VDJtools Analysis (bioSkills)
A Claude Code skill that computes immune-repertoire diversity, clonal structure, overlap, and segment usage from clonotype tables, guiding the critical estimator and depth-normalization choices.
| Type | Claude Skill |
| Supplier | GPTomics bioSkills (community OSS, MIT) |
| Availability | GA — part of the bioSkills collection |
| Pricing | Free / OSS (MIT) — VDJtools (Java) and immunarch (R) are separately installed OSS |
| Capabilities | Read/Write — Claude runs the skill’s workflow locally (Bash/Java/R), not as an MCP tool |
| Verified | works · 2026-07-27 — GPTomics/bioSkills resolves; clone + copy install path current |
| Security | cleared · 2026-07-27 — provenance matches GPTomics/bioSkills, MIT, maintained, no OSV advisories |
How to install
bioSkills is not an npm package — skills are plain markdown/code read directly by the agent. Clone the repo, then either run the installer for the whole category or copy the single skill directory.
- Claude Code — clone and install via the bundled script:
git clone https://github.com/GPTomics/bioSkills cd bioSkills ./install-claude.sh --categories "tcr-bcr-analysis"The installer copies matching skills into
~/.claude/skills/(default target). Use./install-claude.sh --listto preview the skills first. - Claude Code / other agents — copy just this one skill:
cp -r bioSkills/tcr-bcr-analysis/vdjtools-analysis ~/.claude/skills/(run from inside your clone — the previous step left you in
bioSkills/; otherwise replacebioSkills/with the absolute path of your clone). Install VDJtools (Java) and/or immunarch (R) when prompted on first use.
What it does
Turns TCR/BCR clonotype tables into diversity, overlap, and usage statistics, with explicit warnings against depth-biased conclusions:
- Tools — VDJtools (Java CLI, v1.2.1+) and immunarch (R/tidyverse, v1.0+ equivalents).
- Diversity —
CalcDiversityStats,RarefactionPlot; Hill profile at orders q=0 (richness / observedDiversity / chaoE), q=1 (Shannon-Wiener), q=2 (inverse Simpson, most depth-robust). - Overlap —
CalcPairwiseDistances,OverlapPair,TrackClonotypeswith depth-robust metrics. - Segments —
CalcSegmentUsage,CalcSpectratype. - Conversion / prep —
Convert(from MiXCR/Adaptive/IMGT),FilterNonFunctional,DownSample. - Workflow — prepare/convert → downsample to common depth → analyze (diversity/overlap/clonality) → visualize → interpret (condition public clonotypes on generation probability).
Primary use cases: repertoire diversity estimation, depth-normalized cross-sample overlap, V/J segment-usage and clonality quantification.
Notes
Distributed as a SKILL.md (plus reference material) in the bioSkills collection — Claude executes the workflow locally rather than as an MCP server. The upstream skill front-matter name is bio-tcr-bcr-analysis-vdjtools-analysis; if invoked as a namespaced plugin command it resolves under the bioSkills plugin, not as a bare /vdjtools-analysis. Upstream assembly is handled by mixcr-analysis (bulk) or scirpy-analysis (single-cell); figure rendering by repertoire-visualization; antigen-specificity by specificity-annotation. Upstream directory: tcr-bcr-analysis/vdjtools-analysis.
Sources
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