assembly-index
Lee Cronin's Assembly Theory for molecular complexity measurement and life detection via assembly index computation.
16 stars
Best use case
assembly-index is best used when you need a repeatable AI agent workflow instead of a one-off prompt.
Lee Cronin's Assembly Theory for molecular complexity measurement and life detection via assembly index computation.
Teams using assembly-index should expect a more consistent output, faster repeated execution, less prompt rewriting.
When to use this skill
- You want a reusable workflow that can be run more than once with consistent structure.
When not to use this skill
- You only need a quick one-off answer and do not need a reusable workflow.
- You cannot install or maintain the underlying files, dependencies, or repository context.
Installation
Claude Code / Cursor / Codex
$curl -o ~/.claude/skills/assembly-index/SKILL.md --create-dirs "https://raw.githubusercontent.com/plurigrid/asi/main/ies/music-topos/.ruler/skills/assembly-index/SKILL.md"
Manual Installation
- Download SKILL.md from GitHub
- Place it in
.claude/skills/assembly-index/SKILL.mdinside your project - Restart your AI agent — it will auto-discover the skill
How assembly-index Compares
| Feature / Agent | assembly-index | Standard Approach |
|---|---|---|
| Platform Support | Not specified | Limited / Varies |
| Context Awareness | High | Baseline |
| Installation Complexity | Unknown | N/A |
Frequently Asked Questions
What does this skill do?
Lee Cronin's Assembly Theory for molecular complexity measurement and life detection via assembly index computation.
Where can I find the source code?
You can find the source code on GitHub using the link provided at the top of the page.
SKILL.md Source
# 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
### 1. Assembly Pathway Enumeration
```python
class AssemblyPathway:
def __init__(self, molecule):
self.mol = molecule
self.fragments = self.decompose()
def decompose(self) -> list[Fragment]:
"""Find all valid bond-breaking decompositions."""
return [split for split in self.mol.bonds
if split.yields_valid_fragments()]
def minimal_pathway(self) -> list[JoinOperation]:
"""DP over fragment DAG for minimum steps."""
memo = {}
return self._dp_assemble(self.mol, memo)
```
### 2. Copy Number Amplification
```python
def is_biosignature(molecule, sample) -> bool:
ma = assembly_index(molecule)
copies = sample.count(molecule)
# Life creates copies of complex molecules
return ma > 15 and copies > 1
```
### 3. Tandem Mass Spectrometry Integration
```python
def ma_from_ms2(spectrum: MS2Spectrum) -> float:
"""Estimate assembly index from fragmentation pattern."""
fragments = spectrum.peaks
dag = reconstruct_assembly_dag(fragments)
return dag.longest_path()
```
## Commands
```bash
# 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
```
## Integration with GF(3) Triads
```
assembly-index (-1) ⊗ turing-chemputer (0) ⊗ crn-topology (+1) = 0 ✓ [Molecular Complexity]
```
## Related Skills
- **turing-chemputer** (0): Execute chemical synthesis programs
- **crn-topology** (+1): Generate reaction network topologies
- **kolmogorov-compression** (-1): Algorithmic complexity baseline
---
**Skill Name**: assembly-index
**Type**: Complexity Validator
**Trit**: -1 (MINUS)
**Color**: #2626D8 (Blue)Related Skills
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