bio-reporting-rmarkdown-reports

bio-reporting-rmarkdown-reports is a skill for Claude Code, Codex from thesecondfox/skill. It costs 44 tokens per session (1,523 once invoked), scanned A, original, MIT.

A reproducible bioinformatics report format built with R Markdown, which combines explanatory text, R code, results, and charts in one document. The document can be rendered as HTML, PDF, or Word.

In plain words
What is it for?
Use it to create shareable analysis reports containing code, results, and visualizations, including workflows based on RNA sequencing tools such as DESeq2.
Why use it?
It keeps the analysis and its explanation together, so reports can be regenerated when the data or code changes.

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/thesecondfox/skill/bio-reporting-rmarkdown-reports
Any agent
npx skills add thesecondfox/skill --skill bio-reporting-rmarkdown-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-rmarkdown-reports

README.md
[![agentmods](https://agentmods.dev/badge/skills/thesecondfox/skill/bio-reporting-rmarkdown-reports.svg)](https://agentmods.dev/skills/thesecondfox/skill/bio-reporting-rmarkdown-reports)
Your own site
<a href="https://agentmods.dev/skills/thesecondfox/skill/bio-reporting-rmarkdown-reports"><img src="https://agentmods.dev/badge/skills/thesecondfox/skill/bio-reporting-rmarkdown-reports.svg" alt="Measured on agentmods" height="20"></a>
Per session 44 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,523 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 $0.00044 $0.01523
Opus 5 $0.00022 $0.00762
Sonnet 5 $0.00009 $0.00305
Haiku 4.5 $0.00004 $0.00152

Measured yesterday against content hash c9fea8991f01, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-05, from the pricing page.

Security

Grade A, and why

bio-reporting-rmarkdown-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 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.

Common_Skills/bio-reporting-rmarkdown-reports/SKILL.md · 270 lines

How it starts

The opening of the file, as written. The whole thing — 270 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Version Compatibility

Reference examples tested with: rmarkdown 2.25+, knitr 1.45+, DESeq2 1.42+, ggplot2 3.5+

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

  • R: packageVersion('<pkg>') then ?function_name to verify parameters

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

R Markdown Reports

"Create an R Markdown report" → Write reproducible R-based documents combining code chunks, results, and narrative that render to HTML/PDF/Word.

  • R: rmarkdown::render('report.Rmd'), or Knit button in RStudio

Basic Document Structure

---
title: "RNA-seq Analysis Report"
author: "Your Name"
date: "`r Sys.Date()`"
output:
  html_document:
    toc: true
    toc_float: true
    code_folding: hide
    theme: cosmo
---

Setup Chunk

```{r setup, include=FALSE}
knitr::opts_chunk$set(
    echo = TRUE,
    message = FALSE,
    warning = FALSE,
    fig.width = 10,
    fig.height = 6,
    fig.align = 'center'
)
library(tidyverse)
library(DESeq2)
library(pheatmap)
```

Code Chunk Options

```{r analysis, echo=TRUE, results='hide'}
# echo: show code
# results: 'hide', 'asis', 'markup'
# include: FALSE hides chunk entirely
# eval: FALSE shows code but doesn't run
# cache: TRUE caches results
```

Parameterized Reports

---
title: "Sample Report"
params:
  sample_id: "sample1"
  count_file: "counts.csv"
  fdr_threshold: 0.05
---
```{r}
counts <- read.csv(params$count_file)
sample <- params$sample_id
fdr <- params$fdr_threshold
```
# Render with parameters
rmarkdown::render('report.Rmd', params = list(sample_id = 'sample2', fdr_threshold = 0.01))

# Batch render
samples <- c('sample1', 'sample2', 'sample3')
for (s in samples) {
    rmarkdown::render('report.Rmd', params = list(sample_id = s),
                       output_file = paste0(s, '_report.html'))
}

Read the full file on GitHub · 270 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. yesterday First seen · 270 lines · 44 tokens per session scan A c9fea8991f01

Subscribe to this mod's changes

bio-reporting-rmarkdown-reports is a skill published in the GitHub repository thesecondfox/skill (3 stars, last pushed 5mo ago), licensed MIT. It adds 44 tokens to every session and 1,523 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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