Chemistry & materials

The top-rated launch-quality Chemistry & materials skill for AI agents is dpgen-simplify (grade B), followed by pymatgen and retrosynthesis-planning. Skillspace rates 416 Chemistry & materials skills; 166 are launch-quality.

Computational chemistry, materials science, molecular modelling.

Launch-quality skills first, then by grade, then by our Skill Score, which adds judge reviews, test results, GitHub stars and adoption.

  1. dpgen-simplify B
  2. pymatgen B
  3. retrosynthesis-planning B
  4. bio-molecular-descriptors B
  5. bio-shape-similarity B
  6. bio-scaffold-analysis B
  7. bio-molecular-standardization B
  8. hpc-gromacs B
  9. hpc-quantum-espresso B
  10. hpc-gaussian B
  11. chem-spectrum-matcher B
  12. mat-ionic-substitution B
  13. ml-cluster-expansion B
  14. chem-solution-md B
  15. mat-grain-boundary B
  16. ml-mlip-nvalchemi B
  17. xtb B
  18. dft-gpaw B
  19. ase-calculators B
  20. hpc-vasp B
  21. hpc-lammps B
  22. ms-spectra-simulation B
  23. boron-nmr-predict B
  24. thermo-package B
  25. OpenFE B

Frequently asked questions

What is the best Chemistry & materials skill for AI agents?

The top-rated launch-quality Chemistry & materials skill for AI agents is dpgen-simplify (grade B), followed by pymatgen and retrosynthesis-planning. Skillspace rates 416 Chemistry & materials skills; 166 are launch-quality.

How does Skillspace rate Chemistry & materials skills?

Skillspace grades every Chemistry & materials skill from A to F with a published scoring engine that reads the skill's SKILL.md: architecture and maturity make the score, and a security scan can cap it. In crowded categories, a judge model also compares the strongest contenders side by side, and some skills are tested head-to-head on real tasks against other skills in the same category (including a deliberately weak one) and a no-skill baseline. Launch-quality skills are graded A to C with a clean safety verdict, and not excluded by a quality filter: the filters catch skills our model's safety screen flags for prompt injection, guardrail bypass, harmful content or credential exposure; test fixtures and attack benchmarks; skills written only for the repository they live in; templates and stubs; and near-duplicate variants and copies of other skills. Ratings were last updated on 24 September 2026; the full method is on the methodology page.

Are Chemistry & materials skills safe to install?

Of the 416 Chemistry & materials skills Skillspace rates, 401 passed its safety scan and 15 are flagged: 13 as risky and 2 as unsafe. Each skill's page shows its safety verdict. A pass is not a guarantee: the scan reads only the skill's SKILL.md, not the scripts or other files it ships, and looks for patterns such as piping a remote script into a shell, reading credentials or hiding actions from the user. Skills are third-party code that Skillspace indexes but does not host or endorse, so read a skill's source on GitHub before you install it.

Skillspace indexes and rates skills; it does not host or endorse them. Run third-party skills at your own risk.