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Precision Oncology Agent — measured AI agent skill | DecimalAI

Precision Oncology Agent

SkillScore91Maintained

precision-oncology-agent

Fuse genomic variants, pathology findings, and clinical context to draft evidence-linked therapy options for tumor board review.

AI/MLby FreedomIntelligence

Links this skill to your agents and keeps it current with the author’s updates.

Automatic

Clinical / Healthcare pack

decimalai skills pull precision-oncology-agent

Get this skill — curl · raw file

curl -fsSL https://app.decimal.ai/s/precision-oncology-agent/SKILL.md

Raw file: /s/precision-oncology-agent/SKILL.md ↗ · machine-readable summary at /s/precision-oncology-agent.json ↗

In productionGlobal

how this skill behaves on real traffic · last 30 days

No production data for this skill yet — usage numbers appear here once agents start running it.

Anonymized aggregate across every org using this skill — proof from real production use, not a demo.

Does this skill help? · Benchmark: with vs. withoutsign in to run this on your agents

23 test cases from the publisher’s eval.yaml · each run twice on gemini-3.6-flash — with the skill injected, then without · last run 8d ago

Yes — +26% lift+16% tokens0% turns91% of whole cases pass with skill (21/23)

Test case	Without → With	Effect	Δ tokens	Δ turns
case-09	✗→✓	▲ Improved	4%	0%
case-16	✗→✓	▲ Improved	52%	0%
case-01	✗→✓	▲ Improved	26%	0%
case-02	✗→✓	▲ Improved	28%	0%
case-06	✗→✓	▲ Improved	20%	0%

Showing 5 of 23 cases

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/1/2026

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

FreedomIntelligence / OpenClaw-Medical-Skills

skills/precision-oncology-agent/SKILL.md

View on GitHub ↗

Imported 8/1/2026Version v2

Skill contents

SKILL.md

<!--

COPYRIGHT NOTICE

This file is part of the "Universal Biomedical Skills" project.

Copyright (c) 2026 MD BABU MIA, PhD <md.babu.mia@mssm.edu>

All Rights Reserved.

#

This code is proprietary and confidential.

Unauthorized copying of this file, via any medium is strictly prohibited.

#

Provenance: Authenticated by MD BABU MIA

-->

At-a-Glance

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.

Inputs

vcf_path (hg38 preferred) plus optional CNV/fusion summaries.
pathology_report text for histology/grade/biomarkers.
clinical_context dict capturing tumor type, stage, prior lines, ECOG.

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.

References

See README.md for detailed workflow plus cited Nature Cancer study.

Want to see if precision-oncology-agent would activate on your phrasing? Try it before you install — no LLM call, no signup.

Other measured skills in the registry, with their headline benchmark lift.