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precision-oncology-agent
Maintainer FreedomIntelligence · Last updated April 1, 2026
Precision oncology: tumor molecular profiling → actionable alterations → treatment recommendations.
Original source
FreedomIntelligence/OpenClaw-Medical-Skills
https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/precision-oncology-agent
- Maintainer
- FreedomIntelligence
- License
- MIT
- Last updated
- April 1, 2026
Skill Snapshot
Key Details From SKILL.md
Key Notes
- description (10-20 chars): Tumor board copilot.
- keywords: oncology, genomics, OncoKB, therapy-ranking, evidence.
- measurable_outcome: Deliver a ranked therapy list with OncoKB/NCCN citations plus data-gap checklist for every case within 10 minutes of receiving inputs.
- description (10-20 chars): Tumor board copilot keywords: oncology, genomics, OncoKB, therapy-ranking, evidence measurable_outcome: Deliver a ranked therapy list with OncoKB/NCCN citations plus data-gap checklist for every case within 10 minutes of receiving inputs.
- vcf_path (hg38 preferred) plus optional CNV/fusion summaries.
Source Doc
Excerpt From SKILL.md
Outputs
- Ranked treatment options (approved, off-label, clinical trials) with evidence strength + contraindications.
- Variant interpretation table (pathogenicity, tier, therapy linkage).
- Biomarker summary (TMB, MSI, PD-L1 if provided) and missing-test checklist.
Workflow
- Ingest & normalize: Harmonize gene symbols, genome build, and variant effects.
- Annotate: Query OncoKB/NCCN + internal knowledge for actionability tiers.
- Contextualize: Blend pathology + prior therapy info to filter contraindicated options.
- Recommend: Present therapies ordered by evidence + patient fit; cite sources.
- Gaps: Highlight assays or confirmations still required before treatment.
Guardrails
- No autonomous treatment decisions—flag outputs as advisory.
- Cite evidence rigorously (guideline version, publication).
- Highlight resistance mechanisms and prior exposure conflicts.
Use cases
- Use precision-oncology-agent for clinical, translational, or medical research tasks.
- Apply precision-oncology-agent when healthcare-specific guidance is required.
Not for
- Do not rely on this catalog entry alone for installation or maintenance details.
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