Skip to main content
. 2024 Nov 28;16(3):1002–1016. doi: 10.1039/d4sc04064c

Table 1. Material databases, datasets, repositories, and dataset repositories that contain QC data. The ‘Size’ column indicates the number of entries in each data resource. The ‘Source’ column specifies the origin of the structures.

Name Size Method Source Content
Material databases
AFLOW41–43 3.5M DFT ICSD, Pauling File, prototypes Inorganic bulk materials
OQMD44–46 1.2M DFT ICSD & prototypes Inorganic bulk materials
Materials Project8–11 1.0M DFT ICSD & others 153k bulk materials (main data), and 222k organic molecules, 4k battery materials, 25k battery electrolytes, 20k MOFs, 560k catalyst surfaces, and 41k synthesis recipes
JARVIS-DFT47–49 76k DFT MP, ICSD, AFLOW, OQMD, COD 3D, 2D, 1D and 0D materials at varying levels of DFT theory
Organic Materials DB50,51 41k DFT COD Organic and organometallic materials
Material datasets
OC20 52 1.3M DFT MP Surfaces with N,C,O-containing adsorbates
ARC-MOF53 280k DFT Multiple papers MOFs
InterMatch30 199k DFT MP Interfaces of materials
Schmidt et al.54 175k DFT MP & others Chemically diverse bulks
Bare et al.55 67k DFT ABO3 prototype ABO3 perovskite bulks
OC22 56 62k DFT MP Surfaces of oxide materials, coverages, and adsorbates
QMOF57 20k DFT CSD MOFs
ECD-cubic58 17k DFT MP Cubic bulks
2DMatpedia28,29 6.4k DFT MP 2D materials
Emery & Wolverton59 5.3k DFT ABO3 prototype ABO3 perovskite bulks
C2DB60–62 4.0k DFT Prototypes 2D materials
C1DB63 820 DFT ICSD, COD & prototypes 1D materials
Choudhary et al.64 430 DFT MP 2D materials
CURATED COFs65 308 DFT Materials Cloud COFs
Material repositories
NOMAD66–69 12M DFT & others Submissions, MP, OQMD, AFLOW, and others 9M bulk crystals, 75k surfaces; 5k 2D, 33k 1D materials, 2.8M organic and inorganic molecules
ioChem-BD36,37 356k DFT Submissions 38k materials and 318k molecules, chemically diverse
Catalysis-Hub70,71 132k DFT Submissions Structures, reaction energies, and barriers for surface reactions, including various tools
Material dataset repositories
Materials Data Facility72–74 >650 sets Mixed Mixed Datasets from publications
MPContribs75 45 sets Mixed Mixed Community contributions to MP
Computational Materials Repository38,39 31 sets Mixed Mixed Datasets from publications
Materials Cloud76,77 17 sets Mixed Mixed Datasets from publications
MatBench78,79 13 sets Mixed Mixed Datasets for benchmarking ML algorithms, hosted by MP