bio-reporting-quarto-reports

bio-reporting-quarto-reports is a skill for Claude Code, Codex from thesecondfox/skill. It costs 42 tokens per session (1,264 once invoked), scanned A, original, MIT.

A reproducible document and publishing workflow built with Quarto, combining explanatory text, code, and figures. It supports analyses written in R, Python, Julia, or Observable JavaScript and can render reports, presentations, and websites.

In plain words
What is it for?
Use it to create scientific reports and other documents in HTML, PDF, or Word, including analyses made with tools such as DESeq2, matplotlib, or scanpy.
Why use it?
It keeps analysis code and results together so the same document can be rebuilt when the data or code changes.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

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/thesecondfox/skill/bio-reporting-quarto-reports
Any agent
npx skills add thesecondfox/skill --skill bio-reporting-quarto-reports
Clone the repo
git clone --depth 1 https://github.com/thesecondfox/skill

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 bio-reporting-quarto-reports

README.md
[![agentmods](https://agentmods.dev/badge/skills/thesecondfox/skill/bio-reporting-quarto-reports.svg)](https://agentmods.dev/skills/thesecondfox/skill/bio-reporting-quarto-reports)
Your own site
<a href="https://agentmods.dev/skills/thesecondfox/skill/bio-reporting-quarto-reports"><img src="https://agentmods.dev/badge/skills/thesecondfox/skill/bio-reporting-quarto-reports.svg" alt="Measured on agentmods" height="20"></a>
Per session 42 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,264 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 5.1 $0.00042 $0.01264
Opus 5 $0.00021 $0.00632
Sonnet 5 $0.00008 $0.00253
Haiku 4.5 $0.00004 $0.00126

Measured 2d ago against content hash d0b34ab6f6af, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-06, from the pricing page.

Security

Grade A, and why

bio-reporting-quarto-reports 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 2d 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.

Common_Skills/bio-reporting-quarto-reports/SKILL.md · 289 lines

How it starts

The opening of the file, as written. The whole thing — 289 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Version Compatibility

Reference examples tested with: Quarto 1.4+, DESeq2 1.42+, ggplot2 3.5+, matplotlib 3.8+, scanpy 1.10+

Before using code patterns, verify installed versions match. If versions differ:

  • CLI: <tool> --version then <tool> --help to confirm flags

If code throws ImportError, AttributeError, or TypeError, introspect the installed package and adapt the example to match the actual API rather than retrying.

Quarto Reports

"Create a Quarto analysis report" → Write reproducible documents mixing code (Python/R), narrative, and figures that render to HTML/PDF/Word.

  • CLI: quarto render report.qmd --to html

Basic Document

---
title: "Analysis Report"
author: "Your Name"
date: today
format:
  html:
    toc: true
    code-fold: true
    theme: cosmo
---

Python Document

---
title: "scRNA-seq Analysis"
format: html
jupyter: python3
---

```{python}
import scanpy as sc
import matplotlib.pyplot as plt

adata = sc.read_h5ad('data.h5ad')
sc.pl.umap(adata, color='leiden')
```

R Document

---
title: "DE Analysis"
format: html
---

```{r}
library(DESeq2)
dds <- DESeqDataSetFromMatrix(counts, metadata, ~ condition)
dds <- DESeq(dds)
```

Multiple Formats

---
title: "Multi-format Report"
format:
  html:
    toc: true
  pdf:
    documentclass: article
  docx:
    reference-doc: template.docx
---
# Render all formats
quarto render report.qmd

# Render specific format
quarto render report.qmd --to pdf

Parameters

---
title: "Parameterized Report"
params:
  sample: "sample1"
  threshold: 0.05
---
# Render with parameters
quarto render report.qmd -P sample:sample2 -P threshold:0.01

Tabsets

::: {.panel-tabset}

## PCA
```{r}
plotPCA(vsd)
```

## Heatmap
```{r}
pheatmap(mat)
```

:::

Callouts

::: {.callout-note}
This is an important note about the analysis.
:::

::: {.callout-warning}
Check your input data format before proceeding.
:::

::: {.callout-tip}
Use caching for long computations.
:::

Read the full file on GitHub · 289 lines

Files

What ships with it

1 file 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. 2d ago First seen · 289 lines · 42 tokens per session scan A d0b34ab6f6af

Subscribe to this mod's changes

bio-reporting-quarto-reports is a skill published in the GitHub repository thesecondfox/skill (3 stars, last pushed 5mo ago), licensed MIT. It adds 42 tokens to every session and 1,264 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.

Related

Other skills, from other repositories

pydicom

Use pydicom to read, inspect, write, transform, and safely preflight local DICOM datasets and pixel data. Applies to DICOM metadata, transfer syntaxes, compression plugins, frames, private elements, JSON, and bounded de-identification review.

K-Dense-AI/scientific-agent-skills · 56 tokens

pptx-posters

Create and audit editable scientific posters in macro-free PowerPoint (.pptx) from author-approved local content and assets. Use when the requested deliverable is a PowerPoint research/conference poster and exact physical, printer, accessibility, provenance, and package-security checks are required.

K-Dense-AI/scientific-agent-skills · 59 tokens

extracting-lab-tables

Detects and extracts tabular laboratory panels from PDFs, scans, and images into structured rows ready for OpenMed and FHIR. Use when the user has a CBC, CMP, lipid panel, or other lab report as a scanned image / PDF / spreadsheet and needs the test name, value, unit, reference range, and abnormal flag as clean rows.…

maziyarpanahi/openmed · 210 tokens

paper-compile

Compile LaTeX paper to PDF, fix errors, and verify output. Use when user says "编译论文", "compile paper", "build PDF", "生成PDF", or wants to compile LaTeX into a submission-ready PDF.

wanshuiyin/Auto-claude-code-research-in-sleep · 53 tokens

nsfc-budget

当用户明确要求“写/生成 NSFC 预算说明书”“写预算说明”“生成 budget.tex / budget.pdf”“写国自然预算 justification”时使用。基于用户标书正文或补充材料,输出一份可提交的预算说明书 LaTeX 项目并渲染 budget.pdf。若用户未指定工作目录,必须暂停并先要求其指定。⚠️ 不适用:用户只是想了解预算原则;用户仅要预算表数字而不写说明书;或用户是 2026 青年 A/B/C 默认包干制且无需预算说明书的场景。.

huangwb8/ChineseResearchLaTeX · 138 tokens

nsfc-ref-alignment

检查 NSFC 标书正文引用与参考文献的一致性与真实性风险(只读):核查 bibkey 是否存在、BibTeX 字段与 DOI 等格式问题,并生成结构化输入供宿主 AI 逐条评估“正文表述是否真的在引用该文献”;默认仅输出审核报告,不直接修改标书或 .bib(除非用户明确要求)。.

huangwb8/ChineseResearchLaTeX · 90 tokens