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Research

Scientific computing and academic tools.

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computational-chemistry
157

atc-drug-classification

ATC Drug Classification Lookup - Look up drug in ATC classification: ChEMBL ATC class, FDA drug info, PubChem compound, and mechanism of action. Use this skill for pharmacology tasks involving get atc class by level5 get mechanism of action by drug name get compound by name get drug by name. Combines 4 tools from 3 SCP server(s).

InternScience
InternScience
research
open
computational-chemistry
157

drug-indication-mapping

Drug-Indication Mapping - Map drug indications: ChEMBL drug indications, FDA indications, OpenTargets drug associations, and literature. Use this skill for clinical informatics tasks involving get drug indication by id get indications by drug name get associated drugs by target name pubmed search. Combines 4 tools from 4 SCP server(s).

InternScience
InternScience
research
open
computational-chemistry
157

boltz2-binding-affinity

Predict protein-ligand binding affinity using Boltz-2 model to assess molecular interactions and binding probability for drug discovery.

InternScience
InternScience
research
open
computational-chemistry
157

fda-database

Query openFDA API for drugs, devices, adverse events, recalls, regulatory submissions (510k, PMA), substance identification (UNII), for FDA regulatory data analysis and safety research.

Microck
Microck
research
open
computational-chemistry
157

substance-toxicology

Substance Toxicology Report - Toxicology report: PubChem substance data, FDA toxicology, carcinogenicity data, and environmental warnings. Use this skill for toxicology tasks involving get substance by name get nonclinical toxicology info by drug name get carcinogenic mutagenic fertility impairment info by drug name get environmental warning by drug name. Combines 4 tools from 2 SCP server(s).

InternScience
InternScience
research
open
computational-chemistry
157

pediatric-drug-safety

Pediatric Drug Safety Review - Evaluate pediatric drug safety: pediatric use info, child safety, dosage forms, and overdosage info from FDA. Use this skill for pediatric pharmacology tasks involving get pediatric use info by drug name get child safety info by drug name get dosage forms and strengths by drug name get overdosage info by drug name. Combines 4 tools from 1 SCP server(s).

InternScience
InternScience
research
open
computational-chemistry
157

rdkit

Cheminformatics toolkit for fine-grained molecular control. SMILES/SDF parsing, descriptors (MW, LogP, TPSA), fingerprints, substructure search, 2D/3D generation, similarity, reactions. For standard workflows with simpler interface, use datamol (wrapper around RDKit). Use rdkit for advanced control, custom sanitization, specialized algorithms.

Microck
Microck
research
open
computational-chemistry
157

deepchem

Molecular machine learning toolkit. Property prediction (ADMET, toxicity), GNNs (GCN, MPNN), MoleculeNet benchmarks, pretrained models, featurization, for drug discovery ML.

Microck
Microck
research
open
computational-chemistry
157

antibody-drug-development

Antibody Drug Development - Develop antibody drug: target protein analysis, biotherapeutic lookup, protein properties, and interaction prediction. Use this skill for biologics tasks involving get uniprotkb entry by accession get biotherapeutic by name ComputeProtPara ComputeHydrophilicity. Combines 4 tools from 3 SCP server(s).

InternScience
InternScience
research
open
computational-chemistry
157

pubchem-smiles-search

Search PubChem database using SMILES strings to retrieve compound information and chemical properties.

InternScience
InternScience
research
open
computational-chemistry
157

affinity-maturation

Affinity Maturation Pipeline - Affinity maturation: compute binding affinity, predict mutations, compute hydrophilicity, and predict drug-target interaction. Use this skill for antibody engineering tasks involving ComputeAffinityCalculator zero shot sequence prediction ComputeHydrophilicity PredictDrugTargetInteraction. Combines 4 tools from 3 SCP server(s).

InternScience
InternScience
research
open
computational-chemistry
157

virtual-screening

Virtual Screening Pipeline - Virtual screening: search PubChem by substructure, compute similarity, filter by drug-likeness, and predict binding affinity. Use this skill for drug discovery tasks involving search pubchem by smiles calculate smiles similarity calculate mol drug chemistry boltz binding affinity. Combines 4 tools from 3 SCP server(s).

InternScience
InternScience
research
open
computational-chemistry
157

pharmacokinetics-profile

Pharmacokinetics Profile Builder - Build a PK profile: FDA pharmacokinetics, clinical pharmacology, dosage info, and molecular properties. Use this skill for pharmacology tasks involving get pharmacokinetics by drug name get clinical pharmacology by drug name get dosage and storage information by drug name get compound by name. Combines 4 tools from 2 SCP server(s).

InternScience
InternScience
research
open
computational-chemistry
157

coot-figure-making

Best practices for creating publication-quality molecular graphics figures in Coot using user-defined colors, ribbons, and molecular representations

pemsley
pemsley
research
open
computational-chemistry
157

datamol

Pythonic wrapper around RDKit with simplified interface and sensible defaults. Preferred for standard drug discovery: SMILES parsing, standardization, descriptors, fingerprints, clustering, 3D conformers, parallel processing. Returns native rdkit.Chem.Mol objects. For advanced control or custom parameters, use rdkit directly.

Microck
Microck
research
open
computational-chemistry
157

protein-drug-interaction

Protein-Drug Interaction Profiling - Profile protein-drug interactions: protein properties, drug structure, binding affinity prediction, and interaction data. Use this skill for molecular pharmacology tasks involving calculate protein sequence properties ChemicalStructureAnalyzer boltz binding affinity PredictDrugTargetInteraction. Combines 4 tools from 4 SCP server(s).

InternScience
InternScience
research
open
computational-chemistry
157

precision-oncology

Precision Oncology Workflow - Precision oncology: tumor expression profiling, variant analysis, targeted therapy lookup, and clinical trials. Use this skill for precision oncology tasks involving get gene expression across cancers get vep hgvs get associated drugs by target name get clinical studies info by drug name pubmed search. Combines 5 tools from 5 SCP server(s).

InternScience
InternScience
research
open
computational-chemistry
157

alanine-scanning-pipeline

Alanine Scanning Mutagenesis Pipeline - Alanine scanning: design scan, compute properties for each mutant, predict interactions, and compare. Use this skill for protein biochemistry tasks involving AlanineScanningDesigner ComputeProtPara PredictDrugTargetInteraction calculate protein sequence properties. Combines 4 tools from 3 SCP server(s).

InternScience
InternScience
research
open
computational-chemistry
157

admet-druglikeness-report

ADMET & Drug-Likeness Report - Generate comprehensive ADMET and drug-likeness report: molecular properties, H-bond analysis, hydrophobicity, topology, and ADMET prediction. Use this skill for medicinal chemistry tasks involving calculate mol basic info calculate mol hbond calculate mol hydrophobicity calculate mol topology pred molecule admet. Combines 5 tools from 2 SCP server(s).

InternScience
InternScience
research
open
computational-chemistry
157

substructure-activity-search

Substructure-Activity Relationship - Analyze substructure-activity: ChEMBL substructure search, activity data, PubChem compounds, and similarity. Use this skill for medicinal chemistry tasks involving get substructure by smiles search activity search pubchem by smiles calculate smiles similarity. Combines 4 tools from 3 SCP server(s).

InternScience
InternScience
research
open
computational-chemistry
157

smiles-to-cas-conversion

Convert SMILES strings to CAS registry numbers using material informatics tools to identify chemical substances.

InternScience
InternScience
research
open
computational-chemistry
157

pubchem-deep-dive

PubChem Deep Dive Analysis - Deep dive into PubChem: compound info, bioassay summary, 3D conformers, synonyms, and general description. Use this skill for chemical databases tasks involving get pubchem compound by cid get assay summary by cid get conformers by cid get compound synonyms by name get general info by compound name. Combines 5 tools from 1 SCP server(s).

InternScience
InternScience
research
open
computational-chemistry
157

polymer-property-analysis

Polymer & Material Property Analysis - Analyze polymer properties: composition, symmetry, density, and lattice parameters for material design. Use this skill for polymer science tasks involving MaterialCompositionAnalyzer CalculateSymmetry CalculateDensity MofLattice. Combines 4 tools from 2 SCP server(s).

InternScience
InternScience
research
open
lab-tools
157

statistical-error-analysis

Statistical Error Analysis - Analyze measurement errors: absolute error, scientific notation, max value, mean square, and formatting. Use this skill for statistics tasks involving calculate absolute error convert to scientific notation calculate max value calculate mean square format scientific notation. Combines 5 tools from 1 SCP server(s).

InternScience
InternScience
research
open
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