ai4protein/VenusFactory2
Skill Claude CodeCodex
AlphaFold DB structures and confidence analytics via VenusFactory tools. Use when the user needs predicted structures by UniProt ID, pLDDT/PAE analysis, or PDB/mmCIF download. Do NOT use for experimental PDB (rcsbdatabase), local ESMFold without UniProt (predictstructureesmfold / proteinstructurepipeline), or sequence…
ai4protein/VenusFactory2
Skill Claude CodeCodex
Two complementary tools: queryarxiv (text search, returns JSON list inline) + downloadarxivpaperbyid (fetches the actual paper as PDF / HTML / source tarball to disk).
ai4protein/VenusFactory2
Skill Claude CodeCodex
Biopython guidance for sequence I/O, alignments, Bio.PDB, and Entrez parsing. Use for custom bioinformatics code via agentgeneratedcode. Prefer VenusFactory download tools for NCBI/UniProt/AlphaFold bulk fetches so large payloads stay on disk. Do NOT use as a substitute for proteinsequencesimilaritysearch or…
ai4protein/VenusFactory2
Skill Claude CodeCodex
Two tools: existing querybiorxivtool (keyword/category date-window search) + new downloadbiorxivbydoi (fetch one preprint by DOI with all metadata, including version history).
ai4protein/VenusFactory2
Skill Claude CodeCodex
BRENDA enzyme kinetics via VenusFactory download tools (SOAP). Use for Km/kcat, reactions, organism comparison, environmental optima by EC number. Do NOT use for pathway maps alone (keggdatabase) or protein sequence fetch (uniprotdatabase). Requires BRENDAEMAIL and BRENDAPASSWORD.
ai4protein/VenusFactory2
Skill Claude CodeCodex
ChEMBL bioactive molecules and drugs via VenusFactory download tools. Use for molecule/drug by ID, similarity/substructure by SMILES, SAR starting points. Do NOT use for openFDA regulatory data (fda) or RDKit-only local chemistry (rdkit).
ai4protein/VenusFactory2
Skill Claude CodeCodex
Multiple sequence alignment of proteins via EBI Clustal Omega web service. Use when you have ≥2 protein sequences in a FASTA file (≤4000 sequences, ≤4 MB) and need an alignment to assess conservation, residue importance, or domain structure. Do NOT use for: single sequences, homology search (use…
ai4protein/VenusFactory2
Skill Claude CodeCodex
Query openFDA via VenusFactory for drugs, devices, adverse events, recalls, and regulatory submissions (510k, PMA). Use when the user needs FDA pharmacovigilance, labeling, NDC/UNII, or openFDA analytics. Do NOT use for ChEMBL bioactivity (chembldatabase) or general biomedical literature (pubmed).
ai4protein/VenusFactory2
Skill Claude CodeCodex
FoldSeek structural similarity search against PDB with optional protected-region masking. Use when the user has a PDB and wants fold-level homologs, structural neighbors, or to protect an active site while searching. Do NOT use for sequence BLAST/MMseqs2 (proteinsequencesimilaritysearch) or MSA (clustalomsa).
ai4protein/VenusFactory2
Skill Claude CodeCodex
Human Protein Atlas expression and localization via VenusFactory download tools. Use when the user needs tissue expression, subcellular location, single-cell type, blood expression, or protein summary by gene symbol for therapeutic/target context. Do NOT use for mouse/non-human expression atlases or PPI networks…
ai4protein/VenusFactory2
Skill Claude CodeCodex
InterPro domain/family annotation via VenusFactory download tools. Use when the user needs domain boundaries, family membership, or UniProt→InterPro annotations for engineering target selection. Do NOT use for pathway enrichment (stringdatabase / keggdatabase) or kinetic parameters (brendadatabase).
ai4protein/VenusFactory2
Skill Claude CodeCodex
KEGG REST access via VenusFactory download tools (academic use). Use for pathway/gene/compound lookups, ID conversion, and DDI. Do NOT use for PPI networks (stringdatabase) or enzyme kinetics (brendadatabase). Non-academic use of KEGG requires a commercial license.
ai4protein/VenusFactory2
Skill Claude CodeCodex
Matplotlib OO/pyplot guidance for custom plots via agentgeneratedcode. Use for fine-grained control. Prefer naturefigure for manuscript figures and seaborn for quick statistical EDA.
ai4protein/VenusFactory2
Skill Claude CodeCodex
Submission-grade Nature/high-impact journal figure workflow for Python or R. Use whenever the user asks to create, revise, audit, or polish manuscript figures, multi-panel scientific plots, figures4papers-style matplotlib plots, or journal-ready SVG/PDF/TIFF outputs, especially for Nature-family or other high-impact…
ai4protein/VenusFactory2
Skill Claude CodeCodex
Polish, restructure, or translate academic prose into Nature-leaning English using writing-strategy principles, curated Nature/Nature Communications article patterns, and phrase-level support from Academic Phrasebank. Use whenever the user asks to polish a manuscript paragraph, abstract, introduction, results…
ai4protein/VenusFactory2
Skill Claude CodeCodex
Draft, restructure, or plan Nature-style manuscript sections from author-provided claims, results, figures, notes, or Chinese drafts. Use when the user wants to write or rebuild an abstract, introduction, related-work, method, experiments, discussion, conclusion, title, or full manuscript argument rather than only…
ai4protein/VenusFactory2
Skill Claude CodeCodex
Query NCBI ClinVar for variant clinical significance. Search by gene/condition/CLNSIG, interpret pathogenicity, use E-utilities or FTP; annotate VCFs. Use project tools in src.tools.database.ncbi.
ai4protein/VenusFactory2
Skill Claude CodeCodex
Query NCBI Gene via E-utilities/Datasets API. Search by symbol/ID, retrieve gene info (RefSeqs, GO, locations, phenotypes), batch lookups, for gene annotation and functional analysis.
ai4protein/VenusFactory2
Skill Claude CodeCodex
NCBI E-utilities for biological sequences — fetch protein/nucleotide FASTA by accession, run BLAST, translate CDS to protein, search NCBI Protein by gene+organism. Use when the user provides an NCBI accession (NP, XP, NM, NR, etc.), asks for a sequence by gene name + species, or needs to translate a coding sequence.…
ai4protein/VenusFactory2
Skill Claude CodeCodex
OpenAlex — free, comprehensive scholarly graph (works, authors, sources/journals, institutions, topics, concepts, funders). Search papers by keyword/filter/sort, fetch a single entity by ID, look up author profiles, institutions, citation networks. Use whenever the user asks about papers, citation counts, author…
ai4protein/VenusFactory2
Skill Claude CodeCodex
Evidence-bounded hypothesis and experiment planning for protein engineering. Use when the user asks what to mutate next, how to prioritize variants, how to falsify a mechanism, or how to design a directed-evolution round. Do NOT invent wet-lab results; chain VenusFactory tools for computational evidence and label…
ai4protein/VenusFactory2
Skill Claude CodeCodex
Physicochemical properties, surface/SS features, and finetuned protein/residue function prediction. Use when the user asks for solubility, optimal temperature, activity/binding/conserved sites, RSA/SASA/secondary structure, or property tables from FASTA/PDB. Do NOT use for zero-shot mutation ranking…
ai4protein/VenusFactory2
Skill Claude CodeCodex
Find homologous protein sequences from a query sequence using MMseqs2 (fast, ColabFold web API) or BLAST (comprehensive, EBI). Use when the user provides a protein sequence or FASTA file and wants homologs, function inference by sequence similarity, or input for an MSA. Do NOT use for structural similarity (use…
ai4protein/VenusFactory2
Skill Claude CodeCodex
Protein structure obtain → confidence → visualize pipeline. Use when the user needs a 3D structure from sequence or UniProt ID, AlphaFold/ESMFold retrieval, pLDDT/PAE analysis, or structure rendering. Do NOT use for mutation ranking (zeroshotmutationworkflow), FoldSeek search (foldseekstructuralsimilarity), or…