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Corollary
  1. Catalog

Library

Find the model or dataset for the question you have.

Ask in plain language and we will work out where the answer lives — or filter the index yourself. Almost everything here runs on our servers, from this page, with no setup.

Models
309
Datasets
254
Organisations
148

Labs, institutes and companies

Ready to run
21

Including 6 that run free and instantly

Looking for a particular value, not a particular dataset?Search schemas, rows and column statistics inside the data itself.
Every model, A–Z309
  • AbLang2Oxford Protein Informatics Group
  • ABMIL (CONCH v1.5 features, pc108-24k)MahmoodLab
  • ABMIL (UNI features, pc108-24k)MahmoodLab
  • ABMIL (UNI2 features, pc108-24k)MahmoodLab
  • ACE2-ERA5allenai
  • ADMET-AISwanson et al., Stanford
  • AIFS ENS 1.0ecmwf
  • AIFS ENS 2.0ecmwf
  • AIFS Single 0.2.1ecmwf
  • AIFS Single 1.0ecmwf
  • AIFS Single 1.1ecmwf
  • AIFS Single 2.0ecmwf
  • AIMNet2 (B97-3c, 2025)isayevlab
  • AIMNet2 ωB97M-D3isayevlab
  • AIMNet2-NSEisayevlab
  • AIMNet2-Pdisayevlab
  • AIMNet2-rxnisayevlab
  • Aion Basepolymathic-ai
  • AlphaFlow / BioEmuMIT / Microsoft Research
  • AlphaFold DB LookupDeepMind / EMBL-EBI
  • AlphaFold2DeepMind (served as BioNeMo NIM)
  • AlphaGenomegoogle
  • AmberToolsAmber consortium
  • ANARCIOxford Protein Informatics Group
  • AntiFoldHummer et al., DTU
  • AQAffinitySandboxAQ
  • AstroCLIPpolymathic-ai
  • AstroLLaMAUniverseTBD
  • Auroramicrosoft
  • AutoDock VinaScripps Research
  • AutoDock-GPUScripps Research
  • AVES2-BEATsEarthSpeciesProject
  • BindCraftOvchinnikov Lab / Baker Lab
  • BioCLIP 2imageomics
  • BioEmumicrosoft
  • BioMedGPT-R1PharMolix / OpenBioMed
  • BioReason-Pro RLwanglab
  • BioReason-Pro SFTwanglab
  • BioVERSEIBM Research
  • BOA — Basis Overlap Architecturesciai-lab
  • Boltz-2MIT × Recursion
  • Botanic0-Lliving-models
  • Botanic0-Mliving-models
  • Botanic0-Sliving-models
  • Botanic1-Lliving-models
  • Botanic1-Mliving-models
  • Botanic1-M SAE (k=64, codebook 8192)living-models
  • Botanic1-Sliving-models
  • Carbon-3BHuggingFaceBio
  • Carbon-500MHuggingFaceBio
  • Carbon-8BHuggingFaceBio
  • Carbon-AHugging Face, from GENERanno (Gener Team)
  • Carbon-XHugging Face, Zhongguancun Academy and TIGEM
  • cBottlenvidia
  • CellFMMulti-institution consortium
  • Chai-1Chai Discovery
  • ChatNTInstaDeepAI
  • Chemprop D-MPNN — toxicity panelSwanson et al., Stanford · Chemprop, MIT
  • Clinical Camel 70Bwanglab
  • ColabFoldSteinegger Lab
  • CoLiPRImicrosoft
  • CONCHMahmoodLab
  • CONCH v1.5MahmoodLab
  • CYP Inhibition Modelopenadmet
  • DeepSpot-Mratschlab
  • DiffDockMIT / Barzilay Lab
  • DiffDock-PPMIT
  • DiffLinkerCorreia Lab / EPFL
  • DiffSBDDCorreia Lab / EPFL
  • DNABERT-2Zhou et al., Northwestern
  • DoctoBERT-fr-basedoctolib-lab
  • DoctoModernBERT-fr-basedoctolib-lab
  • DPLM-2Nanjing University / ByteDance
  • EnformerDeepMind
  • Equiformer v3mirror-physics
  • ESM-IF1Meta FAIR
  • ESM2-3BMeta FAIR
  • ESM2-650MMeta FAIR
  • ESMC 300Mbiohub
  • ESMC 300M (Dec 2024)biohub
  • ESMC 600Mbiohub
  • ESMC 600M (Dec 2024)biohub
  • ESMC 6Bbiohub
  • ESMFoldMeta AI (FAIR)
  • ESMFold2biohub
  • ESMFold2-Experimentalbiohub
  • ESMFold2-Experimental-Fastbiohub
  • ESMFold2-Fastbiohub
  • ether0futurehouse
  • eva-rnaScientaLab
  • Evo 2Arc Institute / Stanford
  • EVOLVEproHarvard / Broad Institute
  • FlashPPItattabio
  • FourCastNet 3nvidia
  • GalacticaMeta AI
  • GENA-LM BERT base (T2T)AIRI-Institute
  • GENA-LM BERT large (T2T)AIRI-Institute
  • GeneformerTheodoris et al., Gladstone Institutes
  • Genos 1.2BZhejiangLab
  • gLM2 650Mtattabio
  • GninaKoes Lab / University of Pittsburgh
  • GO-GPTwanglab
  • GROMACSGROMACS consortium
  • GROVERTsinghua University
  • HEST Tissue SegmentationMahmoodLab
  • HiRO-ACEallenai
  • HuatuoGPT-Vision 7BFreedomIntelligence
  • IgFoldRuffolo et al., Johns Hopkins
  • ImmuneBuilderOxford Protein Informatics Group
  • Indus SDE v0.2nasa-impact
  • IntelliFoldIntelliGen AI
  • Kimina-Prover Distill 1.7BAI-MO
  • Kimina-Prover Distill 8BAI-MO
  • Kimina-Prover Preview Distill 7BAI-MO
  • KRONOSMahmoodLab
  • La-RiboGENTEL Lab, Shanghai Jiao Tong University
  • LigandMPNNBaker Lab / UW IPD
  • LULA-1.1omtx
  • MACE-MP-0mace-foundations
  • MACE-MPA-0mace-foundations
  • MadeleineMahmoodLab
  • Make-A-Shape · multi-view 20MADSKAILab
  • Make-A-Shape · point-cloud 20MADSKAILab
  • Make-A-Shape · single-view 20MADSKAILab
  • Make-A-Shape · voxel 16³ADSKAILab
  • Make-A-Shape · voxel 32³ADSKAILab
  • MAMMALIBM Research
  • MAMMAL solubilityIBM Research
  • MarinDNA m5.1 1B base modelmarin-dna
  • MatterGenmicrosoft
  • MedASRgoogle
  • MedGemma 1.5 4Bgoogle
  • MedGemma 27Bgoogle
  • MedSAMwanglab
  • MedSigLIPgoogle
  • MegaMolBARTNVIDIA / BioNeMo
  • MIST 1.8B · ⟨R²⟩mist-models
  • MIST 1.8B · BACEmist-models
  • MIST 1.8B · BBBPmist-models
  • MIST 1.8B · ClinToxmist-models
  • MIST 1.8B · Cvmist-models
  • MIST 1.8B · ESOLmist-models
  • MIST 1.8B · FreeSolvmist-models
  • MIST 1.8B · G298mist-models
  • MIST 1.8B · H298mist-models
  • MIST 1.8B · HIVmist-models
  • MIST 1.8B · HOMOmist-models
  • MIST 1.8B · HOMO-LUMO gapmist-models
  • MIST 1.8B · Lipomist-models
  • MIST 1.8B · LUMOmist-models
  • MIST 1.8B · QM8mist-models
  • MIST 1.8B · SIDERmist-models
  • MIST 1.8B · Tox21mist-models
  • MIST 1.8B · U0mist-models
  • MIST 1.8B · U298mist-models
  • MIST 1.8B · ZPVEmist-models
  • MIST 1.8B · α (polarizability)mist-models
  • MIST 1.8B · μ (dipole)mist-models
  • MIST 1.8B basemist-models
  • MIST 26.9M · boiling pointmist-models
  • MIST 26.9M · dnmist-models
  • MIST 26.9M · flash pointmist-models
  • MIST 26.9M · melting pointmist-models
  • MIST 26.9M · odourmist-models
  • MIST 27.0M · conductivitymist-models
  • MIST 27.1M · ETNmist-models
  • MIST 28M · BACEmist-models
  • MIST 28M · BBBPmist-models
  • MIST 28M · ClinToxmist-models
  • MIST 28M · ESOLmist-models
  • MIST 28M · FreeSolvmist-models
  • MIST 28M · HIVmist-models
  • MIST 28M · Lipomist-models
  • MIST 28M · MUVmist-models
  • MIST 28M · pKamist-models
  • MIST 28M · QM8mist-models
  • MIST 28M · SIDERmist-models
  • MIST 28M · solvent propertiesmist-models
  • MIST 28M · tmQMmist-models
  • MIST 28M · Tox21mist-models
  • MIST 28M · ToxCastmist-models
  • MIST 28M basemist-models
  • MIST mixturesmist-models
  • ML4Floodsisp-uv-es
  • MM/GBSAAmber consortium
  • MMPT-FMMerck
  • ModernGENA baseAIRI-Institute
  • ModernGENA largeAIRI-Institute
  • Molecular Property CalculatorCorollary Labs
  • MolFormerIBM Research
  • MolMIMNVIDIA BioNeMo
  • MosaicAMLab-UvA
  • NASA-SMD-IBMnasa-impact
  • NatureLM-audioEarthSpeciesProject
  • Nessorecursionpharma
  • NexaMass V3 StructAethronPhantom
  • NTv3 650MInstaDeepAI
  • Nucleotide Transformer 2.5BInstaDeepAI
  • Nucleotide Transformer v2InstaDeep / Wellcome Sanger
  • OC25facebook
  • OlmoEarth v1 Baseallenai
  • OlmoEarth v1 FT — AWF (Base)allenai
  • OlmoEarth v1 FT — Ecosystem Type Mapping (Base)allenai
  • OlmoEarth v1 FT — Forest Loss Driver (Base)allenai
  • OlmoEarth v1 FT — LFMC (Base)allenai
  • OlmoEarth v1 FT — Mangrove (Base)allenai
  • OlmoEarth v1 Largeallenai
  • OlmoEarth v1 Nanoallenai
  • OlmoEarth v1 Tinyallenai
  • OlmoEarth v1.1 Baseallenai
  • OlmoEarth v1.1 Nanoallenai
  • OlmoEarth v1.1 Tinyallenai
  • OlmoEarth v1.2 Baseallenai
  • OlmoEarth v1.2 Nanoallenai
  • OlmoEarth v1.2 Smallallenai
  • OlmoEarth v1.2 Tinyallenai
  • OMat24facebook
  • OMC25facebook
  • OmegaFoldHeliXon
  • OMol25facebook
  • OneGenome-RiceZhejiangLab
  • OpenDDEaurekaresearch
  • OpenFE / LomapOpen Free Energy consortium
  • OpenFoldAlQuraishi Lab / Columbia
  • OpenFold3OpenFold
  • OpenMed AnatomyDetectOpenMed
  • OpenMed BloodCancerDetectOpenMed
  • OpenMed ChemicalDetectOpenMed
  • OpenMed DiseaseDetectOpenMed
  • OpenMed DNADetectOpenMed
  • OpenMed GenomeDetectOpenMed
  • OpenMed GenomicDetectOpenMed
  • OpenMed OncologyDetectOpenMed
  • OpenMed OrganismDetectOpenMed
  • OpenMed PathologyDetectOpenMed
  • OpenMed PharmaDetectOpenMed
  • OpenMed ProteinDetectOpenMed
  • OpenMed SpeciesDetectOpenMed
  • OpenMMChodera Lab / Stanford
  • OpenPhenomrecursionpharma
  • OrbMolOrbital-Materials
  • p-IgGenopig
  • PaperQA2 (Crow)FutureHouse
  • ParagraphDeane Lab / Oxford
  • Path Foundationgoogle
  • PDB Structure FetchRCSB Protein Data Bank
  • PeptiVerseChatterjeeLab
  • PhenoSeqSentinal4D
  • ProGen2Salesforce Research
  • Promerabjing-mit
  • ProteinMPNNBaker Lab
  • Protenix-RNALiteFold
  • PXR Activation Modelopenadmet
  • QAMASBeard Lab / Randall et al.
  • Reaction prediction and fingerprintsSagawa & Kaneko · IBM RXN
  • REINVENT 4AstraZeneca
  • RetroChimeraMicrosoft Research AI for Science
  • RFDiffusionBaker Lab / Institute for Protein Design
  • Rhaistertahoebio
  • RoseTTAFold All-AtomBaker Lab / UW
  • RudolfV 2Aignostics
  • SamudrACE-E3SMv3allenai
  • SapiensAstraZeneca / Prihoda et al.
  • SaProtSu et al., Westlake University
  • SCENIC+ / pySCENICVIB-KU Leuven
  • scGPTUniversity of Toronto
  • SE-600Marcinstitute
  • SEALMahmoodLab
  • Sequence AnalyticsCorollary Labs
  • ShEPhERD-2Coley Research Group, MIT
  • Skala 1.0microsoft
  • Skala 1.1microsoft
  • SMINAKoes Lab
  • STACK Largearcinstitute
  • Stack-Large Alignedarcinstitute
  • StarCOPisp-uv-es
  • StormCast V1nvidia
  • SuperIXisp-uv-es
  • Surya 1.0nasa-ibm-ai4science
  • Surya Solar Flaresnasa-ibm-ai4science
  • Surya Solar Windnasa-ibm-ai4science
  • Tahoe-100M-SCVItahoebio
  • Tahoe-x1tahoebio
  • TEDDYMerck
  • TimesFM 2.5Google Research
  • TITANMahmoodLab
  • TxGemma 27B Chatgoogle
  • TxGemma 27B Predictgoogle
  • TxGemma 2Bgoogle
  • TxGemma 9B Chatgoogle
  • TxGemma 9B Predictgoogle
  • UMAfacebook
  • UNIMahmoodLab
  • UNI2-hMahmoodLab
  • WaLa DM1 1BADSKAILab
  • WaLa DM4 1BADSKAILab
  • WaLa DM6 1BADSKAILab
  • WaLa MVDream DM6ADSKAILab
  • WaLa MVDream RGB4ADSKAILab
  • WaLa PC 1BADSKAILab
  • WaLa RGB4 1BADSKAILab
  • WaLa SK 1BADSKAILab
  • WaLa SV 1BADSKAILab
  • WaLa UN 1BADSKAILab
  • WaLa VX16 1BADSKAILab
  • WALRUSpolymathic-ai
  • X-CellXaira-Therapeutics
  • Zatom-2Berkeley Lab, Cambridge and collaborators
  • Zero-To-CAD Qwen3-VL 2BADSKAILab
Every dataset, A–Z254
  • ABC-1MADSKAILab
  • active_matterpolymathic-ai
  • aimo-validation-aimeAI-MO
  • aimo-validation-amcAI-MO
  • aimo-validation-math-level-4AI-MO
  • aimo-validation-math-level-5AI-MO
  • AirfRANS_originalPLAID-datasets
  • AlphaFoldDBLiteFold
  • aops_rawAI-MO
  • aqcat25-datasetSandboxAQ
  • arxiv-abstracts-largeUniverseTBD
  • AstroLLaVA_convosUniverseTBD
  • ATBAllTheBacteria
  • AtompackLeMaterial
  • atomvison_atomistic_stm_images_2d_materials_unique_chemical_compositions_structure_v1-1foundry-ml
  • atomvison_simulated_atomistic_stem_images_2d_materials_unique_chemical_compositions_structure_bafoundry-ml
  • B3DBmaomlab
  • Bac-Corpus-dna-intergenic-sequences-high-diversityAllTheBacteria
  • Bac-Corpus-protein-sequences-high-diversityAllTheBacteria
  • BEANS-ZeroEarthSpeciesProject
  • BFDLiteFold
  • BioMysteryBench-fullAnthropic
  • BioMysteryBench-previewAnthropic
  • bioreason-pro-sft-reasoning-datawanglab
  • BixBenchfuturehouse
  • Botanic1-pretrainingliving-models
  • camelyon16-featuresowkin
  • carbon-pretraining-corpusHuggingFaceBio
  • CATHLiteFold
  • CCAluminary-shift
  • ChAFFmaomlab
  • ChemBenchjablonkagroup
  • chempile-captionjablonkagroup
  • chempile-codejablonkagroup
  • chempile-educationjablonkagroup
  • chempile-instructionjablonkagroup
  • chempile-liftjablonkagroup
  • chempile-mliftjablonkagroup
  • chempile-paperjablonkagroup
  • chempile-reasoningjablonkagroup
  • clinvar-vepHuggingFaceBio
  • CloudSEN12Plusisp-uv-es
  • codeparrot_megatronADSKAILab
  • CombiBenchAI-MO
  • constellarationproxima-fusion
  • core-sdonasa-ibm-ai4science
  • crosslab-nmcGenData-Research
  • CryptoCENmaomlab
  • CT_DeepLesion-MedSAM2wanglab
  • CycPepMPDBLiteFold
  • dataset_concrete_compressive_strengthfoundry-ml
  • dataset_debyet_aflowfoundry-ml
  • dataset_exfoliationefoundry-ml
  • dataset_li_conductivityfoundry-ml
  • dataset_metallicglass_dmaxfoundry-ml
  • dataset_metallicglass_rcfoundry-ml
  • dataset_metallicglass_rc_llmfoundry-ml
  • dataset_mg_alloyfoundry-ml
  • dataset_perovskite_asrfoundry-ml
  • dataset_perovskite_conductivityfoundry-ml
  • dataset_perovskite_formationefoundry-ml
  • dataset_perovskite_habsfoundry-ml
  • dataset_perovskite_stability_updatedfoundry-ml
  • dataset_perovskite_tecfoundry-ml
  • dataset_rpv_ttsfoundry-ml
  • dataset_thermalcond_aflowfoundry-ml
  • dataset_thermalexp_aflowfoundry-ml
  • dielectric_constant_v1-1foundry-ml
  • diffusion_v1-4foundry-ml
  • DIPSDror Lab, Stanford
  • direct_electron_detectorceleritas_xs_simulated_readout_images_electron_counting_model_v1-1foundry-ml
  • DisProtLiteFold
  • double_perovskite_bandgap_v1-1foundry-ml
  • drivaermlneashton
  • drug-target-activityeve-bio
  • DynaCLR-databiohub
  • elastic_tensor_v1-1foundry-ml
  • electromigration_v1-1foundry-ml
  • elwood_md_v1-2foundry-ml
  • EmeraldBaytahoebio
  • EO-via-NLPnasa-impact
  • equational-theories-benchmarkSAIRfoundation
  • equational-theories-selected-problemsSAIRfoundation
  • ESMAtlasLiteFold
  • ESMC-SAE-Featuresbiohub
  • ether0-benchmarkfuturehouse
  • EvolutionaryLiteFold
  • excess-propertiesmist-models
  • finemed-frdoctolib-lab
  • finemed-rephrased-frdoctolib-lab
  • FireProtDBLiteFold
  • FLIP2LiteFold
  • foundry_aflow_band_gaps_v1-1foundry-ml
  • foundry_g4mp2_solvation_v1-2foundry-ml
  • foundry_mp_band_gaps_v1-1foundry-ml
  • foundry_oqmd_band_gaps_v1-1foundry-ml
  • foundry_osdb_v1-1foundry-ml
  • foundry_qmc_ml_v1-1foundry-ml
  • foundry_stan_segmentation_v1-1foundry-ml
  • frontierscienceopenai
  • GDPa1ginkgo-datapoints
  • GDPx1ginkgo-datapoints
  • GDPx2ginkgo-datapoints
  • GDPx3ginkgo-datapoints
  • GDPx4ginkgo-datapoints
  • genomic-niahHuggingFaceBio
  • GeometryLeanBenchAI-MO
  • GOLiteFold
  • GOALiteFold
  • healthbenchopenai
  • healthbench-professionalopenai
  • her2-challenge-2026owkin
  • hestMahmoodLab
  • hest-benchMahmoodLab
  • heusler_magnetization_v1-1foundry-ml
  • HumanProteinAtlasLiteFold
  • IEDBLiteFold
  • img_virus_plasmidwanglab
  • InterProLiteFold
  • keggwanglab
  • Kimina-Prover-PromptsetAI-MO
  • lab-benchfuturehouse
  • LeMat-BulkLeMaterial
  • LeMat-Bulk-DFT-HullLeMaterial
  • LeMat-Bulk-DFT-Hull-AllLeMaterial
  • LeMat-Bulk-MLIP-Formation-EnergiesLeMaterial
  • LeMat-Bulk-MLIP-HullLeMaterial
  • LeMat-BulkUniqueLeMaterial
  • LeMat-GenBench-embeddingsLeMaterial
  • LeMat-RhoLeMaterial
  • LeMat-SynthLeMaterial
  • LeMat-Synth-PapersLeMaterial
  • LeMat-TrajLeMaterial
  • LeMat-Traj-subsetLeMaterial
  • LLM-narrative-planning-tasksetADSKAILab
  • MaCBenchjablonkagroup
  • mask_rcnn_defect_detection_v1-1foundry-ml
  • MedDialogOpenMed
  • medical-o1-reasoning-SFTFreedomIntelligence
  • medical-o1-verifiable-problemFreedomIntelligence
  • Medical-Reasoning-SFT-MegaOpenMed
  • MedSynthAhmad0067
  • MegaScale-Tsuboyama2023LiteFold
  • MetaMathQAmeta-math
  • MgnifyLiteFold
  • MHD_64polymathic-ai
  • minif2f_testAI-MO
  • miriad-4.4Mmiriad
  • miriad-5.8Mmiriad
  • MISATOHelmholtz Munich
  • MofasaDBOrbital-Materials
  • Molecule3Dmaomlab
  • MOSESInsilico Medicine
  • msr-acc-tae25microsoft
  • multi_species_genomesInstaDeepAI
  • NCBILiteFold
  • nct-crc-heowkin
  • NTv3_benchmark_datasetInstaDeepAI
  • nucleotide_transformer_downstream_tasksInstaDeepAI
  • NuminaMath-1.5AI-MO
  • NuminaMath-CoTAI-MO
  • NuminaMath-LEANAI-MO
  • NuminaMath-TIRAI-MO
  • OASopig
  • Octant_CYP_inhibition_reactivity_blog_releaseopenadmet
  • OGtattabio
  • olmoearth-paper-embeddingsallenai
  • olympiadsAI-MO
  • olympiads-refAI-MO
  • olympiads-ref-baseAI-MO
  • OMGtattabio
  • openadmet-expansionrx-challenge-dataopenadmet
  • openadmet-expansionrx-challenge-train-dataopenadmet
  • opengenome2arcinstitute
  • OpenProteinSetLiteFold
  • opensr-testisp-uv-es
  • OpenTMEAignostics
  • PapyrusLeiden Academic Centre for Drug Research
  • parse-de-rhaistertahoebio
  • Patho-BenchMahmoodLab
  • PATHOS-PLM-EMBEDDINGSDSIMB
  • PDBLiteFold
  • PDB-CCDLiteFold
  • perovskite_opbandcenter_v1-1foundry-ml
  • perovskite_stability_v1-1foundry-ml
  • Perturb-Sapiensarcinstitute
  • perturbation-benchHuggingFaceBio
  • peS2oallenai
  • PfamLiteFold
  • piezoelectric_tensor_v1-1foundry-ml
  • planetswepolymathic-ai
  • plant-genomic-benchmarkInstaDeepAI
  • plism-dataset-tilesowkin
  • popsiclebiohub
  • principia-benchfacebook
  • principia-collectionfacebook
  • ProteinGLUEIBIVU, VU Amsterdam
  • ProteinGymLiteFold
  • ProteinNetAlQuraishi Lab
  • protenix-dataLiteFold
  • Pumpluminary-shift
  • rayleigh_benardpolymathic-ai
  • replogle-nadig-de-rhaistertahoebio
  • Replogle-Nadig-Preprintarcinstitute
  • rtm_emulationisp-uv-es
  • rxrx3recursionpharma
  • rxrx3-corerecursionpharma
  • SAIRSandboxAQ
  • SARLO-80ONERA
  • SE-167M-Humanarcinstitute
  • semiconductor_defectlevels_v1-1foundry-ml
  • SHIFT-Crashluminary-shift
  • SidechainNetKoes Lab, University of Pittsburgh
  • SKEMPI2LiteFold
  • spiqagoogle
  • SPIREAllTheBacteria
  • Stack-CellxGene45Marcinstitute
  • State-Tahoe-Filteredarcinstitute
  • steel_strength_v1-1foundry-ml
  • STRINGLiteFold
  • Submarineluminary-shift
  • superconductivity_v1-1foundry-ml
  • supernova_explosion_64polymathic-ai
  • surya-bench-flare-forecastingnasa-ibm-ai4science
  • SUVluminary-shift
  • SwissSidechainLiteFold
  • synthvision-annotated-kimiOpenMed
  • synthvision-annotated-qwenOpenMed
  • synthvision-seedsOpenMed
  • Tahoe-100Mtahoebio
  • tahoe-de-rhaistertahoebio
  • Tahoe-x1-embeddingstahoebio
  • TCGA_virtual_spatial_transcriptomics_atlasratschlab
  • TCGA-UniformTumor-8KMahmoodLab
  • TDCmaomlab
  • ThousandWorldsAstroAutomata
  • training_locating_atoms_stem_images_v1-2foundry-ml
  • traitgymHuggingFaceBio
  • TreeOfLife-200Mimageomics
  • true-cds-protein-tasksInstaDeepAI
  • UNI2-h-featuresMahmoodLab
  • UniProtKBLiteFold
  • UniRef50LiteFold
  • UniRef90LiteFold
  • viperMahmoodLab
  • WINGluminary-shift
  • winnow-ms-datasetsInstaDeepAI
  • wolverton_oxides_v1-1foundry-ml
  • WorldFloodsv2isp-uv-es
  • WxC-Benchnasa-impact
  • X-Atlas-OrionXaira-Therapeutics
  • X-Atlas-PiscesXaira-Therapeutics
  • Zero-To-CAD-100kADSKAILab
  • Zero-To-CAD-1mADSKAILab

Things that work

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InstantModel

AlphaFold DB Lookup

DeepMind / EMBL-EBI

Fetch a pre-computed structure for any UniProt accession — 247M entries, instantly.

structure retrieval
InstantModel

ESMFold

Meta AI (FAIR)

Single-sequence folding in seconds — no MSA, no waiting.

structure prediction
InstantModel

Molecular Property Calculator

Corollary Labs

Lipinski, Veber and lead-likeness descriptors computed from SMILES — instantly, free.

property calculation
InstantModel

PaperQA2 (Crow)

FutureHouse

Grounded literature retrieval over the biomedical corpus — every claim cited.

literature search
InstantModel

PDB Structure Fetch

RCSB Protein Data Bank

Experimentally determined coordinates and metadata for any PDB entry.

structure retrieval
InstantModel

Sequence Analytics

Corollary Labs

Composition, molecular weight, isoelectric point and hydropathy — deterministic.

annotation
ReadyModel

AlphaFold2

DeepMind (served as BioNeMo NIM)

The reference MSA-based predictor, with managed MSA search included.

structure prediction
ReadyModel

BioMedGPT-R1

PharMolix / OpenBioMed

Reasoning-capable biomedical LLM with chain-of-thought over molecules.

chat
ReadyModel

Boltz-2

MIT × Recursion

Structure and binding affinity in one pass, approaching FEP accuracy 1000× faster.

structure prediction
ReadyModel

DiffDock

MIT / Barzilay Lab

Diffusion docking: 38% top-1 success versus 23% for classical AutoDock.

molecular docking
ReadyModel

ESM2-3B

Meta FAIR

High-quality 1,280-dimensional protein embeddings for everything downstream.

sequence embedding
ReadyModel

ESM2-650M

Meta FAIR

The throughput workhorse of the ESM2 family — good embeddings, tiny footprint.

sequence embedding
ReadyModel

Galactica

Meta AI

Scientific LLM retained as a domain-knowledge evaluation baseline only.

evaluation baseline
ReadyModel

MolFormer

IBM Research

SMILES transformer pre-trained on 1.1 billion molecules.

property prediction
ReadyModel

MolMIM

NVIDIA BioNeMo

Controlled molecule generation in a well-behaved latent space.

molecular generation

Everything else indexed

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AbLang2Oxford Protein Informatics GroupAntibody-specific language model trained on the Observed Antibody Space.sequence embeddingOn demand
ADMET-AISwanson et al., Stanford52 ADMET endpoints in one call — hERG, BBB, CYP, clearance, solubility, Tox21.admetOn demand
AIFS Single 1.0ecmwfFirst 1.0 release of the deterministic AIFS — graph-based global weather forecasting model from ECMWF on the Anemoi framework.forecastingOn demand
AIMNet2 (B97-3c, 2025)isayevlabAIMNet2 retrained at the B97-3c level of theory — 2025 release with improved coverage and accuracy.property predictionOn demand
AIMNet2 ωB97M-D3isayevlabNeural network interatomic potential for fast and accurate molecular simulations, trained at the ωB97M-D3 level of theory.property predictionOn demand
AIMNet2-NSEisayevlabAIMNet2 specialised for open-shell chemistry (radicals, transition states) — neural network interatomic potential for non-singlet electronic states.property predictionOn demand
AIMNet2-PdisayevlabAIMNet2 specialised for palladium-containing organometallic systems — supports homogeneous catalysis simulation at near-DFT accuracy.property predictionOn demand
AIMNet2-rxnisayevlabAIMNet2 trained on reaction data — neural-network interatomic potential supporting reactive molecular simulations.property predictionOn demand
ANARCIOxford Protein Informatics GroupAntibody numbering and region annotation — Chothia, IMGT, Kabat.annotationOn demand
AntiFoldHummer et al., DTUInverse folding specialised for antibody backbones and CDR loops.inverse foldingOn demand
AstroLLaMAUniverseTBDLlama-2 7B fine-tuned on 300K+ astronomy arXiv abstracts for astrophysics text generation, literature summarization, and hypothesis completion — first open LLM specialized for astronomy.text-generationOn demand
AutoDock VinaScripps ResearchThe docking engine every other docking paper compares itself against.molecular dockingOn demand
BioCLIP 2imageomicsOpenCLIP-based foundation model for organismal biology — zero-shot species classification from photographs across the tree of life, trained on TreeOfLife-200M.zero-shot-image-classificationOn demand
BioReason-Pro RLwanglabRL-tuned variant of BioReason-Pro — reinforcement-learning fine-tuning over BioReason’s SFT base for sharper biological reasoning across KEGG pathways and variant data.text-generationOn demand
BioReason-Pro SFTwanglabSupervised fine-tuned variant of BioReason-Pro — multimodal biological reasoning over genomic variants and pathway data with chain-of-thought rationales.text-generationOn demand
Carbon-3BHuggingFaceBioFlagship 3B-parameter genomic foundation model from Hugging Face Biology Research — Llama-architecture DNA language model trained for sequence generation, variant interpretation, and downstream genomic tasks.text-generationOn demand
Carbon-500MHuggingFaceBioCompact 500M-parameter Carbon variant — DNA language model lightweight enough for downstream fine-tuning on consumer hardware.text-generationOn demand
Carbon-8BHuggingFaceBioLargest 8B-parameter Carbon variant — top-of-line DNA language model for the most demanding genomic prediction, generation, and benchmark tasks.text-generationOn demand
Chai-1Chai DiscoveryOpen multimodal complex prediction across proteins, nucleic acids and ligands.complex predictionOn demand
ChatNTInstaDeepAI8B multimodal conversational model for DNA, RNA, and protein tasks — instruction-following for sequence annotation, classification, and generation.text-generationOn demand
Chemprop D-MPNN — toxicity panelSwanson et al., Stanford · Chemprop, MITThe toxicity half of the ADMET panel: Ames, hERG, DILI, ClinTox, LD50 and all twelve Tox21 assays.toxicityOn demand
DoctoBERT-fr-basedoctolib-labFrench medical encoder (RoBERTa, 111M params, 512-token context) pretrained from scratch on FineMed-fr — state-of-the-art on DrBenchmark, leading five of seven tasks across French and English medical encoder families.fill-maskOn demand
DoctoModernBERT-fr-basedoctolib-labFrench medical encoder (ModernBERT, 149M params, up to 8,192-token context) pretrained from scratch on FineMed-fr — best on real-world clinical NER and top-ranked on DrBenchmark.fill-maskOn demand
ESMC 300Mbiohub300M-parameter ESMC protein language model — compact variant of the ESMC family for protein-embedding workflows, fits on a single consumer GPU.sequence embeddingOn demand
ESMC 600Mbiohub600M-parameter ESMC protein language model — provides digital representations of proteins for therapeutic engineering, variant-effect prediction, and transfer learning across protein tasks.sequence embeddingOn demand
ESMC 6BbiohubFlagship 6B-parameter ESMC protein language model — state-of-the-art protein embeddings for variant-effect prediction, protein engineering, and biology research, trained on billions of protein sequences.sequence embeddingOn demand
ESMFold2biohubState-of-the-art protein structure prediction and design model — defines a new frontier for speed and accuracy, with unprecedented success rates for protein binder and antibody generation.structure predictionOn demand
ESMFold2-ExperimentalbiohubExperimental ESMFold2 variant exploring new training recipes and architectural changes for protein structure prediction, design, and confidence estimation.structure predictionOn demand
ESMFold2-Experimental-FastbiohubFast variant of the experimental ESMFold2 line — combines accelerated inference with the research-recipe improvements of the experimental branch.structure predictionOn demand
ESMFold2-FastbiohubAccelerated variant of ESMFold2 — optimised for high-throughput structure prediction across large protein sets while retaining strong accuracy.structure predictionOn demand
ether0futurehouse24B parameter model for molecular reasoning - SMILES generation, property prediction, and retrosynthesis.text-generationOn demand
FlashPPItattabioFast protein-protein interaction prediction model — trained for high-throughput screening of interaction networks.feature-extractionOn demand
GENA-LM BERT base (T2T)AIRI-InstituteBERT-base-style genomic foundation model trained on T2T assemblies — lighter-weight backbone for genomic sequence understanding.fill-maskOn demand

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