chemistry-tools
Chemistry-tools provides computational functions for molecular weight calculations, chemical equation balancing using linear algebra, and thermodynamic computations including the ideal gas law and Gibbs free energy. Use this skill when users need to calculate molecular properties, balance chemical equations, solve thermodynamic equations, or perform cheminformatics analysis on chemical formulas and molecular data.
git clone --depth 1 https://github.com/beita6969/ScienceClaw /tmp/chemistry-tools && cp -r /tmp/chemistry-tools/skills/chemistry-tools ~/.claude/skills/chemistry-toolsSKILL.md
# Chemistry Tools
Computational chemistry and cheminformatics. Venv: `source /Users/zhangmingda/clawd/.venv/bin/activate`
## Molecular Properties
```python
# Using RDKit if available, otherwise manual calculations
from sympy import symbols, Eq, solve
# Molecular weight calculation (manual)
ATOMIC_WEIGHTS = {
'H': 1.008, 'He': 4.003, 'Li': 6.941, 'Be': 9.012, 'B': 10.81,
'C': 12.011, 'N': 14.007, 'O': 15.999, 'F': 18.998, 'Ne': 20.180,
'Na': 22.990, 'Mg': 24.305, 'Al': 26.982, 'Si': 28.086, 'P': 30.974,
'S': 32.065, 'Cl': 35.453, 'Ar': 39.948, 'K': 39.098, 'Ca': 40.078,
'Fe': 55.845, 'Cu': 63.546, 'Zn': 65.38, 'Br': 79.904, 'Ag': 107.868,
'I': 126.904, 'Au': 196.967,
}
import re
def molecular_weight(formula):
"""Calculate MW from chemical formula like 'C6H12O6'"""
elements = re.findall(r'([A-Z][a-z]?)(\d*)', formula)
mw = sum(ATOMIC_WEIGHTS.get(el, 0) * (int(n) if n else 1) for el, n in elements)
return mw
# Example
print(f"Glucose (C6H12O6): {molecular_weight('C6H12O6'):.3f} g/mol")
```
## Chemical Equation Balancing
```python
from sympy import Matrix, lcm
def balance_equation(reactants_elements, products_elements):
"""
Balance using linear algebra (null space method).
Each compound is a dict of {element: count}.
"""
all_elements = set()
for compound in reactants_elements + products_elements:
all_elements.update(compound.keys())
all_elements = sorted(all_elements)
n_compounds = len(reactants_elements) + len(products_elements)
matrix = []
for el in all_elements:
row = []
for comp in reactants_elements:
row.append(comp.get(el, 0))
for comp in products_elements:
row.append(-comp.get(el, 0))
matrix.append(row)
M = Matrix(matrix)
null = M.nullspace()
if null:
coeffs = null[0]
# Make integer coefficients
denom = lcm(*[c.q for c in coeffs if hasattr(c, 'q')] or [1])
coeffs = [int(c * denom) for c in coeffs]
return coeffs
return None
```
## Thermodynamics
```python
import numpy as np
# Ideal gas law: PV = nRT
R = 8.314 # J/(mol·K)
def ideal_gas(P=None, V=None, n=None, T=None):
"""Solve for the missing variable. Units: Pa, m³, mol, K"""
if P is None: return n * R * T / V
if V is None: return n * R * T / P
if n is None: return P * V / (R * T)
if T is None: return P * V / (n * R)
# Gibbs free energy
def gibbs(dH, T, dS):
"""ΔG = ΔH - TΔS (kJ/mol, K, kJ/(mol·K))"""
return dH - T * dS
# Nernst equation
def nernst(E0, n_electrons, Q, T=298.15):
"""E = E° - (RT/nF)ln(Q)"""
F = 96485 # C/mol
return E0 - (R * T / (n_electrons * F)) * np.log(Q)
# Arrhenius equation
def arrhenius(A, Ea, T):
"""k = A * exp(-Ea/RT), Ea in J/mol"""
return A * np.exp(-Ea / (R * T))
```
## Chemical Databases
### PubChem
```bash
# Search by name
curl -s "https://pubchem.ncbi.nlm.nih.gov/rest/pug/compound/name/aspirin/JSON" | python3 -m json.tool
# Search by SMILES
curl -s "https://pubchem.ncbi.nlm.nih.gov/rest/pug/compound/smiles/CC(=O)OC1=CC=CC=C1C(=O)O/JSON"
# Get properties
curl -s "https://pubchem.ncbi.nlm.nih.gov/rest/pug/compound/name/caffeine/property/MolecularFormula,MolecularWeight,IUPACName/JSON"
```
### ChEBI (Chemical Entities of Biological Interest)
```bash
curl -s "https://www.ebi.ac.uk/chebi/searchId.do?chebiId=CHEBI:15377" # water
```
## Spectroscopy Reference
| Technique | What it measures | Key info |
|-----------|-----------------|----------|
| IR | Bond vibrations | Functional groups (cm⁻¹) |
| NMR (¹H) | H environments | Chemical shift (δ ppm), splitting |
| NMR (¹³C) | C environments | Chemical shift (δ ppm) |
| UV-Vis | Electronic transitions | λmax, absorbance |
| Mass Spec | m/z ratio | Molecular weight, fragmentation |
### Common IR Absorptions
- O-H stretch: 3200-3600 cm⁻¹ (broad)
- N-H stretch: 3300-3500 cm⁻¹
- C-H stretch: 2850-3000 cm⁻¹
- C=O stretch: 1650-1750 cm⁻¹
- C=C stretch: 1600-1680 cm⁻¹
- C-O stretch: 1000-1300 cm⁻¹
## Tips
- Always check units (SI vs CGS vs practical)
- Use IUPAC nomenclature
- For complex reactions, break into elementary steps
- Verify thermodynamic data against NIST WebBook
- For computational chemistry (DFT, MD), recommend specialized software (Gaussian, ORCA, GROMACS)Route plain-language requests for Pi, Claude Code, Codex, OpenCode, Gemini CLI, or ACP harness work into either OpenClaw ACP runtime sessions or direct acpx-driven sessions ("telephone game" flow). For coding-agent thread requests, read this skill first, then use only `sessions_spawn` for thread creation.
Use the diffs tool to produce real, shareable diffs (viewer URL, file artifact, or both) instead of manual edit summaries.
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OpenProse VM skill pack. Activate on any `prose` command, .prose files, or OpenProse mentions; orchestrates multi-agent workflows.