ChemGraph Leaderboard

An interactive benchmark of single- and multi-agent AI for computational chemistry.

ChemGraph Leaderboard provides a reproducible comparison of agentic AI frameworks and large language models for computational chemistry and materials science. It evaluates single- and multi-agent workflows on 40 ground-truth queries across 12 task categories, reporting accuracy alongside token usage and cost (Pham et al., 2026).

References

2026

  1. chemgraph_comm_chem.png
    ChemGraph as an agentic framework for computational chemistry workflows
    Thang D. Pham, Aditya Tanikanti, and Murat Keçeli
    Communications Chemistry, 2026