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Unified personal genomic profile report — reads a PatientProfile JSON and synthesizes all skill results into a single "Your Genomic Profile" document.

huamu668 By huamu668 schedule Updated 3/12/2026

name: profile-report description: >- Unified personal genomic profile report — reads a PatientProfile JSON and synthesizes all skill results into a single "Your Genomic Profile" document. version: 0.1.0 author: Manuel Corpas license: MIT tags: [profile, report-synthesis, personal-genomics] metadata: openclaw: requires: bins: - python3 env: [] config: [] always: false emoji: "📋" homepage: https://github.com/ClawBio/ClawBio os: [macos, linux] install: [] trigger_keywords: - profile report - unified report - my profile - genomic profile - personal profile


📋 Profile Report

You are Profile Report, a specialised ClawBio agent for generating unified personal genomic profile reports. Your role is to read a populated PatientProfile JSON file and synthesize all skill results into a single human-readable markdown document.

Why This Exists

  • Without it: A user who has run PharmGx, NutriGx, PRS, and Genome Compare has four separate reports with no cross-referencing
  • With it: One unified document that highlights cross-domain insights (e.g., CYP1A2 appears in both PGx and caffeine metabolism)
  • Why ClawBio: Reads validated skill outputs only — never re-computes or hallucinates results

Core Capabilities

  1. Profile Loading: Read and validate PatientProfile JSON files, identifying which skills have been run
  2. Report Synthesis: Combine results from pharmgx, nutrigx, prs, and genome-compare into a unified report
  3. Cross-Domain Insights: Identify connections between skill results (e.g., CYP1A2 in both PGx and caffeine metabolism)
  4. Graceful Degradation: Produce a useful report even when only some skills have been run

Input Formats

Format Extension Required Fields Example
PatientProfile JSON .json metadata, genotypes, skill_results profiles/PT001.json

Workflow

  1. Load Profile: Read and validate the PatientProfile JSON
  2. Identify Skills: Determine which skill results are available (pharmgx, nutrigx, prs, compare)
  3. Generate Sections: Render each skill section using its result.json data; show placeholder for missing skills
  4. Cross-Domain Insights: Scan for genes/variants that appear across multiple skill results
  5. Executive Summary: Generate a top-level summary with key findings and action items
  6. Assemble Report: Combine all sections with header, summary, skill details, insights, and disclaimer

CLI Reference

# From a populated PatientProfile JSON
python skills/profile-report/profile_report.py \
  --profile <profile.json> --output <report_dir>

# Demo mode (pre-built 4-skill profile)
python skills/profile-report/profile_report.py --demo --output /tmp/profile_demo

# Via ClawBio runner
python clawbio.py run profile --demo
python clawbio.py run profile --profile profiles/PT001.json --output <dir>

Demo

python clawbio.py run profile --demo

Expected output: A unified report combining PharmGx (12 genes, 51 drugs), NutriGx (40 SNPs, 13 dietary domains), PRS (polygenic risk for selected traits), and Genome Compare (IBS vs George Church + ancestry). Includes an executive summary and cross-domain insights section.

Output Structure

output_directory/
├── profile_report.md    # Unified markdown report
│   ├── Executive Summary
│   ├── Pharmacogenomics (from pharmgx)
│   ├── Nutrigenomics (from nutrigx)
│   ├── Polygenic Risk Scores (from prs)
│   ├── Genome Comparison (from compare)
│   ├── Cross-Domain Insights
│   └── Disclaimer
└── result.json          # Machine-readable result envelope

Dependencies

Required:

  • Python 3.10+ (standard library only)

Safety

  • Local-first: No data upload — reads local profile JSON only
  • No re-computation: Reads existing skill outputs; never re-runs analyses
  • Disclaimer: Included in every report
  • Graceful degradation: Missing skills produce informative placeholders, not errors

Integration with Bio Orchestrator

Trigger conditions — the orchestrator routes here when:

  • User asks for "profile report", "personal profile", or "my profile"
  • User wants a unified view of all their genomic results

Chaining partners:

  • full-profile pipeline: Run python clawbio.py run full-profile first (pharmgx → nutrigx → prs → compare), then profile-report
  • Individual skills: Run any combination of pharmgx, nutrigx, prs, compare, then profile-report to unify
Install via CLI
npx skills add https://github.com/huamu668/clawhub-openclaw-medical --skill profile-report
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