Topic · Research & Science
Best protein structure and design skills, page 2
Protein structure and design skills, ranked
Ranked by score. Sort bymost stars,trending,newest,recently updated
| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 49 | Runs and analyzes molecular dynamics simulations with OpenMM and MDAnalysis. | K-Dense-AI/ | 48k | 1 repo | ~4.7k | Automated safety check: Pass | MIT | 2 days ago |
| 50 | Goal-oriented binder design campaign planning and health assessment. | adaptyvbio/ | 163 | 2 repos | ~1.8k | Automated safety check: Pass | MIT | 3 mo ago |
| 51 | 51.Setup First-time setup for protein design tools. An agent skill from adaptyvbio/protein-design-skills. | adaptyvbio/ | 163 | 2 repos | ~896 | Automated safety check: Pass | MIT | 3 mo ago |
| 52 | 52.Uniprot Access UniProt for protein sequence and annotation retrieval. | adaptyvbio/ | 163 | 2 repos | ~1.3k | Automated safety check: Pass | MIT | 3 mo ago |
| 53 | 53.Protenix Structure prediction with Protenix, an open AlphaFold3 reproduction. | adaptyvbio/ | 163 | 2 repos | ~695 | Automated safety check: Pass | MIT | 3 mo ago |
| 54 | Run ProteinMPNN inverse folding via NVIDIA NIM to design protein sequences for a target backbone. | NVIDIA/ | 3.5k | 1 repo | ~2k | Automated safety check: Notes | Apache-2.0 | today |
| 55 | Protein structure prediction with Boltz-2. An agent skill from ClawBio/ClawBio. | ClawBio/ | 1.2k | 1 repo | ~1.2k | Automated safety check: Pass | MIT | today |
| 56 | First-time setup, environment configuration, and model-weight installation for Proteina-Complexa. | NVIDIA-BioNeMo/ | 478 | — | ~3.5k | Automated safety check: Notes | Unknown | today |
| 57 | Retrieves protein structure data from RCSB PDB, PDBe, and AlphaFold with protein disambiguation, quality assessment, and comprehensive structural profiles. | wu-yc/ | 1.1k | 2 repos | ~2.8k | Automated safety check: Pass | No licence | 6 mo ago |
| 58 | Design novel protein therapeutics (binders, enzymes, scaffolds) using AI-guided de novo design. | wu-yc/ | 1.1k | 2 repos | ~4.4k | Automated safety check: Pass | No licence | 6 mo ago |
| 59 | A skill your agent uses for OpenFold2, NVIDIA's BioNeMo NIM microservice for monomer protein structure prediction. | NVIDIA/ | 3.5k | 1 repo | ~1.8k | Automated safety check: Notes | Apache-2.0 | today |
| 60 | Run RFDiffusion protein backbone design via NVIDIA NIM. An agent skill from NVIDIA/skills. | NVIDIA/ | 3.5k | 1 repo | ~1.3k | Automated safety check: Notes | Apache-2.0 | today |
| 61 | 61.Mosaic Multi-objective, gradient-based protein binder design with Mosaic. | adaptyvbio/ | 163 | 1 repo | ~1.7k | Automated safety check: Pass | MIT | 3 mo ago |
| 62 | AlphaFold2 / AlphaFold-Multimer structure prediction for validation and confidence scoring. | BioTender-max/ | 197 | — | ~1.4k | Automated safety check: Pass | MIT | 3 mo ago |
| 63 | Find cross-database references between NCBI databases using Biopython Bio.Entrez (ELink). | GPTomics/ | 1.2k | 2 repos | ~3.8k | Automated safety check: Pass | MIT | 1 mo ago |
| 64 | NOTE: your protein sequence and the retrieved MSA alignment are transmitted to external NVIDIA-hosted APIs (health.api.nvidia.com) on every call. | NVIDIA/ | 3.5k | 1 repo | ~1.6k | Automated safety check: Notes | Apache-2.0 | today |
| 65 | Predict B-cell and T-cell epitopes using BepiPred, IEDB tools, and structure-based methods for vaccine and antibody design. | FreedomIntelligence/ | 3.1k | 1 repo | ~2.1k | Automated safety check: Pass | No licence | 2 mo ago |
| 66 | Perform geometric calculations on protein structures using Biopython Bio.PDB. | FreedomIntelligence/ | 3.1k | 1 repo | ~3.2k | Automated safety check: Pass | No licence | 2 mo ago |
| 67 | Parse and write protein structure files using Biopython Bio.PDB. | FreedomIntelligence/ | 3.1k | 1 repo | ~1.9k | Automated safety check: Pass | No licence | 2 mo ago |
| 68 | Modify protein structures using Biopython Bio.PDB. An agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. | FreedomIntelligence/ | 3.1k | 1 repo | ~2.8k | Automated safety check: Pass | No licence | 2 mo ago |
| 69 | Navigate protein structure hierarchy using Biopython Bio.PDB SMCRA model. | FreedomIntelligence/ | 3.1k | 1 repo | ~2.3k | Automated safety check: Pass | No licence | 2 mo ago |
| 70 | Access and analyze AlphaFold protein structure predictions. An agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. | FreedomIntelligence/ | 3.1k | 1 repo | ~2.1k | Automated safety check: Pass | No licence | 2 mo ago |
| 71 | Predict protein structures using modern ML models including AlphaFold3, ESMFold, Chai-1, and Boltz-1. | FreedomIntelligence/ | 3.1k | 1 repo | ~2.5k | Automated safety check: Pass | No licence | 2 mo ago |
| 72 | Use Boltz2 NIM for biomolecular structure prediction and binding affinity. | NVIDIA/ | 3.5k | 1 repo | ~1.4k | Automated safety check: Notes | Apache-2.0 | today |
| 73 | Align protein structures using Foldseek 3Di, TM-align, US-align, DALI, or Foldmason for structural MSA. | GPTomics/ | 1.2k | 2 repos | ~5.9k | Automated safety check: Pass | MIT | 1 mo ago |
| 74 | 74.Alphafold DB Access over 200M protein structures from AlphaFold DB; use when you need to retrieve predicted 3D structures (PDB/mmCIF), confidence metrics (pLDDT/PAE), or protein metadata by UniProt accession. | aipoch/ | 2k | — | ~606 | Automated safety check: Pass | MIT | 21 days ago |
| 75 | 75.Gget Unified CLI/Python interface for querying genomic, proteomic, structure, and expression data across 20+ bioinformatics databases; use when you need fast, scriptable retrieval by gene/protein IDs or… | aipoch/ | 2k | — | ~816 | Automated safety check: Pass | MIT | 21 days ago |
| 76 | Predict B-cell and T-cell epitopes for vaccine antigen design and epitope mapping with BepiPred-3.0, DiscoTope-3.0, the IEDB tools, and EL-mode MHC presentation. | GPTomics/ | 1.2k | 1 repo | ~3.1k | Automated safety check: Pass | MIT | 1 mo ago |
| 77 | Retrieves and interprets AlphaFold Protein Structure Database (AFDB) models by UniProt accession, reading pLDDT and PAE confidence correctly. | GPTomics/ | 1.2k | 1 repo | ~4k | Automated safety check: Pass | MIT | 1 mo ago |
| 78 | Detects putative ligand-binding pockets and druggable cavities de novo on an apo protein structure with fpocket, P2Rank, CASTp, and DoGSiteScorer, ranking them by druggability/ligandability score. | GPTomics/ | 1.2k | 1 repo | ~4.8k | Automated safety check: Pass | MIT | 1 mo ago |
| 79 | Measures geometric properties of protein structures with Biopython Bio.PDB - interatomic distances, distance matrices, bond and dihedral angles (phi/psi/chi, Ramachandran), superposition and RMSD… | GPTomics/ | 1.2k | 1 repo | ~4.9k | Automated safety check: Pass | MIT | 1 mo ago |
| 80 | Maps protein-protein and protein-ligand interfaces with Bio.PDB, computing contact residues and buried surface area (BSA). | GPTomics/ | 1.2k | 1 repo | ~4.2k | Automated safety check: Pass | MIT | 1 mo ago |
| 81 | Predicts protein and complex structures with deep-learning models (ESMFold, AlphaFold2/ColabFold, AlphaFold3, Chai-1, Boltz-1/2) and reconciles them with confidence metrics. | GPTomics/ | 1.2k | 1 repo | ~4.6k | Automated safety check: Pass | MIT | 1 mo ago |
| 82 | Reads, writes, downloads, and converts macromolecular structures with Biopython Bio.PDB. | GPTomics/ | 1.2k | 1 repo | ~4k | Automated safety check: Pass | MIT | 1 mo ago |
| 83 | Modifies protein structures in place with Biopython Bio.PDB - transforms coordinates, strips waters/heteroatoms, overloads the B-factor column, renumbers, and builds entities. | GPTomics/ | 1.2k | 1 repo | ~4.4k | Automated safety check: Pass | MIT | 1 mo ago |
| 84 | Navigate the Bio.PDB SMCRA hierarchy (Structure-Model-Chain-Residue-Atom) safely, surfacing the heterogeneity it hides by default. | GPTomics/ | 1.2k | 1 repo | ~3.7k | Automated safety check: Pass | MIT | 1 mo ago |
| 85 | Prepares a deposited or predicted structure for docking, molecular dynamics, or electrostatics by adding hydrogens, assigning protonation and tautomer states, and filling missing atoms and short… | GPTomics/ | 1.2k | 1 repo | ~4.9k | Automated safety check: Pass | MIT | 1 mo ago |
| 86 | End-to-end protein design pipeline guide across preparation, generation, validation, and filtering. | BioTender-max/ | 197 | — | ~1.4k | Automated safety check: Pass | MIT | 3 mo ago |
| 87 | 87.Esm ESM protein language models for embeddings, sequence scoring, structure prediction, and binder design. | adaptyvbio/ | 163 | — | ~2k | Automated safety check: Pass | MIT | 3 mo ago |
| 88 | Unified biological database evidence owner. An agent skill from foryourhealth111-pixel/Vibe-Skills. | foryourhealth111-pixel/ | 3.6k | — | ~773 | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 89 | Analyze MD trajectories from GROMACS, AMBER, NAMD, CHARMM, LAMMPS. | jaechang-hits/ | 370 | 1 repo | ~3.6k | Automated safety check: Pass | GPL-2.0 | 9 days ago |
| 90 | A skill your agent uses when the user is doing AI/ML work in a scientific domain such as biology, chemistry, physics, astronomy, climate, genomics, materials, medicine, ecology, energy, engineering… | majiayu000/ | 666 | 2 repos | ~2.4k | Automated safety check: Notes | MIT | today |
| 91 | Query InterPro for protein family, domain, and functional site annotations. | majiayu000/ | 666 | 2 repos | ~2.7k | Automated safety check: Pass | CC0-1.0 | today |
| 92 | Analyze and engineer protein glycosylation. An agent skill from LeonChaoX/qinyan-academic-skills. | LeonChaoX/ | 938 | 2 repos | ~3.1k | Automated safety check: Warn | MIT | 2 mo ago |
| 93 | Judges whether a macromolecular model (or a region of it) is reliable enough to build on, using resolution, R-free, B-factors, MolProbity geometry, and predicted-model confidence with Bio.PDB. | GPTomics/ | 1.2k | 1 repo | ~5.9k | Automated safety check: Pass | MIT | 1 mo ago |
| 94 | Run and analyze molecular dynamics simulations with OpenMM and MDAnalysis. | majiayu000/ | 666 | 3 repos | ~3.7k | Automated safety check: Pass | MIT | today |
| 95 | Access AlphaFold DB's 200M+ predicted structures by UniProt ID. | jaechang-hits/ | 370 | 1 repo | ~4.1k | Automated safety check: Pass | CC-BY-4.0 | 9 days ago |
| 96 | Use Bio.PDB to parse and analyze protein structures (PDB/mmCIF) for structural bioinformatics tasks; use when you need structure parsing, geometry calculations, or structural comparison/superposition. | aipoch/ | 2k | — | ~2.1k | Automated safety check: Pass | MIT | 21 days ago |
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