Agent skill

assembly-index

Lee Cronin's Assembly Theory for molecular complexity measurement and

majiayu000github.com/majiayu000GitHub ↗
claude-codeMIT
Install
npx skills add majiayu000/claude-skill-registry --skill assembly-index --agent claude-code

Same command for any agent — swap --agent for codex, cursor, copilot.

Facts
Files in the skill folder: 2
SKILL.md size: 4 KB
Bundled scripts: none
Version: 1.0.0
Path: skills/ai-ml/assembly-index/SKILL.md
Open the folder on GitHub →
Where it comes from
Stars: 534
Language: HTML

Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.

From the SKILL.md

# Assembly Index Skill: Molecular Complexity Validation **Status**: ✅ Production Ready **Trit**: -1 (MINUS - validator/constraint) **Color**: #2626D8 (Blue) **Principle**: Complexity threshold → Life signature **Frame**: Assembly pathways with minimal step counting --- ## Overview **Assembly Index** measures molecular complexity by counting the minimum number of joining operations needed to construct a molecule from basic building blocks. Molecules with assembly index > 15 are biosignatures—too complex for random chemistry. 1. **Assembly pathway**: Shortest construction sequence 2. **Copy number threshold**: Abundance × complexity = life signal 3. **Molecular DAG**: Directed acyclic graph of substructures 4. **Mass spectrometry integration**: MA(m/z) measurement ## Core Formula ``` MA(molecule) = min |steps| to construct from primitives Life threshold: MA > 15 with copy_number > 1 ``` ```python def assembly_index(molecule: Molecule) -> int: """Compute minimum assembly steps via dynamic programming.""" substructures = enumerate_substructures(molecule) dag = build_assembly_dag(substructures) return shortest_path_length(dag, source="primitives", target=molecule) ``` ## Key Concepts ##

What's inside
Steps it walks through
  1. Overview
  2. Core Formula
  3. Key Concepts
  4. 1. Assembly Pathway Enumeration
  5. 2. Copy Number Amplification
  6. 3. Tandem Mass Spectrometry Integration
  7. End-of-Skill Interface
  8. Commands
  9. Integration with GF(3) Triads
  10. Related Skills
  11. r2con Speaker Resources
  12. SDF Interleaving
  13. Primary Chapter: 1. Flexibility through Abstraction
  14. GF(3) Balanced Triad
Ships with 1 file
  • metadata.json
Commands it runs
Compute assembly index
just assembly-index molecule.sdf
Validate biosignature threshold
just assembly-validate sample.ms2
Compare assembly pathways
just assembly-compare mol1.sdf mol2.sdf
More from claude-skill-registry
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About this skill
What does the assembly-index skill do?

Lee Cronin's Assembly Theory for molecular complexity measurement and

How do I install it?

Run `npx skills add majiayu000/claude-skill-registry --skill assembly-index --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.

Where does this skill come from?

From majiayu000/claude-skill-registry, a repository with 534 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.

Is a popular skill a good skill?

Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.

Keep going