Data & ReproClinical MedicineFreedomIntelligence/OpenClaw-Medical-SkillsData & Reproduction
TO

tooluniverse-rare-disease-diagnosis

Maintainer FreedomIntelligence · Last updated April 1, 2026

Provide differential diagnosis for patients with suspected rare diseases based on phenotype and genetic data. Matches symptoms to HPO terms, identifies candidate diseases from Orphanet/OMIM, prioritizes genes for testing, interprets variants of uncertain significance. Use when clinician asks about rare disease diagnosis, unexplained phenotypes, or genetic testing interpretation.

OpenClawNanoClawAnalysisReproductiontooluniverse-rare-disease-diagnosis🏥 medical & clinicalmedical toolsprovide

Original source

FreedomIntelligence/OpenClaw-Medical-Skills

https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/tooluniverse-rare-disease-diagnosis

Maintainer
FreedomIntelligence
License
MIT
Last updated
April 1, 2026

Skill Snapshot

Key Details From SKILL.md

2 min

Key Notes

  • Systematic diagnosis support for rare diseases using phenotype matching, gene panel prioritization, and variant interpretation across Orphanet, OMIM, HPO, ClinVar, and structure-based analysis.
  • KEY PRINCIPLES: 1. Report-first approach - Create report file FIRST, update progressively 2. Phenotype-driven - Convert symptoms to HPO terms before searching 3. Multi-database triangulation - Cross-reference Orphanet, OMIM, OpenTargets 4. Evidence grading - Grade diagnoses by supporting evidence strength 5. Actionable output - Prioritized differential diagnosis with next steps 6. Genetic counseling aware - Consider inheritance patterns and family history 7. English-first queries - Always use English terms in tool calls (phenotype descriptions, gene names, disease names), even if the user writes in another language. Only try original-language terms as a fallback. Respond in the user's language.

Source Doc

Excerpt From SKILL.md

When to Use

Apply when user asks:

  • "Patient has [symptoms], what rare disease could this be?"
  • "Unexplained developmental delay with [features]"
  • "WES found VUS in [gene], is this pathogenic?"
  • "What genes should we test for [phenotype]?"
  • "Differential diagnosis for [rare symptom combination]"

1. Report-First Approach (MANDATORY)

  1. Create the report file FIRST:

    • File name: [PATIENT_ID]_rare_disease_report.md
    • Initialize with all section headers
    • Add placeholder text: [Researching...]
  2. Progressively update as you gather data

  3. Output separate data files:

    • [PATIENT_ID]_gene_panel.csv - Prioritized genes for testing
    • [PATIENT_ID]_variant_interpretation.csv - If variants provided

2. Citation Requirements (MANDATORY)

Every finding MUST include source:

Use cases

  • Use when clinician asks about rare disease diagnosis, unexplained phenotypes, or genetic testing interpretation.

Not for

  • Do not rely on this catalog entry alone for installation or maintenance details.

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