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AI for science

Models and tools for science, newest first: biology 33, medicine 16, mathematics 16, weather and climate 13, chemistry and materials 10, physics 9, AI scientists 9, astronomy and earth 7. Sort by "Field" to group them. Parameters: the size the maker states, or the total of the weights in the maker's own Hugging Face repository (point at the number for its source). Closed models do not publish their size.

Refreshed Nov 2, 2026, 5:25 AM PT We refresh the data every morning.

Makers' pages and papers checked Nov 2, 2026; GitHub and Hugging Face read Nov 2, 2026.

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113 models and tools
Model or toolFieldMakerLatestReleasedWeights / codeParametersGitHub starsDownloads, 30 d
CERN-Mistral Large Physics Model (planned)not yet checkedPlanned foundation model for collider physics trained on simulated LHC collisions.PhysicsCERN and Mistral AIstatement of intent (no model yet)Oct 15, 2026open + API–––
The AI Scientist v3 (The Agentic Scientist)Orchestrates coding agents such as Claude, Codex and Gemini to run experiments and write papers.AI scientistsSakana AIAI-Scientist-v3Oct 13, 2026open–590–
ACE2 and HiRO-ACEv2Fast ML climate emulator for days-to-centuries runs; HiRO downscales output to 3 km.Weather and climateAi2 (Allen Institute for AI)HiRO-ACEv2; ACE2S-SHiELD-plusOct 12, 2026open–2580
CONCH-Znot yet checkedNewest model in Mahmood Lab's CONCH pathology vision-language family.MedicineMahmood Lab (Harvard and Mass General Brigham)CONCH-ZOct 12, 2026open418M–3,119
AMIEDiagnostic chat AI; first real-clinic feasibility study (98 patients) published in The Lancet.MedicineGoogle Research and Google DeepMindAMIE (multimodal)Oct 8, 2026closed––
RFD4-ProteinaDesigns proteins and complexes with DNA, RNA, sugars or small molecules from user constraints.BiologyBaker lab (UW IPD) and NVIDIARFD4-Proteina v0.0.3Oct 6, 2026open436Msizes 434M to 436M5308,826
BioEmu-2Generates ensembles of 3D shapes for proteins, complexes, ligands and nucleic acids.BiologyMicrosoft Research AI for ScienceBioEmu-2 (v0.1.0rc0)2026-10open500M4840
Prophet-OAME-MBDInteratomic potential ranked first on Matbench Discovery (CPS 0.912) on 2026-10-26.Chemistry and materialsKairos Materialsv1.0.0Sep 13, 2026open + API–––
Intern-S2Open scientific multimodal foundation model for research reasoning across sciences.AI scientistsShanghai AI LaboratoryIntern-S2-397BSep 13, 2026open–8711,207
NVIDIA PhysicsNeMoOpen framework for physics-informed and neural-operator models in engineering and science.PhysicsNVIDIAPhysicsNeMo v2.2.2Sep 11, 2026open–3,412–
Rentosertib (ISM001-055)AI-discovered TNIK inhibitor for lung fibrosis; first Phase III patient dosed.BiologyInsilico MedicinePhase III (GENESIS-IPF-3)Sep 10, 2026closed––
OlmoEarthRemote-sensing model for Sentinel-1/2 and Landsat; powers global yearly embeddings.Astronomy and EarthAi2 (Allen Institute for AI)OlmoEarth v1.3 BaseSep 4, 2026open128M360734
Nemotron-3-Labs-Ultra-MathOpen-weight math model; its ensemble scored 30/42 (gold level) at IMO 2026 in plain language.MathematicsNVIDIANemotron-3-Labs-Ultra-Math-RLSep 2, 2026open550B total55B active–1,049
FrontierMath: ErdősBenchmark of 68 open Erdős problems that models must settle with verified Lean proofs.MathematicsEpoch AIFrontierMath: Erdős (68 problems)Sep 1, 2026open + API–––
NASA-IBM Lunar Foundation ModelMultimodal model of lunar orbital imagery for crater detection and ice prospecting.Astronomy and EarthNASA and IBMNASA-IBM LFMSep 1, 2026open––2,293
SimpleDesignnot yet checkedGenerates protein sequence and 3D structure together in one model.BiologyAppleSimpleDesign2026-09open + API–––
OpenFold3Fully open AlphaFold 3-style model for structures of proteins, nucleic acids and ligands.BiologyOpenFold Consortium (AlQuraishi lab, Columbia)OpenBind v0 parameters (openfold3 v0.5.0)Aug 21, 2026open–9100
WeatherNext 2 and WeatherNext CyclonesFast global ensemble forecasts; Cyclones model gives about one extra day of storm warning.Weather and climateGoogle DeepMind and Google ResearchWN2, WN2-mini, Cyclones (repo v0.3.0)Aug 6, 2026open–7,729–
AxiomProverAutonomous Lean 4 prover; claims a perfect 42/42 at IMO 2026 with machine-checked proofs.MathematicsAxiom MathAxiomProver (IMO 2026)Jul 16, 2026closed103–
AuroraEarth-system foundation model for weather, air pollution and ocean-wave forecasts.Weather and climateMicrosoft ResearchAurora 1.5 (aurora v2.0.0)Jul 9, 2026open1.3B1,0360
TORAXFast differentiable tokamak plasma simulator in JAX, used to plan Commonwealth Fusion's SPARC.PhysicsGoogle DeepMindTORAX v1.4.3Jul 3, 2026open–747–
MIMIC 1.0One model for DNA, RNA and protein that embeds or generates any of them from the others.BiologyPolymathic AIMIMIC 1.0Jun 11, 2026open1.2B46234
ESMC 6B and ESMFold2Protein language model (ESMC) and fast structure prediction and design engine (ESMFold2).BiologyChan Zuckerberg Biohub (former EvolutionaryScale team)ESMC 6B / ESMFold2 (esm v3.4.1)May 27, 2026open6Bsizes 300M to 6B3,01091,805
Orb-v3 and OrbMol-v2Fast neural force fields for materials (Orb-v3) and charged molecules (OrbMol-v2).Chemistry and materialsOrbital MaterialsOrbMol-v2 (orb-models v0.7.0)May 26, 2026open–6250
Prism2not yet checkedSlide-level pathology model linking whole-slide images with clinical text.MedicinePaigePrism2May 22, 2026open4.4B–376
OpenAI 'Astra' (unreleased math model)not yet checkedUnreleased model credited with disproving Erdős's 1946 unit-distance conjecture and 10 later advances.MathematicsOpenAIinternal model, unreleasedMay 20, 2026closed––
AIFS Single v2 and AIFS ENS v2ECMWF's operational AI forecast models; v2 adds ocean waves, snow and cyclone tracks.Weather and climateECMWFAIFS v2May 12, 2026open–1734,712
MACE foundation modelsMachine-learning force fields; MH-1 spans molecules, surfaces and crystals, POLAR-1 adds electrostatics.Chemistry and materialsACEsuit (Cambridge and partners)MACE-POLAR-1 (v0.3.16) and MACE-MH-1 (v0.3.15)May 10, 2026open–1,403–
Recursion OS (with Boltz-2)not yet checkedAI and robotics drug discovery platform with several AI-derived drugs in clinical trials.BiologyRecursion PharmaceuticalsQ1 2026 pipeline updateMay 6, 2026closed––
AI co-scientist (Gemini for Science)Multi-agent Gemini system that generates and ranks research hypotheses.AI scientistsGoogleCo-Scientist (Nature 2026); Gemini for Science2026-05closed––
ChatGPT for Clinicians (HealthBench Professional)not yet checkedChatGPT version for US clinicians, free for verified clinicians, scored on HealthBench Professional.MedicineOpenAIChatGPT for CliniciansApr 22, 2026closed––
SkalaDeep-learned DFT exchange-correlation functional with hybrid-level accuracy at lower cost.Chemistry and materialsMicrosoft ResearchSkala 1.1Apr 13, 2026open0M27021,297
ProtenixAlphaFold 3 reproduction for biomolecular structures; v2 improves antibody-antigen prediction.BiologyByteDanceProtenix-v2Apr 8, 2026open464Msizes 368M to 464M2,100–
AION-1Astronomy model linking images, spectra and catalogues from 39 data types.Astronomy and EarthPolymathic AIAION-1 base / large / xlargeApr 8, 2026open3.1Bsizes 300M to 3.1B15731
GPT-Rosalindnot yet checkedReasoning model for biology and drug discovery research, with a Codex life-sciences plug-in.BiologyOpenAIGPT-Rosalind (research preview)2026-04closed––
Gauss and OpenGaussAutoformalisation agent; OpenGauss is its open Lean workflow orchestrator.MathematicsMath Inc.OpenGauss 0.2.2Mar 19, 2026open–1,276–
Proteina-ComplexaDesigns full-atom protein binders for protein or small-molecule targets.BiologyNVIDIANV-Proteina-Complexa 160M v1Mar 11, 2026open160M–3,766
UMA (Universal Model for Atoms)One atomistic model for molecules, materials and catalysts trained on OMol25, OMat24 and more.Chemistry and materialsMeta FAIR ChemistryUMA-S 1.2 (and 1.2.1), UMA-M 1.1Mar 5, 2026open1.4B total50M active2,339144
Curia-2Radiology foundation model for 2D and 3D CT and MRI images.MedicineRaidiumcuria-2Mar 2, 2026open––793
Merlin3D vision-language model for abdominal CT that covers hundreds of diagnostic tasks.MedicineStanford (MIMI)Merlin2026-03open–504–
Evo 2DNA language model that scores mutations and designs genome-scale sequences across all life.BiologyArc Institute with NVIDIAEvo 2 (40B, 20B, 7B, 1B)Feb 28, 2026open40Bsizes 1B to 40B4,296914
IsoDDE (Isomorphic Labs Drug Design Engine)Predicts protein-ligand and antibody structures, binding strength and hidden drug pockets from sequence.BiologyIsomorphic LabsIsoDDE technical reportFeb 10, 2026closed––
AletheiaMath research agent that writes, checks and revises proofs; solved four open Erdős problems.MathematicsGoogle DeepMindAletheia (on Gemini Deep Think)Feb 10, 2026closed––
UPET (PET-OAM-XL, PET-MAD 1.6)Universal interatomic potentials; PET-OAM-XL topped Matbench Discovery in February 2026.Chemistry and materialsEPFL COSMO labPET-MAD 1.6 / PET-OAM-XLFeb 9, 2026open–2500
OmniLearnednot yet checkedFoundation model for particle-jet physics at colliders, fine-tuned for tagging and anomaly search.PhysicsVinicius Mikuni et al. (Berkeley Lab)OmniLearned2026-02open–11–
AlphaGenomePredicts how DNA changes affect gene expression, splicing and chromatin from 1 Mb of sequence.BiologyGoogle DeepMindAlphaGenome weights + alphagenome_research v0.3.0Jan 28, 2026open–9180
Earth-2 Medium Range (Atlas)Generative model for 15-day global ensemble forecasts across 70+ weather variables.Weather and climateNVIDIAatlas-era5Jan 26, 2026open4.3B1,227563
Earth-2 Nowcasting (StormScope)Kilometre-scale storm forecasts for the next 0-6 hours from satellite and radar.Weather and climateNVIDIAStormScope (GOES-MRMS; Meteosat 2026-07-09)Jan 26, 2026open260Msizes 194M to 260M1,227854
MedGemma 1.5Open medical vision-language model reading CT/MRI volumes, X-rays, pathology slides and lab reports.MedicineGoogleMedGemma 1.5 4B (27B stays MedGemma 1)Jan 13, 2026open4B1,645179,368
StackSingle-cell foundation model that learns new tasks from examples at inference time.BiologyArc InstituteStack-Large-AlignedJan 9, 2026open217M1710
Atlas 2Pathology foundation models trained on 5.5 million slides; claim best average on 80 benchmarks.MedicineAignostics with Charité, LMU Munich and Mayo ClinicAtlas 2, 2-B, 2-SJan 8, 2026open + API–––
Seed-Prover 1.5Formal Lean prover solving 88% of PutnamBench and 11 of 12 Putnam 2025 problems.MathematicsByteDance SeedSeed-Prover 1.5Dec 19, 2025open–442–
Latent-X2Designs drug-like antibodies and macrocyclic peptides; Latent-Y is an agent built on it.BiologyLatent LabsLatent-X2 (agent: Latent-Y, 2026-03-23)Dec 16, 2025closed––
Nucleotide Transformer v3 (NTv3)Multi-species genome model with 1 Mb context for annotation, function tracks and sequence design.BiologyInstaDeepNTv3 (8M to 650M)Dec 10, 2025open650Msizes 8M to 650M934605
AlphaQubit 2Neural decoder that corrects quantum-computer errors in real time for surface and colour codes.PhysicsGoogle DeepMind and Google Quantum AIAlphaQubit 2 (AQ2-RT)Dec 8, 2025paper only––
DeepSeekMath-V2Self-verifying model that writes and checks natural-language maths proofs.MathematicsDeepSeekDeepSeek-Math-V2Nov 27, 2025open–1,628963
WalrusFoundation model that predicts fluid-like physics across many simulated systems.PhysicsPolymathic AIWalrus (1.3B)Nov 20, 2025open1.3B3200
Profluent E1Protein representation models, with optional retrieval, meant as drop-in ESM replacements.BiologyProfluentE1 (150M, 300M, 600M)Nov 9, 2025open600Msizes 150M to 600M–8,033
FourCastNet 3Fast probabilistic global weather model built on spherical neural operators.Weather and climateNVIDIAFourCastNet3Nov 7, 2025open711M4051,064
KosmosAI scientist that runs hours-long cycles of data analysis and literature search, then writes reports.AI scientistsEdison Scientific (FutureHouse spin-out)KosmosNov 4, 2025closed––
Pillar-0Radiology foundation model that reads whole CT and MRI volumes, not single slices.MedicineYalaLab (UC Berkeley and UCSF)Pillar-02025-11open–6–
BiomniOpen general-purpose biomedical research agent with tools and databases.AI scientistsStanford (Leskovec lab)Biomni v0.0.8Oct 27, 2025open–4,043–
BoltzGenGenerates protein and peptide binders for almost any biomolecular target.BiologyBoltz (MIT / Boltz PBC)BoltzGen v0.3.2Oct 26, 2025open–1,093–
CodonFM (Encodon)Codon-level mRNA language models for variant effects and codon optimisation.BiologyNVIDIAEncodon 80M / 600M / 1B v1Oct 20, 2025open911Msizes 77M to 911M101233
DeepMind x Commonwealth Fusion Systems (SPARC)Uses TORAX and reinforcement learning to plan and later control plasma in the SPARC tokamak.PhysicsGoogle DeepMind and CFSresearch partnershipOct 16, 2025closed––
C2S-ScaleLanguage model that reads single-cell gene activity as text to analyse and generate cell states.BiologyYale (van Dijk lab) and GoogleC2S-Scale-Gemma-2-27BOct 6, 2025open27B8921,016
AristotleLean-verified theorem prover; formally solved 5 of 6 IMO 2025 problems.MathematicsHarmonicAristotle (app and API)Oct 1, 2025closed––
Periodic LabsBuilds AI scientists and autonomous labs for materials, starting with superconductors.AI scientistsPeriodic LabsAI scientists and autonomous labsSep 30, 2025closed––
Delphi-2MPredicts a person's risk and timing of over 1,000 diseases from health records.MedicineEMBL-EBI, DKFZ and University of CopenhagenDelphi-2MSep 17, 2025open2M529–
GPhyT (General Physics Transformer)One transformer that simulates many fluid and heat systems and generalises to unseen ones.Physicsacademic (arXiv 2509.13805)GPhyT2025-09paper only––
Tahoe-x1Single-cell foundation model trained on large drug-perturbation data to predict drug responses.BiologyTahoe TherapeuticsTahoe-x1 (plus Rhaister, 2026-06-09)Aug 25, 2025open3Bsizes 70M to 3B168131
RoseTTAFold3 (RF3)Open structure prediction network narrowing the gap to AlphaFold 3, shipped in the Foundry toolkit.BiologyBaker lab, UW Institute for Protein Design (RosettaCommons Foundry)RF3 in FoundryAug 14, 2025open–1,038–
SuryaHeliophysics model forecasting solar flares and solar wind from Solar Dynamics Observatory images.Astronomy and EarthNASA and IBMSurya-1.0Aug 13, 2025open366M180189
AlphaEarth FoundationsFuses many satellite sources into yearly 10 m embeddings for mapping land change.Astronomy and EarthGoogle DeepMindSatellite Embedding dataset (annual)Jul 30, 2025open + API–––
Goedel-Prover-V2Open Lean 4 prover with self-correction; about 90% on miniF2F.MathematicsPrinceton Language and IntelligenceGoedel-Prover-V2-32B (plus Goedel-Code-Prover-8B, 2026-03-25)Jul 14, 2025open–195922
Kimina-ProverLean 4 prover trained with reinforcement learning; open 72B and small versions.MathematicsMoonshot AI and Project NuminaKimina-Prover-72BJul 9, 2025open72B381116
MedSigLIPMedical image and text encoder for classification and retrieval.MedicineGoogleMedSigLIPJul 9, 2025open800M310–
Chai-2Designs antibodies and mini-proteins from scratch with about 16-20% lab hit rates.BiologyChai DiscoveryChai-2Jun 30, 2025closed––
MAI-DxOnot yet checkedRuns several LLMs as a virtual doctor panel to solve hard NEJM diagnostic cases.MedicineMicrosoft AIMAI Diagnostic OrchestratorJun 30, 2025closed––
Boltz-2Predicts biomolecular complex structures and small-molecule binding affinity together.BiologyMIT Jameel Clinic and Recursion (now Boltz PBC)Boltz-2 (boltz v2.2.1)Jun 6, 2025open–4,2840
ether024B reasoning model trained with reinforcement learning on chemistry tasks.Chemistry and materialsFutureHouseether0 (24B)Jun 4, 2025open24B170181
StateVirtual cell model predicting how cells respond to drugs and gene knockouts.BiologyArc InstituteState (SE-100M embedding; arc-state v0.11.1)2025-06open–739175
Microsoft DiscoveryAzure platform where AI agents help run R&D workflows.AI scientistsMicrosoftMicrosoft Discovery (Azure)May 19, 2025closed––
AlphaEvolveGemini-powered coding agent that evolves algorithms; found new maths constructions and faster code.AI scientistsGoogle DeepMindAlphaEvolveMay 14, 2025open–305–
Formal ConjecturesOpen collection of famous unsolved conjectures stated formally in Lean.MathematicsGoogle DeepMindformal-conjectures (continuous)May 12, 2025open–1,344–
DeepSeek-Prover-V2Lean 4 theorem prover that breaks problems into subgoals.MathematicsDeepSeekDeepSeek-Prover-V2 (7B, 671B)Apr 30, 2025open671Bsizes 7B to 671B1,3221,500
TranscriptFormerGenerative single-cell model trained across many species to compare cell types.BiologyChan Zuckerberg InitiativeTranscriptFormer2025-04open542Msizes 368M to 542M168–
Aardvark WeatherEnd-to-end AI system that goes from raw observations straight to forecasts.Weather and climateUniversity of Cambridge, Alan Turing Institute and partnersAardvark WeatherMar 20, 2025open–225–
TerraMind 1.0Any-to-any generative model across many Earth-observation data types.Astronomy and EarthIBM and ESATerraMind-1.0 (tiny to large)Mar 4, 2025open–3293,691
Lila SciencesScientific superintelligence platform with autonomous labs; reported AI-run catalyst discovery in 2026.AI scientistsLila SciencesLILA Catalyst / AI Science Factory2025-03closed––
H-optimus-1Large pathology image encoder from Bioptimus.MedicineBioptimusH-optimus-1Feb 17, 2025open1.1B–29,893
AlphaGeometry 2Solves olympiad geometry by pairing a language model with symbolic search.MathematicsGoogle DeepMindAlphaGeometry 2Feb 5, 2025open–4,903–
MatterGenGenerates new inorganic crystal structures with requested properties.Chemistry and materialsMicrosoft ResearchMatterGen v1.0.3Jan 16, 2025open47M1,8580
UNI 2Self-supervised pathology image encoder used as a backbone for many tissue tasks.MedicineMahmood Lab (Harvard and Mass General Brigham)UNI2-hJan 10, 2025open681M79859,510
Prithvi-EO-2.0Geospatial model for satellite time series, used for floods, burn scars and crops.Astronomy and EarthIBM and NASAPrithvi-EO-2.0 (300M, 600M)Dec 2, 2024open600Msizes 5M to 600M3331,556
The Well15 TB collection of physics simulations used to train and test physics models.PhysicsPolymathic AIThe Well (15 TB)2024-12open–4,520–
Prithvi WxCWeather and climate foundation model for downscaling and other tasks.Weather and climateIBM and NASAPrithvi-WxC-1.0 (2.3B)Sep 20, 2024open2.3B2051,517
Chai-1Predicts structures of proteins, nucleic acids and small-molecule complexes.BiologyChai Discoverychai-lab v0.6.1Sep 9, 2024open–2,0080
AlphaProteoDesigns new proteins that bind tightly to chosen target proteins.BiologyGoogle DeepMindAlphaProteoSep 5, 2024paper only––
Virchow2Large pathology tile encoder used for cancer detection and biomarker tasks.MedicinePaigeVirchow2Aug 5, 2024open632M–72,175
AlphaProofReinforcement-learning system that finds formal Lean proofs of olympiad problems.MathematicsGoogle DeepMindAlphaProofJul 25, 2024closed––
NeuralGCMHybrid physics and machine-learning atmosphere model for weather and climate runs.Weather and climateGoogle ResearchNeuralGCMJul 22, 2024open–1,030–
ESM3Generative protein model reasoning over sequence, structure and function together.BiologyEvolutionaryScale (now Chan Zuckerberg Biohub)esm3-sm-open-v1 (1.4B open); larger models via APIJun 25, 2024open1.4B3,0102,030
Prov-GigaPathWhole-slide pathology foundation model trained on 1.3 billion tiles from real-world data.MedicineMicrosoft Research and ProvidenceProv-GigaPath (flash variant 2026-07-20)May 22, 2024open–64654,580
AlphaFold 3Predicts 3D structures of proteins and their complexes with DNA, RNA, small molecules and ions.BiologyGoogle DeepMind and Isomorphic LabsAlphaFold 3 (inference code v3.0.4)May 8, 2024open–8,712–
MatterSimMachine-learned force field for materials across elements, temperatures and pressures.Chemistry and materialsMicrosoft ResearchMatterSim v1May 8, 2024open–609–
GNoMEGraph network that predicted 2.2 million new crystals, about 380,000 judged stable.Chemistry and materialsGoogle DeepMindGNoME dataset (2.2M crystals)Nov 29, 2023open–1,251–
Pangu-WeatherGlobal medium-range forecast model, one of the first to rival physics-based forecasts.Weather and climateHuawei CloudPangu-WeatherJul 5, 2023open–1,400–
FuXinot yet checkedCascade machine-learning system for 15-day global weather forecasts.Weather and climateFudan UniversityFuXi2023-06open–194–
FengWunot yet checkedGlobal medium-range AI weather model from Shanghai AI Lab.Weather and climateShanghai AI LaboratoryFengWu2023-04open–181–
BoltzMol-1not yet checkedHosted model for small-molecule screening and hit discovery.BiologyBoltz PBCBoltzMol-1 (Boltz Lab / Boltz API)–closed––
Chai-3not yet checkedChai's newest design model, named in a 2026 Pfizer licence deal; no public details.BiologyChai DiscoveryChai-3–closed––
Lean 4 and MathlibProof assistant and its shared maths library, the target language of most AI provers.MathematicsLean FRO and Lean communityLean 4 / mathlib4 (continuous)–open–4,416–

Sources: makers' pages and papers (registry) · GitHub (stars) · Hugging Face (downloads).