r-bio-phylo

r-bio-phylo is a skill for Claude Code, Codex from LeoLin990405/r-analytics-skill. It costs 28 tokens per session (411 once invoked), scanned A, original, MIT.

An R toolkit for studying evolutionary relationships between organisms and displaying them as phylogenetic trees. It uses packages such as ape, ggtree, and phangorn for reading, editing, annotating, comparing, and fitting trees.

In plain words
What is it for?
Use it to read Newick or Nexus trees, root and rearrange trees, calculate distances, create circular or annotated plots, add metadata heatmaps, run parsimony or maximum-likelihood analysis, and plot bootstrap support.
Why use it?
It provides a repeatable way to analyze and present how species or other biological samples may be related. It also supports checking tree reliability with bootstrap analyses.

Skill for Claude CodeCodex

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

Good fit Use it to read Newick or Nexus trees, root and rearrange trees, calculate distances, create circular or annotated plots, add metadata heatmaps, run parsimony or maximum-likelihood analysis, and plot bootstrap support.

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Install with agentmods
npx agentmods add skills/leolin990405/r-analytics-skill/r-bio-phylo
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 LeoLin990405/r-analytics-skill --skill r-bio-phylo
Clone the repo
git clone --depth 1 https://github.com/LeoLin990405/r-analytics-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 r-bio-phylo

README.md
[![agentmods](https://agentmods.dev/badge/skills/leolin990405/r-analytics-skill/r-bio-phylo/github.svg)](https://agentmods.dev/skills/leolin990405/r-analytics-skill/r-bio-phylo)
Your own site
<a href="https://agentmods.dev/skills/leolin990405/r-analytics-skill/r-bio-phylo"><img src="https://agentmods.dev/badge/skills/leolin990405/r-analytics-skill/r-bio-phylo/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 r-bio-phylo

Your own site · 80×15
<a href="https://agentmods.dev/skills/leolin990405/r-analytics-skill/r-bio-phylo"><img src="https://agentmods.dev/badge/skills/leolin990405/r-analytics-skill/r-bio-phylo.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 28 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 411 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 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 $0.00028 $0.00411
Opus 5 $0.00014 $0.00205
Sonnet 5 $0.00006 $0.00082
Haiku 4.5 $0.00003 $0.00041

Measured 12d ago against content hash 548052515348, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

r-bio-phylo 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 12d 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.

sub-skills/r-bio/r-bio-phylo/SKILL.md · 79 lines

What it actually says

R Phylogenetics

Phylogenetic analysis and visualization.

ape

library(ape)

# Read tree
tree <- read.tree("tree.nwk")
tree <- read.nexus("tree.nex")

# Plot
plot(tree)
plot(tree, type = "fan")
plot(tree, type = "cladogram")

# Tree manipulation
drop.tip(tree, c("species1", "species2"))
root(tree, outgroup = "outgroup")
ladderize(tree)

# Distance
cophenetic(tree)
dist.nodes(tree)

# Bootstrap
boot.phylo(tree, data, FUN, B = 100)

ggtree

library(ggtree)

# Basic tree
ggtree(tree) + geom_tiplab()

# Circular
ggtree(tree, layout = "circular") + geom_tiplab()

# With data
ggtree(tree) %<+% metadata +
  geom_tippoint(aes(color = group)) +
  geom_tiplab(aes(label = name))

# Heatmap
gheatmap(ggtree(tree), data, width = 0.3)

# Annotations
ggtree(tree) +
  geom_hilight(node = 10, fill = "blue", alpha = 0.3) +
  geom_cladelabel(node = 10, label = "Clade A")

phangorn

library(phangorn)

# Parsimony
pars <- parsimony(tree, data)
tree_pars <- optim.parsimony(tree, data)

# Maximum likelihood
fit <- pml(tree, data)
fit <- optim.pml(fit, model = "GTR")

# Bootstrap
bs <- bootstrap.pml(fit, bs = 100)
plotBS(tree, bs)
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. 12d ago First seen · 79 lines · 28 tokens per session scan A 548052515348

Subscribe to this mod's changes

r-bio-phylo is a skill published in the GitHub repository LeoLin990405/r-analytics-skill (5 stars, last pushed 6mo ago), licensed MIT. It adds 28 tokens to every session and 411 once invoked, about $0.0001 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 2026-08-31.

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