Skillshub genome-match

Score genetic compatibility across all male-female pairings in a Genomebook generation

install

source · Clone the upstream repo

git clone https://github.com/ComeOnOliver/skillshub

Claude Code · Install into ~/.claude/skills/

T=$(mktemp -d) && git clone --depth=1 https://github.com/ComeOnOliver/skillshub "$T" && mkdir -p ~/.claude/skills && cp -r "$T/skills/ClawBio/ClawBio/genome-match" ~/.claude/skills/comeonoliver-skillshub-genome-match && rm -rf "$T"

manifest: skills/ClawBio/ClawBio/genome-match/SKILL.md

💞 GenomeMatch

Purpose

Score genetic compatibility between all male-female pairings in a Genomebook generation. The engine evaluates heterozygosity advantage, disease carrier risk, and trait complementarity to rank optimal mating pairs for the next generation.

How It Works

Load genomes for a target generation from
```
GENOMEBOOK/DATA/GENOMES/
```
.
Compute pairwise compatibility for every M x F combination:
- Heterozygosity score (40%): fraction of loci where offspring would be heterozygous (genetic diversity advantage).
- Trait complementarity (40%): reward balanced trait combinations and high average trait values across the pair.
- Disease risk penalty (20%): flag pairs where both parents carry recessive disease alleles (25% affected offspring risk per flagged condition).
Rank all pairings by composite score (0.0 to 1.0).
Select non-overlapping mating pairs via greedy selection from the top of the ranked list (each individual mates at most once per generation).

Input

```
GENOMEBOOK/DATA/GENOMES/*.genome.json
```
```
GENOMEBOOK/DATA/disease_registry.json
```

Output

Ranked compatibility table (all M x F pairings)
Selected mating pairs for the next generation

CLI Usage

# Score all pairings for generation 0
python skills/genome-match/genome_match.py

# Score a specific generation
python skills/genome-match/genome_match.py --generation 1

# Demo mode
python skills/genome-match/genome_match.py --demo

# Limit output to top N pairings
python skills/genome-match/genome_match.py --top 10

Output Format

Rank          Male x Female              Score   Het   Comp   Risk  Flags
   1      einstein-g0 x curie-g0         0.8234  0.650  0.821  0.000  --
   2      darwin-g0   x franklin-g0      0.7891  0.600  0.790  0.000  --
...

SELECTED MATING PAIRS (generation 0 -> 1):
  Albert Einstein x Marie Curie  (compat: 0.8234)
  Charles Darwin x Rosalind Franklin  (compat: 0.7891)