datamol-cheminformatics

What problem does it solve?

This Skill streamlines complex cheminformatics tasks, making molecular data processing, analysis, and manipulation more accessible and efficient for drug discovery and related fields.

Core Features & Use Cases

• Molecular I/O & Standardization: Parse, validate, and standardize molecules from various formats (SMILES, SDF, etc.).
• Descriptors & Fingerprints: Compute molecular descriptors and generate fingerprints for machine learning.
• Clustering & Similarity: Perform similarity searches, cluster compounds, and select diverse subsets.
• Scaffold Analysis & Fragmentation: Extract scaffolds and fragment molecules for design insights.
• 3D Conformer Generation: Generate and analyze 3D molecular structures.
• Use Case: Quickly standardize a library of 10,000 compounds, compute their ECFP fingerprints, and identify the top 100 most diverse molecules for further screening.

Quick Start

Use the datamol-cheminformatics skill to parse the SMILES string 'CCO' and convert it to its canonical SMILES representation.