Cloud-based quantum chemistry platform with Python API. Preferred for computational chemistry workflows including...
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Look up current research information using Perplexity Sonar Pro Search or Sonar Reasoning Pro models through...
Write competitive research proposals for NSF, NIH, DOE, DARPA, and Taiwan NSTC. Agency-specific formatting, review...
Query Reactome REST API for pathway analysis, enrichment, gene-pathway mapping, disease pathways, molecular...
Cheminformatics toolkit for fine-grained molecular control. SMILES/SDF parsing, descriptors (MW, LogP, TPSA),...
Quantum physics simulation library for open quantum systems. Use when studying master equations, Lindblad dynamics,...
IBM quantum computing framework. Use when targeting IBM Quantum hardware, working with Qiskit Runtime for production...
Deep learning framework (PyTorch Lightning). Organize PyTorch code into LightningModules, configure Trainers for...
Therapeutics Data Commons. AI-ready drug discovery datasets (ADME, toxicity, DTI), benchmarks, scaffold splits,...
Genomic file toolkit. Read/write SAM/BAM/CRAM alignments, VCF/BCF variants, FASTA/FASTQ sequences, extract regions,...
Complete mass spectrometry analysis platform. Use for proteomics workflows feature detection, peptide...
Multi-objective optimization framework. NSGA-II, NSGA-III, MOEA/D, Pareto fronts, constraint handling, benchmarks...
Bayesian modeling with PyMC. Build hierarchical models, MCMC (NUTS), variational inference, LOO/WAIC comparison,...
Materials science toolkit. Crystal structures (CIF, POSCAR), phase diagrams, band structure, DOS, Materials Project...
Vendor-agnostic lab automation framework. Use when controlling multiple equipment types (Hamilton, Tecan, Opentrons,...
Comprehensive healthcare AI toolkit for developing, testing, and deploying machine learning models with clinical...
Python library for working with DICOM (Digital Imaging and Communications in Medicine) files. Use this skill when...
Differential gene expression analysis (Python DESeq2). Identify DE genes from bulk RNA-seq counts, Wald tests, FDR...
High-performance reinforcement learning framework optimized for speed and scale. Use when you need fast parallel...
Direct REST API access to PubMed. Advanced Boolean/MeSH queries, E-utilities API, batch processing, citation...
Query PubChem via PUG-REST API/PubChemPy (110M+ compounds). Search by name/CID/SMILES, retrieve properties,...
Integration with protocols.io API for managing scientific protocols. This skill should be used when working with...
Create research posters using HTML/CSS that can be exported to PDF or PPTX. Use this skill ONLY when the user...
Fast in-memory DataFrame library for datasets that fit in RAM. Use when pandas is too slow but data still fits in...