the repo
git clone --depth 1 https://github.com/docxology/template

Made for: Claude Code, Codex.

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 template-eda-notebook

README.md
[![agentmods](https://agentmods.dev/badge/skills/docxology/template/template-eda-notebook.svg)](https://agentmods.dev/skills/docxology/template/template-eda-notebook)
Your own site
<a href="https://agentmods.dev/skills/docxology/template/template-eda-notebook"><img src="https://agentmods.dev/badge/skills/docxology/template/template-eda-notebook.svg" alt="Measured on agentmods" height="20"></a>
Per session 31 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 526 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
Origin original 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 $0.00031 $0.00526
Opus 5 $0.00015 $0.00263
Sonnet 5 $0.00006 $0.00105
Haiku 4.5 $0.00003 $0.00053

Measured yesterday against content hash 97d40354a096, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

template-eda-notebook 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 yesterday.

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.

projects/templates/template_eda_notebook/.agents/skills/template-eda-notebook/SKILL.md · 54 lines

What it actually says

template-eda-notebook

Project-scoped skill for the in-repo exemplar at projects/templates/template_eda_notebook/. Load this when working inside the project.

When to Use

  • Working inside the template_eda_notebook exemplar — running scripts, editing source, or regenerating outputs.
  • Forking this exemplar as the starting scaffold for a new research project.
  • Validating that the exemplar's contracts (thin-orchestrator, layer boundaries, no-mocks testing) still hold after changes.

Quick Reference

# From the repository root
uv run pytest projects/templates/template_eda_notebook/tests --cov=projects/templates/template_eda_notebook/src --cov-fail-under=90
uv run python scripts/pipeline/stage_02_analysis.py --project templates/template_eda_notebook
uv run python scripts/pipeline/stage_03_render.py --project templates/template_eda_notebook
uv run python scripts/pipeline/stage_04_validate.py --project templates/template_eda_notebook
uv run python scripts/pipeline/stage_05_copy.py --project templates/template_eda_notebook

Pitfalls

  • Keep scripts thin. Business logic belongs in src/ or shared infrastructure/, not in scripts/.
  • No mocks. All tests must use real data, real files, and real computation.
  • Outputs are disposable. Never hand-edit output/ — regenerate from source and config.
  • Figure provenance is generated with the figures. eda_analysis.py writes output/figures/figure_registry.json only after all three registered PNGs exist; incomplete sets raise instead of producing partial provenance.
  • Run from the repo root. Commands assume the template monorepo root as working directory unless the child AGENTS.md states otherwise.

Cross-refs

Files

What ships with it

2 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. yesterday First seen · 54 lines · 31 tokens per session scan A 97d40354a096

Subscribe to this mod's changes

template-eda-notebook is a skill published in the GitHub repository docxology/template (19 stars, last pushed today), licensed Apache-2.0. It adds 31 tokens to every session and 526 once invoked, about $0.0002 per session on Opus 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.

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