All Competitors
Every biological foundation model, evaluated and ranked by the bio.rodeo team
Showing 1–11 of 11 filtered models
MolSight
———Renmin University of ChinaJuly 2, 2026graph_neural_networkmultimodaloptical_chemical_structure_recognition+2Vision-language model that reads molecular structure images, translating them to SMILES, captions, and properties via chemical-bond topology.
Small moleculeLanguage model21OpennessBioMatrix
41—167Decoder-only foundation model that unifies sequences, 3D structures, and natural language for small molecules and proteins in one shared token space.
ProteinSmall moleculeLanguage model67OpennessPeptideCLM-2
102—Chemical language models pretrained on SMILES for therapeutic peptides, natively representing non-canonical residues, cyclization, and conjugation.
Small moleculeProtein79OpennessSuiren-1.0
171—Molecular foundation models pretrained on density functional theory data, encoding 3D geometry and quantum behavior for ADMET and drug discovery.
Small molecule46OpennessMolecular reasoning model built on DeepSeek-7B, using chain-of-thought and reinforcement learning for property prediction, generation, and reactions.
Small moleculeLanguage model21OpennessCMAP
———Antibody developability predictor pairing text and protein language models, using in-context learning to fit new assays without retraining.
ProteinLanguage model4OpennessPeptiVerse
———University of Pennsylvania +1 otherJanuary 3, 2026binding_affinity_predictiondrug_discoverygradient_boosting+4Peptide developability predictor scoring solubility, permeability, toxicity, and binding from amino-acid sequences or chemically modified SMILES.
ProteinSmall molecule81OpennessHELM-BERT
14—471Peptide language model trained on HELM notation, a DeBERTa encoder for property prediction on macrocyclic and non-canonical medium-sized peptides.
Small molecule80OpennessTxGemma
2366441Open therapeutics foundation models from Google, built on Gemma-2, for drug-discovery property prediction and conversational reasoning.
Language modelSmall molecule58OpennessSeqProFT
24—LoRA fine-tuning framework for ESM-2 with multi-head attention pooling and contact map enhancement for sequence-only protein property prediction.
Protein13OpennessMULAN
251047Multimodal protein language model extending ESM-2 and SaProt with a Structure Adapter over residue torsion angles for protein function prediction.
Protein83Openness