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Protein structure and design
Skills
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| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | Retrieve and analyze AlphaFold predicted structures for a protein. | google-deepmind/ | 3.2k | 2 repos | ~1.2k | Automated safety check: Pass | Apache-2.0 | 24 days ago |
| 2 | 2.Esmfold2 Biohub ESMFold2 / ESMFold2-Fast all-atom co-folding (Candido et al. | JimLiu/ | 227 | 4 repos | ~2.5k | Automated safety check: Pass | Apache-2.0 | 3 mo ago |
| 3 | Validate protein designs using AlphaFold2 structure prediction. | adaptyvbio/ | 164 | 3 repos | ~1.2k | Automated safety check: Pass | MIT | 4 mo ago |
| 4 | Generate publication-quality molecular visualization images using PyMOL. | ChatMol/ | 373 | — | ~1.2k | Automated safety check: Pass | MIT | 6 mo ago |
| 5 | Run a complete protein binder design campaign with NVIDIA Proteina-Complexa: resolve a target structure and hotspots from a name/sequence/PDB, co-design binder sequence+structure with reward-guided… | NVIDIA-BioNeMo/ | 478 | — | ~3.1k | Automated safety check: Notes | Apache-2.0 | yesterday |
| 6 | End-to-end binder design using BindCraft hallucination. An agent skill from adaptyvbio/protein-design-skills. | adaptyvbio/ | 164 | 3 repos | ~1.3k | Automated safety check: Pass | MIT | 4 mo ago |
| 7 | Predicts how small molecules bind to a protein with DiffDock, covering batch docking, pose ranking by confidence and checks on the results; not for binding affinity. | K-Dense-AI/ | 48k | 1 repo | ~3k | Automated safety check: Notes | MIT | 4 days ago |
| 8 | Guidance for choosing the right protein binder design tool. An agent skill from adaptyvbio/protein-design-skills. | adaptyvbio/ | 164 | 3 repos | ~1.8k | Automated safety check: Pass | MIT | 4 mo ago |
| 9 | Design and run computational protein and ligand workflows on a GPU: binder and enzyme design, de novo backbone generation, inverse folding and sequence redesign, structure prediction, protein-ligand… | locbp-uzh/ | 109 | — | ~2.4k | Automated safety check: Pass | MIT | 9 days ago |
| 10 | 10.Boltzgen All-atom protein design using BoltzGen diffusion model. An agent skill from adaptyvbio/protein-design-skills. | adaptyvbio/ | 164 | 3 repos | ~2k | Automated safety check: Pass | MIT | 4 mo ago |
| 11 | 11.Chai Structure prediction using Chai-1, a foundation model for molecular structure. | adaptyvbio/ | 164 | 3 repos | ~1.5k | Automated safety check: Pass | MIT | 4 mo ago |
| 12 | Orchestrate an end-to-end de novo protein binder design campaign against a protein target by composing BioNeMo NIM skills. | NVIDIA-BioNeMo/ | 478 | — | ~1.4k | Automated safety check: Notes | Apache-2.0 | yesterday |
| 13 | Quick reference for Biopython work: sequence operations, SeqIO file parsing, BLAST searches, Entrez queries, phylogenetic trees and PDB structure analysis. | aiming-lab/ | 15k | — | ~810 | Automated safety check: Pass | MIT | 1 mo ago |
| 14 | End-to-end guidance for protein design pipelines. An agent skill from adaptyvbio/protein-design-skills. | adaptyvbio/ | 164 | 3 repos | ~1.2k | Automated safety check: Pass | MIT | 4 mo ago |
| 15 | 15.Protein Qc Quality control metrics and filtering thresholds for protein design. | adaptyvbio/ | 164 | 3 repos | ~3.2k | Automated safety check: Pass | MIT | 4 mo ago |
| 16 | Best practices for protein structure refinement and validation in Coot. | pemsley/ | 168 | — | ~2k | Automated safety check: Pass | GPL-3.0 | yesterday |
| 17 | 17.Proteinmpnn Design protein sequences using ProteinMPNN inverse folding. An agent skill from adaptyvbio/protein-design-skills. | adaptyvbio/ | 164 | 3 repos | ~1.8k | Automated safety check: Pass | MIT | 4 mo ago |
| 18 | 18.Bio DB Tools Query public biology databases and APIs including UniProt, RCSB PDB, AlphaFold DB, ClinVar, dbSNP, gnomAD, Ensembl, GEO, InterPro, KEGG, OpenTargets, Reactome, and STRING. | DrugClaw/ | 125 | — | ~1.4k | Automated safety check: Pass | Apache-2.0 | 6 mo ago |
| 19 | Identify and rank ligandable pockets on a protein structure or model using geometry (fpocket) or an ML predictor (P2Rank). | learningmatter-mit/ | 176 | — | ~4k | Automated safety check: Pass | MIT | 2 days ago |
| 20 | 20.Gget CLI/Python toolkit for rapid bioinformatics queries. An agent skill from davila7/claude-code-templates. | davila7/ | 32k | 10 repos | ~6.3k | Automated safety check: Pass | MIT | yesterday |
| 21 | Prepare, launch, monitor, and summarize the real RFdiffusion to ProteinMPNN to Protenix antibody pipeline on a local or remote ScienceDiscovery Runner with sandboxed Ascend NPUs. | openJiuwen-ai/ | 156 | — | ~2.9k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 22 | 22.Rfdiffusion Generate protein backbones using RFdiffusion, a diffusion-based generative model for de novo protein structure generation. | adaptyvbio/ | 164 | 3 repos | ~2.3k | Automated safety check: Pass | MIT | 4 mo ago |
| 23 | 23.Adaptyv Cloud laboratory platform for automated protein testing and validation. | davila7/ | 32k | 9 repos | ~923 | Automated safety check: Notes | MIT | yesterday |
| 24 | Access AlphaFold's 200M+ AI-predicted protein structures. An agent skill from davila7/claude-code-templates. | davila7/ | 32k | 10 repos | ~4k | Automated safety check: Pass | MIT | yesterday |
| 25 | End-to-end Proteina-Complexa design pipeline driver. An agent skill from NVIDIA-BioNeMo/bionemo-agent-toolkit. | NVIDIA-BioNeMo/ | 478 | — | ~4.1k | Automated safety check: Notes | Unknown | yesterday |
| 26 | 26.Pymol Visualize, analyze, and render protein and molecular structures using PyMOL. | google-deepmind/ | 3.2k | 2 repos | ~1.6k | Automated safety check: Pass | Apache-2.0 | 24 days ago |
| 27 | Access protein metadata, function, taxonomy, and sequences across UniProtKB, UniParc, and UniRef. | google-deepmind/ | 3.2k | 1 repo | ~3.1k | Automated safety check: Pass | Apache-2.0 | 24 days ago |
| 28 | 28.Pdb Database Access RCSB PDB for 3D protein/nucleic acid structures. An agent skill from davila7/claude-code-templates. | davila7/ | 32k | 9 repos | ~2.3k | Automated safety check: Pass | MIT | yesterday |
| 29 | 29.Tooluniverse A skill your agent uses when working with scientific research tools and workflows across bioinformatics, cheminformatics, genomics, structural biology, proteomics, and drug discovery. | ynulihao/ | 617 | 2 repos | ~2.5k | Automated safety check: Pass | No licence | 7 mo ago |
| 30 | Performs 3D structural searches of proteins against various databases (PDB, AlphaFold, CATH, MGnify, etc.) using the Foldseek API. | google-deepmind/ | 3.2k | 1 repo | ~1.3k | Automated safety check: Pass | Apache-2.0 | 24 days ago |
| 31 | 31.Boltz Structure prediction using Boltz-1/Boltz-2, an open biomolecular structure predictor. | adaptyvbio/ | 164 | 3 repos | ~1.3k | Automated safety check: Pass | MIT | 4 mo ago |
| 32 | This skill channels the strategic and scientific reasoning of Demis Hassabis, CEO and co-founder of Google DeepMind, AlphaGo and AlphaFold, and 2024 Nobel Prize in Chemistry. | K-Dense-AI/ | 282 | — | ~2k | Automated safety check: Pass | MIT | 1 mo ago |
| 33 | 33.Esm Comprehensive toolkit for protein language models including ESM3 (generative multimodal protein design across sequence, structure, and function) and ESM C (efficient protein embeddings and… | davila7/ | 32k | 9 repos | ~2.6k | Automated safety check: Warn | MIT | yesterday |
| 34 | Guidance for cell-free protein synthesis (CFPS) optimization. | adaptyvbio/ | 164 | 3 repos | ~2.8k | Automated safety check: Pass | MIT | 4 mo ago |
| 35 | Query InterPro for protein family, domain, and functional site annotations. | LeonChaoX/ | 943 | 1 repo | ~2.7k | Automated safety check: Pass | CC0-1.0 | 2 mo ago |
| 36 | 36.Rfdiffusion Generate de novo protein backbones with RFdiffusion for protein-target binders, hotspot-conditioned interfaces, motif scaffolding, partial diffusion, or symmetric assemblies. | PKU-YuanGroup/ | 620 | — | ~2.2k | Automated safety check: Pass | MIT | today |
| 37 | Discovers and evaluates scientific datasets, models, methodology posts, and Spaces through the Hugging Science catalog. | K-Dense-AI/ | 48k | 1 repo | ~2.9k | Automated safety check: Notes | MIT | 4 days ago |
| 38 | 38.Tamarind Provides access to a collection of open-source molecular design and structural biology tools on the Tamarind Bio platform, via its REST API or MCP server — no local GPUs required. | K-Dense-AI/ | 48k | 1 repo | ~3.4k | Automated safety check: Pass | MIT | 4 days ago |
| 39 | 39.Alphafold2 Predict protein structure for monomers and multimers with AlphaFold2 via the ColabFold runner (Mirdita et al. | JimLiu/ | 227 | 4 repos | ~1.2k | Automated safety check: Pass | Apache-2.0 | 3 mo ago |
| 40 | 40.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/ | 227 | 4 repos | ~1.2k | Automated safety check: Pass | Apache-2.0 | 3 mo ago |
| 41 | 41.Proteinmpnn Inverse-fold a protein backbone (PDB structure) into amino-acid sequence with ProteinMPNN (Dauparas et al. | JimLiu/ | 227 | 4 repos | ~1.1k | Automated safety check: Pass | Apache-2.0 | 3 mo ago |
| 42 | 42.Solublempnn Inverse-fold a backbone with SolubleMPNN — ProteinMPNN retrained on a soluble-PDB subset (Dauparas et al. | JimLiu/ | 227 | 4 repos | ~1.1k | Automated safety check: Pass | Apache-2.0 | 3 mo ago |
| 43 | 43.Ipsae Binder design ranking using ipSAE (interprotein Score from Aligned Errors). | adaptyvbio/ | 164 | 3 repos | ~1.2k | Automated safety check: Pass | MIT | 4 mo ago |
| 44 | 44.Ligandmpnn Ligand-aware protein sequence design using LigandMPNN. An agent skill from adaptyvbio/protein-design-skills. | adaptyvbio/ | 164 | 3 repos | ~1.2k | Automated safety check: Pass | MIT | 4 mo ago |
| 45 | 45.Pdb Fetch and analyze protein structures from RCSB PDB. An agent skill from adaptyvbio/protein-design-skills. | adaptyvbio/ | 164 | 3 repos | ~1.4k | Automated safety check: Pass | MIT | 4 mo ago |
| 46 | 46.Solublempnn Solubility-optimized protein sequence design using SolubleMPNN. | adaptyvbio/ | 164 | 3 repos | ~1.1k | Automated safety check: Pass | MIT | 4 mo ago |
| 47 | 47.Alphafold3 A skill your agent uses for AlphaFold 3 input preparation, prediction command planning, output interpretation, and Python API inspection. | VectorSpaceLab/ | 330 | — | ~1.2k | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 48 | Runs and analyzes molecular dynamics simulations with OpenMM and MDAnalysis. | K-Dense-AI/ | 48k | 1 repo | ~4.7k | Automated safety check: Pass | MIT | 4 days ago |