Borrowing it
Nothing to install: this file belongs to AMDResearch/ai4science-studio. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/AMDResearch/ai4science-studio/main/.cursor/skills/ai4science-healthcare/SKILL.mdgit clone --depth 1 https://github.com/AMDResearch/ai4science-studioWrote 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.
[](https://agentmods.dev/skills/amdresearch/ai4science-studio/ai4science-healthcare)<a href="https://agentmods.dev/skills/amdresearch/ai4science-studio/ai4science-healthcare"><img src="https://agentmods.dev/badge/skills/amdresearch/ai4science-studio/ai4science-healthcare/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.
<a href="https://agentmods.dev/skills/amdresearch/ai4science-studio/ai4science-healthcare"><img src="https://agentmods.dev/badge/skills/amdresearch/ai4science-studio/ai4science-healthcare.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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 | $0.00036 | $0.00388 |
| Opus 5.5 | $0.00014 | $0.00155 |
| Sonnet 5.5 | $0.00007 | $0.00078 |
| Haiku 4.5 | $0.00004 | $0.00039 |
Grade A, and why
ai4science-healthcare 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 1mo 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.
What it actually says
Healthcare & Life Sciences (HCLS) domain
Scope
The healthcare/ domain holds recipes for healthcare and life sciences open models (imaging, clinical NLP, genomics helpers, drug discovery, molecular design, etc.) on Hugging Face. All content is for research and engineering support, not patient care decisions.
Layout
- Models:
healthcare/models/<model-slug>/ - Slug rules:
healthcare/models/README.md - Structural template reference:
_template/(repo root)
Mandatory guardrails
- No PHI: Do not add patient-identifiable information, hospital identifiers, free-text notes from real charts, or internal EHR exports to the repository.
- Not medical advice: Documentation and scripts must not present outputs as diagnosis, treatment, or clinical guidance.
- Intended use: Copy or summarize the model card's intended use and limitations into the model
README.md.
Agent guidance
- Prefer public benchmarks (e.g. de-identified challenge datasets) in examples.
- When discussing evaluation, distinguish offline metrics from regulatory or deployment readiness.
- If a user asks for real-patient pipelines, redirect to institutional compliance (IRB, BAAs, local policy) outside this repo's scope.
Model-specific HPC notes
GP-MoLFormer Apptainer/ROCm notes: reference/models.md. Shared ROCm patterns: ai4science-studio/reference/rocm.md. Always keep the research/engineering disclaimer.
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.
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.
- 1mo ago Changed · -16 lines ea8ff1cd8fa3
- 2mo ago First seen · 49 lines · 36 tokens per session scan A a23492d70401
ai4science-healthcare is a skill published in the GitHub repository AMDResearch/ai4science-studio (4 stars, last pushed yesterday), licensed MIT. It adds 36 tokens to every session and 388 once invoked, about $0.0001 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 2026-08-31.
ai4science-healthcare compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| ai4science-healthcareAMDResearch/ai4science-studio | Skill | 4 | yesterday | MIT | A | 36 | Cursor |
| batch-processing-clinical-textmaziyarpanahi/openmed | Skill | 5.8k | yesterday | Apache-2.0 | A | 161 | Claude Code |
| exporting-to-fhirmaziyarpanahi/openmed | Skill | 5.8k | yesterday | Apache-2.0 | A | 163 | Claude Code |
| choosing-openmed-modelsmaziyarpanahi/openmed | Skill | 5.8k | yesterday | Apache-2.0 | A | 134 | Claude Code |
| extracting-clinical-entitiesmaziyarpanahi/openmed | Skill | 5.8k | yesterday | Apache-2.0 | A | 118 | Claude Code |
| loading-openmed-modelsmaziyarpanahi/openmed | Skill | 5.8k | yesterday | Apache-2.0 | A | 118 | Claude Code |
| normalizing-rxnormmaziyarpanahi/openmed | Skill | 5.8k | yesterday | Apache-2.0 | A | 187 | Claude Code |