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datamol - Perform Pythonic cheminformatics with Datamol

Provides a simplified Python interface to RDKit for molecular formats, standardization, descriptors, fingerprints, conformers, clustering, and cheminformatics workflows.

Tags

Updated: 2026-10-07

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • Parse molecular formats
  • Standardize molecular structures
  • Compute descriptors and fingerprints
  • Generate and analyze conformers
  • Cluster molecules and select diversity
  • Analyze scaffolds and fragments
  • Apply chemical reactions
  • Visualize and align molecules
  • Process batches in parallel
  • Read and write molecular files
  • Support cloud storage via fsspec

Inputs

  • Molecular strings
  • Molecular files
  • Molecule datasets
  • Query and library molecules
  • Output paths
  • Cloud storage URLs
  • Processing parameters

Outputs

  • Native RDKit Mol objects
  • Converted molecular representations
  • Standardized molecules
  • Descriptor and fingerprint results
  • Conformer data
  • Clusters and diverse selections
  • Scaffold and fragment analyses
  • Chemical reaction results
  • Molecular visualizations and alignments
  • Written molecular files

Requirements

  • Python 3.8 or newer
  • datamol installed
  • RDKit dependency
  • s3fs or gcsfs for cloud I/O

Source

  • Spec: SKILL.md
cheminformatics
drug discovery
RDKit
molecular processing
Python
Parse molecular formats
Standardize molecular structures
Compute descriptors and fingerprints
Generate and analyze conformers
Molecular strings
Molecular files
Molecule datasets
Native RDKit Mol objects
Converted molecular representations
Standardized molecules