Topic · Research & Science

Best protein structure and design skills for Claude Code, Codex and other agents.

Skills that predict and design protein structures.
skills
132
official
5

Protein structure and design skills, ranked

Ranked by score. Sort bymost stars,trending,newest,recently updated

Protein structure and design skills, ranked
#SkillRepositoryStarsUsed inTokensAuto-checkLicenceUpdated
1

Retrieve and analyze AlphaFold predicted structures for a protein.

google-deepmind/science-skills3.2k2 repos~1.2kAutomated safety check: PassApache-2.022 days ago
2

Biohub ESMFold2 / ESMFold2-Fast all-atom co-folding (Candido et al.

JimLiu/science-skills2274 repos~2.5kAutomated safety check: PassApache-2.03 mo ago
3

Validate protein designs using AlphaFold2 structure prediction.

adaptyvbio/protein-design-skills1634 repos~1.2kAutomated safety check: PassMIT3 mo ago
4

End-to-end binder design using BindCraft hallucination. An agent skill from adaptyvbio/protein-design-skills.

adaptyvbio/protein-design-skills1634 repos~1.3kAutomated safety check: PassMIT3 mo ago
5

Generate publication-quality molecular visualization images using PyMOL.

ChatMol/ChatMol372—~1.2kAutomated safety check: PassMIT6 mo ago
6

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/bionemo-agent-toolkit478—~3.1kAutomated safety check: NotesApache-2.0today
7

All-atom protein design using BoltzGen diffusion model. An agent skill from adaptyvbio/protein-design-skills.

adaptyvbio/protein-design-skills1634 repos~2kAutomated safety check: PassMIT3 mo ago
8

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/scientific-agent-skills48k1 repo~3kAutomated safety check: NotesMIT2 days ago
9

Structure prediction using Chai-1, a foundation model for molecular structure.

adaptyvbio/protein-design-skills1634 repos~1.5kAutomated safety check: PassMIT3 mo ago
10

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/biopipelines109—~2.4kAutomated safety check: PassMIT7 days ago
11

End-to-end guidance for protein design pipelines. An agent skill from adaptyvbio/protein-design-skills.

adaptyvbio/protein-design-skills1634 repos~1.2kAutomated safety check: PassMIT3 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/bionemo-agent-toolkit478—~1.4kAutomated safety check: NotesApache-2.0today
13

Quality control metrics and filtering thresholds for protein design.

adaptyvbio/protein-design-skills1634 repos~3.2kAutomated safety check: PassMIT3 mo ago
14

Quick reference for Biopython work: sequence operations, SeqIO file parsing, BLAST searches, Entrez queries, phylogenetic trees and PDB structure analysis.

aiming-lab/AutoResearchClaw15k—~810Automated safety check: PassMIT1 mo ago
15

Design protein sequences using ProteinMPNN inverse folding. An agent skill from adaptyvbio/protein-design-skills.

adaptyvbio/protein-design-skills1634 repos~1.8kAutomated safety check: PassMIT3 mo ago
16

Generate protein backbones using RFdiffusion, a diffusion-based generative model for de novo protein structure generation.

adaptyvbio/protein-design-skills1634 repos~2.3kAutomated safety check: PassMIT3 mo ago
17

A skill your agent uses when working with scientific research tools and workflows across bioinformatics, cheminformatics, genomics, structural biology, proteomics, and drug discovery.

ynulihao/AgentSkillOS6173 repos~2.5kAutomated safety check: PassNo licence7 mo ago
18

Query public biology databases and APIs including UniProt, RCSB PDB, AlphaFold DB, ClinVar, dbSNP, gnomAD, Ensembl, GEO, InterPro, KEGG, OpenTargets, Reactome, and STRING.

DrugClaw/DrugClaw125—~1.4kAutomated safety check: PassApache-2.06 mo ago
19

Use ESMFold model to predict 3D structure of the input protein sequence.

InternScience/scp1692 repos~721Automated safety check: PassMIT4 mo ago
20
20.Gget

CLI/Python toolkit for rapid bioinformatics queries. An agent skill from davila7/claude-code-templates.

davila7/claude-code-templates32k11 repos~6.3kAutomated safety check: PassMITtoday
21

Identify and rank ligandable pockets on a protein structure or model using geometry (fpocket) or an ML predictor (P2Rank).

learningmatter-mit/AtomisticSkills175—~4kAutomated safety check: PassMITtoday
22

Cloud laboratory platform for automated protein testing and validation.

davila7/claude-code-templates32k10 repos~923Automated safety check: NotesMITtoday
23

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/sciencediscovery148—~2.9kAutomated safety check: PassApache-2.05 days ago
24

Guidance for choosing the right protein binder design tool. An agent skill from adaptyvbio/protein-design-skills.

adaptyvbio/protein-design-skills1633 repos~1.8kAutomated safety check: PassMIT3 mo ago
25

Access AlphaFold's 200M+ AI-predicted protein structures. An agent skill from davila7/claude-code-templates.

davila7/claude-code-templates32k10 repos~4kAutomated safety check: PassMITtoday
26

End-to-end Proteina-Complexa design pipeline driver. An agent skill from NVIDIA-BioNeMo/bionemo-agent-toolkit.

NVIDIA-BioNeMo/bionemo-agent-toolkit478—~4.1kAutomated safety check: NotesUnknowntoday
27

Visualize, analyze, and render protein and molecular structures using PyMOL.

google-deepmind/science-skills3.2k2 repos~1.6kAutomated safety check: PassApache-2.022 days ago
28

Given a protein sequence and its structure, employ ProSST model to predict mutation effects and obtain the top-k mutated sequences.

InternScience/scp1692 repos~949Automated safety check: PassMIT4 mo ago
29

Access protein metadata, function, taxonomy, and sequences across UniProtKB, UniParc, and UniRef.

google-deepmind/science-skills3.2k1 repo~3.1kAutomated safety check: PassApache-2.022 days ago
30

Access RCSB PDB for 3D protein/nucleic acid structures. An agent skill from davila7/claude-code-templates.

davila7/claude-code-templates32k9 repos~2.3kAutomated safety check: PassMITtoday
31

Structure prediction using Boltz-1/Boltz-2, an open biomolecular structure predictor.

adaptyvbio/protein-design-skills1634 repos~1.3kAutomated safety check: PassMIT3 mo ago
32

Performs 3D structural searches of proteins against various databases (PDB, AlphaFold, CATH, MGnify, etc.) using the Foldseek API.

google-deepmind/science-skills3.2k1 repo~1.3kAutomated safety check: PassApache-2.022 days ago
33

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/mimeo282—~2kAutomated safety check: PassMIT1 mo ago
34
34.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/claude-code-templates32k10 repos~2.6kAutomated safety check: WarnMITtoday
35

Binder design ranking using ipSAE (interprotein Score from Aligned Errors).

adaptyvbio/protein-design-skills1634 repos~1.2kAutomated safety check: PassMIT3 mo ago
36

Generate de novo protein backbones with RFdiffusion for protein-target binders, hotspot-conditioned interfaces, motif scaffolding, partial diffusion, or symmetric assemblies.

PKU-YuanGroup/OpenAI4S608—~2.2kAutomated safety check: PassMIT2 days ago
37

Discovers and evaluates scientific datasets, models, methodology posts, and Spaces through the Hugging Science catalog.

K-Dense-AI/scientific-agent-skills48k1 repo~2.9kAutomated safety check: NotesMIT2 days ago
38

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/scientific-agent-skills48k1 repo~3.4kAutomated safety check: PassMIT2 days ago
39

Ligand-aware protein sequence design using LigandMPNN. An agent skill from adaptyvbio/protein-design-skills.

adaptyvbio/protein-design-skills1634 repos~1.2kAutomated safety check: PassMIT3 mo ago
40
40.Pdb

Fetch and analyze protein structures from RCSB PDB. An agent skill from adaptyvbio/protein-design-skills.

adaptyvbio/protein-design-skills1634 repos~1.4kAutomated safety check: PassMIT3 mo ago
41

Solubility-optimized protein sequence design using SolubleMPNN.

adaptyvbio/protein-design-skills1634 repos~1.1kAutomated safety check: PassMIT3 mo ago
42

Predict protein structure for monomers and multimers with AlphaFold2 via the ColabFold runner (Mirdita et al.

JimLiu/science-skills2274 repos~1.2kAutomated safety check: PassApache-2.03 mo ago
43

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/science-skills2274 repos~1.2kAutomated safety check: PassApache-2.03 mo ago
44

Inverse-fold a protein backbone (PDB structure) into amino-acid sequence with ProteinMPNN (Dauparas et al.

JimLiu/science-skills2274 repos~1.1kAutomated safety check: PassApache-2.03 mo ago
45

Inverse-fold a backbone with SolubleMPNN — ProteinMPNN retrained on a soluble-PDB subset (Dauparas et al.

JimLiu/science-skills2274 repos~1.1kAutomated safety check: PassApache-2.03 mo ago
46

Guidance for cell-free protein synthesis (CFPS) optimization.

adaptyvbio/protein-design-skills1633 repos~2.8kAutomated safety check: PassMIT3 mo ago
47

A skill your agent uses for AlphaFold 3 input preparation, prediction command planning, output interpretation, and Python API inspection.

VectorSpaceLab/AREX-Skill328—~1.2kAutomated safety check: PassApache-2.01 mo ago
48

Runs and analyzes molecular dynamics simulations with OpenMM and MDAnalysis.

K-Dense-AI/scientific-agent-skills48k1 repo~4.7kAutomated safety check: PassMIT2 days ago

Questions, answered from the data.

What is the best protein structure and design skill?

Alphafold Database Fetch And Analyze from google-deepmind/science-skills ranks first of the 132 protein structure and design skills listed here, with the highest score: its repository has 3.2k GitHub stars, 2 other GitHub owners carry a copy, its SKILL.md loads about 1.2k tokens and it passes the automated safety check with no findings. Next come Esmfold2 and Alphafold.

Which protein structure and design skills are official?

5 of the 132 protein structure and design skills are official, published by the vendor's own GitHub organization: Proteinmpnn Nim, Openfold2 Nim, Rfdiffusion Nim, Msa Structure Prediction Pipeline and Boltz2 Nim.

How are these skills ranked?

By Skill Navigator score, which combines the GitHub stars of the skill's repository (shared across that repo's skills and discounted for large collections), how many other GitHub owners carry a copy of the skill, and automated SKILL.md quality checks, minus penalties for safety-check warnings and for each further skill from the same repository. Skills that fail the safety check are not listed.