CSD-Discovery is a software that allows discovery chemists to interrogate protein ligand complexes, dock small molecules, search for similar active ligands, propose replacements or modifications to scaffolds, and integrate these tools into internal systems. It brings together data from the Protein Data Bank and Cambridge Structural Database. The software includes components for protein-ligand docking, generating molecular conformations, aligning ligands flexibly, searching for scaffold replacements or patterns, and script-based interfaces. Case studies demonstrate using it to identify active enantiomers and understand conformational preferences to inform drug design.