Topic · Research & Science
Best drug discovery and cheminformatics skills, page 2
Drug discovery and cheminformatics skills, ranked
Ranked by score. Sort bymost stars,trending,newest,recently updated
| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 49 | Generate molecular conformers with RDKit ETKDG, relax with MLIPs, and rank by energy with Boltzmann weighting. | learningmatter-mit/ | 176 | — | ~1.3k | Automated safety check: Pass | MIT | 2 days ago |
| 50 | A skill your agent uses whenever the user wants to add, register, edit, list, show, or validate a Proteina-Complexa design target for any pipeline — protein binder (default), ligand binder, or AME /… | NVIDIA-BioNeMo/ | 479 | — | ~3.7k | Automated safety check: Notes | Unknown | today |
| 51 | 51.Unimol A standardized CLI wrapper for Uni-Mol molecular ML workflows that handles representation extraction (embeddings), model training (regression/classification), and property prediction with built-in… | jinzhezenggroup/ | 148 | — | ~1.5k | Automated safety check: Pass | LGPL-3.0-or-later | yesterday |
| 52 | Batch insert reagents into Uni-Lab platform — add chemicals with CAS, SMILES, supplier info. | deepmodeling/ | 178 | — | ~2k | Automated safety check: Pass | GPL-3.0 | 16 days ago |
| 53 | 53.Deepchem Builds molecular property prediction and MoleculeNet workflows with DeepChem, including SMILES featurization, scaffold or grouped holdouts, masked labels, graph models and explicit pretrained… | K-Dense-AI/ | 48k | 1 repo | ~2.2k | Automated safety check: Notes | MIT | 5 days ago |
| 54 | 54.Medchem Applies medicinal chemistry filters for compound triage, using drug-likeness rules (Lipinski, Veber, CNS), structural alert catalogs (PAINS, NIBR, ChEMBL), complexity metrics, and the medchem query… | K-Dense-AI/ | 48k | 1 repo | ~3.9k | Automated safety check: Notes | Apache-2.0 | 5 days ago |
| 55 | 55.Torchdrug Builds and troubleshoots TorchDrug 0.2.1 workflows for molecular graphs, property prediction, self-supervised pretraining, molecule generation, retrosynthesis, protein representation learning, and… | K-Dense-AI/ | 48k | 1 repo | ~3k | Automated safety check: Notes | Apache-2.0 | 5 days ago |
| 56 | Write code that calls the installed nvMolKit Python API for GPU-accelerated, batched RDKit-style operations - Morgan fingerprints, Tanimoto/cosine similarity, ETKDG conformer embedding, MMFF/UFF… | NVIDIA-BioNeMo/ | 479 | — | ~4.4k | Automated safety check: Pass | Apache-2.0 | today |
| 57 | A skill your agent uses when a developer asks how to get started building healthcare or life sciences agents, wants to understand the HCLS Agents Toolkit, or asks what's available in this repository. | aws-samples/ | 274 | — | ~607 | Automated safety check: Pass | MIT-0 | 8 days ago |
| 58 | 58.Boltz Structure prediction for protein, nucleic-acid, and small-molecule complexes with Boltz-2 (Passaro & Wohlwend et al. | JimLiu/ | 228 | 4 repos | ~1.3k | Automated safety check: Pass | Apache-2.0 | 3 mo ago |
| 59 | 59.Chai1 Structure prediction for protein, nucleic-acid, and small-molecule complexes with the Chai-1 foundation model (Chai Discovery 2024, github.com/chaidiscovery/chai-lab). | JimLiu/ | 228 | 4 repos | ~1.2k | Automated safety check: Pass | Apache-2.0 | 3 mo ago |
| 60 | 60.Molfeat Featurizes small molecules with Molfeat for QSAR/QSPR, chemical similarity, virtual screening, and molecular ML. | K-Dense-AI/ | 48k | 1 repo | ~2.4k | Automated safety check: Notes | Apache-2.0 | 5 days ago |
| 61 | Prepare and convert atomistic structures before calculations. | JCLiuGroup/ | 148 | 1 repo | ~856 | Automated safety check: Pass | Unknown | 12 days ago |
| 62 | Search ChEMBL database for molecule information by name to retrieve bioactivity data and chemical structures. | InternScience/ | 170 | 1 repo | ~757 | Automated safety check: Pass | MIT | 4 mo ago |
| 63 | Predict protein-ligand binding affinity using Boltz-2 model to assess molecular interactions and binding probability for drug discovery. | InternScience/ | 170 | 1 repo | ~1.4k | Automated safety check: Warn | MIT | 4 mo ago |
| 64 | Query public drug-discovery and translational-research databases including PubChem, ChEMBL, BindingDB, openFDA, ClinicalTrials.gov, and OpenAlex. | DrugClaw/ | 126 | — | ~1.4k | Automated safety check: Pass | Apache-2.0 | 6 mo ago |
| 65 | Evidence-grounded target validation scoring with GO/NO-GO decisions for drug discovery campaigns | ClawBio/ | 1.2k | 1 repo | ~2.3k | Automated safety check: Pass | MIT | today |
| 66 | 66.Cas Look up chemicals in CAS Common Chemistry (name, CAS RN, SMILES, InChI; ~500k compounds) | lamm-mit/ | 246 | — | ~504 | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 67 | Query BindingDB for measured drug-target binding affinities (Ki, Kd, IC50, EC50). | LeonChaoX/ | 944 | 2 repos | ~3k | Automated safety check: Pass | CC-BY-3.0 | 2 mo ago |
| 68 | Pharmaceutical machine-learning workflow guide for library profiling, molecular featurization, benchmark dataset fetch, medicinal-chemistry filtering, and optional pose-generation handoff. | DrugClaw/ | 126 | — | ~1.3k | Automated safety check: Pass | Apache-2.0 | 6 mo ago |
| 69 | Run DiffDock molecular docking via NVIDIA NIM to predict small-molecule binding poses against protein targets. | NVIDIA/ | 3.6k | 1 repo | ~1.1k | Automated safety check: Notes | Apache-2.0 | today |
| 70 | Generate novel drug-like molecules using the GenMol NIM microservice. | NVIDIA/ | 3.6k | 1 repo | ~1.4k | Automated safety check: Notes | Apache-2.0 | today |
| 71 | Continue KERMT pretraining on a custom SMILES corpus with a groverbase, cmim, or hybrid checkpoint. | NVIDIA/ | 3.6k | 1 repo | ~4.1k | Automated safety check: Pass | Apache-2.0 | today |
| 72 | Extract per-molecule embeddings from any encoder-bearing KERMT checkpoint. | NVIDIA/ | 3.6k | 1 repo | ~1.9k | Automated safety check: Pass | Apache-2.0 | today |
| 73 | A skill your agent uses for MolMIM, NVIDIA's BioNeMo NIM microservice for small-molecule latent-space generation and optimization. | NVIDIA/ | 3.6k | 1 repo | ~1.9k | Automated safety check: Notes | Apache-2.0 | today |
| 74 | A skill your agent uses when writing or debugging nvMolKit Python code for GPU-accelerated RDKit fingerprints, similarity, conformers, clustering, and molecular searches. | NVIDIA/ | 3.6k | 1 repo | ~4.8k | Automated safety check: Pass | Apache-2.0 | today |
| 75 | 75.Rdkit Build molecules with RDKit — from SMILES or a scaffold, analogues and series (each with its parent), properties (MW, cLogP, TPSA, Lipinski, Veber, QED, alerts), similarity and substructure search… | autonomous-ai/ | 1.2k | — | ~3k | Automated safety check: Pass | MIT | today |
| 76 | Patsnap Chemical Molecular MCP for AI agents. An agent skill from patsnap/mcp. | patsnap/ | 113 | — | ~779 | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 77 | Calculates molecular fingerprints (ECFP/Morgan, FCFP, MACCS, RDKit, AtomPair, TopologicalTorsion, Avalon, MAP4, MHFP6) and physicochemical descriptors (Lipinski, QED, TPSA, Crippen LogP, 3D shape)… | GPTomics/ | 1.2k | 2 repos | ~4.5k | Automated safety check: Pass | MIT | 1 mo ago |
| 78 | Enumerates virtual chemical libraries via reaction SMARTS transformations using RDKit and reaction templates, with explicit handling of atom mapping, RDChiral template extraction, product… | GPTomics/ | 1.2k | 2 repos | ~4.9k | Automated safety check: Pass | MIT | 1 mo ago |
| 79 | Performs 3D shape-based similarity searching using ROCS (OpenEye), USRCAT (ultra-fast), Open3DAlign (RDKit), ESPSim (electrostatic), and ShaEP with explicit handling of Tanimoto-Combo (shape +… | GPTomics/ | 1.2k | 2 repos | ~3.9k | Automated safety check: Pass | MIT | 1 mo ago |
| 80 | Discover novel small molecule binders for protein targets using structure-based and ligand-based approaches. | wu-yc/ | 1.1k | 2 repos | ~12k | Automated safety check: Pass | No licence | 6 mo ago |
| 81 | Comprehensive chemical safety and toxicology assessment integrating ADMET-AI predictions, CTD toxicogenomics, FDA label safety data, DrugBank safety profiles, and STITCH chemical-protein interactions. | wu-yc/ | 1.1k | 2 repos | ~7.5k | Automated safety check: Pass | No licence | 6 mo ago |
| 82 | Comprehensive computational validation of drug targets for early-stage drug discovery. | wu-yc/ | 1.1k | 2 repos | ~9.9k | Automated safety check: Pass | No licence | 6 mo ago |
| 83 | Analyze chemical structures from compound names to retrieve SMILES, molecular formulas, molecular weight, and LogP values. | InternScience/ | 170 | 1 repo | ~838 | Automated safety check: Pass | MIT | 4 mo ago |
| 84 | NOTE: molecule and target inputs and your NGCAPIKEY are transmitted to external NVIDIA-hosted API endpoints on every call. | NVIDIA/ | 3.6k | 1 repo | ~1.8k | Automated safety check: Notes | Apache-2.0 | today |
| 85 | Run predictions with a finetuned KERMT checkpoint on a SMILES-only CSV. | NVIDIA/ | 3.6k | 1 repo | ~1.5k | Automated safety check: Pass | Apache-2.0 | today |
| 86 | End-to-end drug discovery platform combining ChEMBL compounds, DrugBank, targets, and FDA labels. | wu-yc/ | 1.1k | 2 repos | ~1.4k | Automated safety check: Pass | MIT | 6 mo ago |
| 87 | Search ChEMBL bioactive molecules database with natural language queries. | wu-yc/ | 1.1k | 2 repos | ~1.2k | Automated safety check: Pass | MIT | 6 mo ago |
| 88 | Use Boltz2 NIM for biomolecular structure prediction and binding affinity. | NVIDIA/ | 3.6k | 1 repo | ~1.4k | Automated safety check: Notes | Apache-2.0 | today |
| 89 | 89.Kermt Embed Extract per-molecule embeddings from any encoder-bearing KERMT checkpoint (groverbase / cmim / hybrid / finetuned). | NVIDIA-BioNeMo/ | 479 | — | ~1.7k | Automated safety check: Pass | Apache-2.0 | today |
| 90 | 90.Antechamber A command-line tool in AmberTools for preparing small molecules or non-standard residues within GAFF/AMBER-compatible chemical space for molecular mechanics simulations, by automating atom/bond… | jinzhezenggroup/ | 148 | — | ~3.2k | Automated safety check: Pass | LGPL-3.0-or-later | yesterday |
| 91 | Generates 3D conformer ensembles using RDKit ETKDGv3 with knowledge-enhanced distance geometry, MMFF94/UFF force-field optimization, CREST + GFN2-xTB semi-empirical refinement, and macrocycle-aware… | GPTomics/ | 1.2k | 2 repos | ~5.4k | Automated safety check: Pass | MIT | 1 mo ago |
| 92 | Builds QSAR / QSPR models using chemprop D-MPNN, MolFormer, Uni-Mol, ChemBERTa, random forest baselines, and Gaussian processes with explicit handling of OECD 5 principles, applicability domain… | GPTomics/ | 1.2k | 2 repos | ~5.5k | Automated safety check: Pass | MIT | 1 mo ago |
| 93 | Performs structure-based virtual screening using AutoDock Vina, SMINA, GNINA (CNN scoring), and DiffDock-L hybrid workflows with explicit choice rules across rigid vs flexible docking, cross-docking… | GPTomics/ | 1.2k | 2 repos | ~6.1k | Automated safety check: Pass | MIT | 1 mo ago |
| 94 | Patsnap Chemistry & Small Molecule MCP for AI agents. An agent skill from patsnap/mcp. | patsnap/ | 113 | — | ~643 | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 95 | Retrieve SMILES strings from PubChem database using compound names to obtain molecular structures from common chemical names. | InternScience/ | 170 | 1 repo | ~1.1k | Automated safety check: Pass | MIT | 4 mo ago |
| 96 | Model, forecast, and interpret volatility using time-series models and options-implied measures. | JoelLewis/ | 206 | — | ~3.3k | Automated safety check: Pass | MIT | 2 mo ago |
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