ai4protein/VenusFactory2

🏭 AI agent platform with skills for protein engineering, the noob-friendly AI tutorial tool for life science professionals.

248Stars on the repository
36Mods indexed here, across every type
1mo agoLast push, which is what freshness is scored on
customA LICENSE file GitHub cannot name, so bodies are not copied

ai4protein/VenusFactory2

Skill Claude CodeCodex

ProteinMPNN inverse folding: design or score sequences on a fixed backbone. Use when the user wants sequence design from PDB, interface/binder design, homomer symmetry, or fixed catalytic residues. Do NOT use for zero-shot mutation ranking on a wild-type sequence (zeroshotmutationworkflow) or de novo fold…

not rated 248 1mo ago A 79 tokens

pubmed

26

ai4protein/VenusFactory2

Skill Claude CodeCodex

PubMed — NCBI's biomedical literature database (>35M citations). Keyword search inline, or batch-fetch full title + structured abstract + authors + DOI for a known list of PMIDs. Use for medical / biological literature lookup, citation resolution, or building an abstract corpus for downstream NLP. Honors NCBIAPIKEY…

not rated 248 1mo ago A 71 tokens

pymol

27

ai4protein/VenusFactory2

Skill Claude CodeCodex

Headless PyMOL rendering of protein structures (PNG + PSE session) and structural superposition with RMSD. Use to produce static publication-style images, color a structure by pLDDT/B-factor/chain/secondary-structure, or compare two structures by cealign. Do NOT use for interactive 3D exploration (use MolstarViewer in…

not rated 248 1mo ago A 89 tokens

rcsb_database

28

ai4protein/VenusFactory2

Skill Claude CodeCodex

RCSB Protein Data Bank (PDB) — experimentally determined 3D biomolecular structures. Search by full-text/sequence/structure/attribute, fetch entry metadata, download coordinate files (PDB/mmCIF). Use when the user provides a PDB ID, asks for structures of a protein, wants to find similar structures by sequence, or…

not rated 248 1mo ago A 96 tokens

rdkit

29

ai4protein/VenusFactory2

Skill Claude CodeCodex

RDKit cheminformatics via VenusFactory bioinfo scripts and agentgeneratedcode. Use for SMILES/SDF, descriptors, fingerprints, substructure filters, similarity. Do NOT use for ChEMBL bioactivity download (chembldatabase) or openFDA (fda). No dedicated rdkit LangChain tool — run scripts or import modules.

not rated 248 1mo ago A 73 tokens

seaborn

30

ai4protein/VenusFactory2

Skill Claude CodeCodex

Seaborn statistical plots for exploratory analysis via agentgeneratedcode. Use for quick relational/distribution/categorical charts. Do NOT use for submission-grade Nature figures (naturefigure) or low-level artists control (matplotlib).

not rated 248 1mo ago A 49 tokens

string_database

31

ai4protein/VenusFactory2

Skill Claude CodeCodex

STRING PPI networks and enrichment via VenusFactory download tools. Use for interaction networks, partners, GO/KEGG enrichment, homology across 5000+ species. Do NOT use for sequence homology search (proteinsequencesimilaritysearch) or KEGG pathway entries alone (keggdatabase).

not rated 248 1mo ago A 62 tokens

structure_file_prep

32

ai4protein/VenusFactory2

Skill Claude CodeCodex

Structure/sequence file preparation with VenusFactory file tools. Use for FASTA parsing, PDB chain extraction, PDB↔mmCIF conversion (MAXIT), apo checks, batch PDB→FASTA, and UniProt ID from RCSB metadata. Do NOT use for structure prediction (proteinstructurepipeline) or homology search.

not rated 248 1mo ago A 75 tokens

uniprot_database

33

ai4protein/VenusFactory2

Skill Claude CodeCodex

UniProt — protein sequence, function, taxonomy, cross-references. Search proteins by query, retrieve a UniProt entry, map IDs between databases (PDB↔UniProt etc.), pull FASTA sequence, fetch metadata, run SPARQL against sparql.uniprot.org. Use whenever the user mentions a UniProt accession (e.g. P04637), asks for…

not rated 248 1mo ago A 122 tokens

ai4protein/VenusFactory2

Skill Claude CodeCodex

Fine-tune and run custom protein models on VenusFactory (CSV/HF → config → train → predict). Use when the user brings labeled sequences, wants adapter training (ProtT5/ESM2/Ankh/QLoRA notes), or batch inference with a trained config. Do NOT use for zero-shot mutation without labels (zeroshotmutationworkflow) or…

not rated 248 1mo ago A 96 tokens

ai4protein/VenusFactory2

Skill Claude CodeCodex

Distills a completed user workflow or interaction into a reusable VenusFactory agent skill. Use when the user says "make this a skill", "create a skill from what we just did", "package this workflow" or similar. Adapts the workflow into the VenusFactory tools wiring + SKILL.md pattern. Do not use for creating skills…

not rated 248 1mo ago A 79 tokens

ai4protein/VenusFactory2

Skill Claude CodeCodex

Zero-shot mutation engineering with VenusFactory PLMs. Use when the user wants beneficial mutations, directed evolution candidates, or stability/fitness ranking from a FASTA sequence or PDB structure. Do NOT use for ProteinMPNN inverse folding (proteinmpnndesignworkflow), sequence homology search…

not rated 248 1mo ago A 80 tokens

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