What is tooluniverse-immunotherapy-response-prediction?

A method for estimating how a cancer patient may respond to immune checkpoint inhibitors, drugs that help immune cells attack cancer. It combines cancer mutations with measures such as tumour mutation burden, PD-L1, and MSI status.

Use it to assess likely response to checkpoint immunotherapy from cancer type, mutations, and available biomarkers.

It organizes several biological indicators that influence treatment response instead of considering one test alone.

tooluniverse-immunotherapy-response-prediction

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 vitaclaw/vitaclaw --skill tooluniverse-immunotherapy-response-prediction

Clone the repo

git clone --depth 1 https://github.com/vitaclaw/vitaclaw

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.

README.md

[![agentmods](https://agentmods.dev/badge/skills/vitaclaw/vitaclaw/tooluniverse-immunotherapy-response-prediction/github.svg)](https://agentmods.dev/skills/vitaclaw/vitaclaw/tooluniverse-immunotherapy-response-prediction)

Your own site

<a href="https://agentmods.dev/skills/vitaclaw/vitaclaw/tooluniverse-immunotherapy-response-prediction"><img src="https://agentmods.dev/badge/skills/vitaclaw/vitaclaw/tooluniverse-immunotherapy-response-prediction/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.

Your own site · 80×15

<a href="https://agentmods.dev/skills/vitaclaw/vitaclaw/tooluniverse-immunotherapy-response-prediction"><img src="https://agentmods.dev/badge/skills/vitaclaw/vitaclaw/tooluniverse-immunotherapy-response-prediction.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 161 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.

When invoked 9,677 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 unknown 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.

Model	Per session	Once invoked
Fable 5.1	$0.00161	$0.09677
Opus 5.5	$0.00064	$0.03871
Sonnet 5.5	$0.00032	$0.01935
Haiku 4.5	$0.00016	$0.00968

Measured 2mo ago against content hash ad0512b70152, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

tooluniverse-immunotherapy-response-prediction 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 2mo ago.

The scan reads SKILL.md. This mod also ships 1 executable file (test_skill.py), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

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.

skills/tooluniverse-immunotherapy-response-prediction/SKILL.md · 866 lines

The source is not reproduced here

No licence file

Read it on GitHub

Files

What ships with it

4 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.

2mo ago First seen · 866 lines · 161 tokens per session scan A ad0512b70152

Subscribe to this mod's changes

tooluniverse-immunotherapy-response-prediction is a skill published in the GitHub repository vitaclaw/vitaclaw (23 stars, last pushed 5mo ago), with no licence file. It adds 161 tokens to every session and 9,677 once invoked, about $0.0006 per session on Opus 5.5. 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.

Scientific

tooluniverse-immunotherapy-response-prediction next to 6 skills from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
tooluniverse-immunotherapy-response-predictionvitaclaw/vitaclaw	Skill	23	5mo ago	none	A	161	Claude Code, Codex
instrument-data-to-allotropeanthropics/knowledge-work-plugins	Skill	35k	2d ago	Apache-2.0	A	123	Claude Code
exploratory-data-analysisK-Dense-AI/scientific-agent-skills	Skill	56k	4d ago	MIT	A	83	Claude Code
matlabK-Dense-AI/scientific-agent-skills	Skill	56k	4d ago	MIT	A	44	Claude Code
phylogeneticsK-Dense-AI/scientific-agent-skills	Skill	56k	4d ago	MIT	A	71	Claude Code, Codex
research-engineerdavila7/claude-code-templates	Skill	33k	yesterday	MIT	A	43	Claude Code, Codex
mapping-to-snomedmaziyarpanahi/openmed	Skill	5.8k	yesterday	Apache-2.0	A	205	Claude Code