Tooluniverse Immunotherapy Response Prediction

Q: What is a Claude Code skill and how does the Tooluniverse Immunotherapy Response Prediction skill fit in?

A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Tooluniverse Immunotherapy Response Prediction is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General category. Learn more at https://claudskills.com/learn/what-is-skill-md/.

Category: General · Sub-category: integrations · Last updated: 2026-06-02

lang:python type:integration

Predict patient response to immune checkpoint inhibitors (ICIs) using multi-biomarker integration. Given a cancer type, somatic mutations, and optional biomarkers (TMB, PD-L1, MSI status), performs systematic analysis across 11 phases covering TMB classification, neoantigen burden estimation, MSI/MMR assessment, PD-L1 evaluation, immune microenvironment profiling, mutation-based resistance/sensitivity prediction, clinical evidence retrieval, and multi-biomarker score integration. Generates a quantitative ICI Response Score (0-100), response likelihood tier, specific ICI drug recommendations with evidence, resistance risk factors, and a monitoring plan. Use when oncologists ask about immunotherapy eligibility, checkpoint inhibitor selection, or biomarker-guided ICI treatment decisions.

From the source SKILL.md

Predict patient response to immune checkpoint inhibitors (ICIs) using multi-biomarker integration. Transforms a patient tumor profile (cancer type + mutations + biomarkers) into a quantitative ICI Response Score with drug-specific recommendations, resistance risk assessment, and monitoring plan.

What this skill does

Tooluniverse Immunotherapy Response Prediction is a community-contributed Claude Code skill in the integrations sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/tooluniverse-immunotherapy-response-prediction/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when oncologists ask about immunotherapy eligibility, checkpoint inhibitor selection, or biomarker-guided ICI treatment decisions.

Who uses this skill

The Tooluniverse Immunotherapy Response Prediction Claude Code skill is built for Claude Code users and developers across all disciplines looking for general-purpose AI assistance. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 88,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/tooluniverse-immunotherapy-response-prediction
curl -L https://claudskills.com/skills/tooluniverse-immunotherapy-response-prediction/SKILL.md \
  -o ~/.claude/skills/tooluniverse-immunotherapy-response-prediction/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/tooluniverse-immunotherapy-response-prediction/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/tooluniverse-immunotherapy-response-prediction/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\tooluniverse-immunotherapy-response-prediction\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

See pricing → Download desktop app

Frequently asked questions

How do I install the Tooluniverse Immunotherapy Response Prediction Claude Code skill?

Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/tooluniverse-immunotherapy-response-prediction/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.

What does the Tooluniverse Immunotherapy Response Prediction skill do?

Is this skill free to install?

Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.

When should I use the Tooluniverse Immunotherapy Response Prediction skill?

Use Tooluniverse Immunotherapy Response Prediction when your Claude Code task falls under the General category — specifically in the integrations area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Tooluniverse Immunotherapy Response Prediction" or describe the task and let Claude pick). Browse related skills at /category/general/.

What is a Claude Code skill and how does the Tooluniverse Immunotherapy Response Prediction skill fit in?

A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Tooluniverse Immunotherapy Response Prediction is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Source: https://github.com/bg-szy/TOP-SKILLS/blob/HEAD/skills/awesome-skills/tooluniverse-immunotherapy-response-prediction/SKILL.md
Author: bg-szy
Website: https://bg-szy.github.io/TOP-SKILLS/

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA

bg-szy. (2026). Tooluniverse Immunotherapy Response Prediction [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/tooluniverse-immunotherapy-response-prediction/

BibTeX

@misc{tooluniverse-immunotherapy-response-prediction-2026,
  author    = {bg-szy},
  title     = {Tooluniverse Immunotherapy Response Prediction [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/tooluniverse-immunotherapy-response-prediction/}
}

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