pest-analysis
Guides PEST (Political, Economic, Social, Technological) analysis for strategic planning. Use when analyzing external macro-environmental factors or evaluating business decisions.
Guides PEST (Political, Economic, Social, Technological) analysis for strategic planning. Use when analyzing external macro-environmental factors or evaluating business decisions.
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.
Query openFDA API for drugs, devices, adverse events, recalls, regulatory submissions (510k, PMA), substance identification (UNII), for FDA regulatory data analysis and safety research.
Query ChEMBL bioactive molecules and drug discovery data. Search compounds by structure/properties, retrieve bioactivity data (IC50, Ki), find inhibitors, perform SAR studies, for medicinal chemistry.
Trigger Pattern MONETARY_PARAMETER flag (fee, rate, emission, cap, bps values) - Inject Into Breadth agents (merged via M4 hierarchy)
Trigger Pattern Always (Sui Move) -- foundational security check - Inject Into Breadth agents, depth agents
Trigger Pattern Always required for Solana audits - Inject Into Breadth agents, depth agents
Trigger Pattern PDA flag detected (seeds/bump/find_program_address usage) - Inject Into Breadth agents, depth agents
PNNL cheminformatics LLM agent for molecular analysis
Apply Mann-Whitney, Kruskal-Wallis, and other nonparametric methods
Multi-agent system for chemical literature information extraction
DFT, molecular simulation, and reaction prediction tools for chemists
Medical image analysis with deep learning for research applications
Automate molecular simulations with the ChemGraph agentic framework
Molecular dynamics simulation setup, execution, and trajectory analysis
Search PubChem for chemical compounds, structures, and bioassay data
Search and discover ML models, datasets, and Spaces on Hugging Face
24 biomedical research skills. Trigger: medical research, clinical trials, genomics, bioinformatics. Design: domain databases, wet-lab/dry-lab methods, and ethical compliance guides.
Analyze algorithm complexity and computational efficiency for research
Apply computer vision research methods, models, and evaluation tools
Semantic literature discovery and synthesis using embeddings
Explore quantum computing research with Qiskit and Cirq frameworks
Adverse drug event detection, safety signal mining, and drug monitoring
Guide to Algorithm Visualizer for interactive algorithm exploration