pymatgenv0.1.0

A research lab uses pymatgen to automate the screening of thousands of candidate crystal structures for new battery electrode materials. The pipeline generates structures, computes their stability via phase diagram analysis, and filters promising candidates for further DFT validation.

A computational materials scientist integrates pymatgen with VASP to set up, run, and analyze hundreds of calculations for a combinatorial alloy library. The skill handles file conversion, structure manipulations (supercell, doping), and extracts band gaps and formation energies automatically.

A university course on materials informatics uses pymatgen with the MP API to let students query real materials data, visualize structures, and compute phase stability diagrams interactively. This reduces setup time and provides access to a vast database.

A pharmaceutical R&D team uses pymatgen to model metal-organic frameworks (MOFs) as drug carriers. They generate porous structures, analyze pore volumes and surface areas, and simulate guest molecule loading to optimize release kinetics.

An energy startup uses pymatgen to filter light-absorbing materials for thin-film photovoltaics. They compute band structures and DOS from DFT outputs, then use the database to rapidly downselect earth-abundant, non-toxic candidates with ideal band gaps.

A cloud platform offers pymatgen-based tools for structure analysis, conversion, and database queries to corporate R&D teams. Revenue comes from monthly subscriptions and per-API-call pricing, targeting pharma and battery companies.

A consulting firm uses pymatgen to run massive in silico screening campaigns for clients needing to discover novel materials for catalysis or energy storage. They charge per project based on the scale of the search and analysis depth.

A company provides pymatgen-enhanced workflow templates (for VASP, Quantum ESPRESSO) that automate common tasks. The core library is free, but advanced pipeline generators and support are sold as a license to research institutes.