bioelectrochemistry

Physics-based simulation tools for MES - Butler-Volmer kinetics, biofilm modeling, COMSOL integration, 3D reactor visualizations

Standardized parameter ontology and open dataset for Microbial Electrochemical Systems (MES) research — 704 parameters across 13 categories, 23,568 papers indexed. Public mirror.

Multi-agent research orchestration framework for MES - agent base class, orchestrator patterns, workflow templates

Research gap identification and hypothesis generation - WebGL network visualization, confidence scoring, gap prioritization

Curated datasets ingested from various sources for Microbial Electrochemical Systems (MES) research — sidecar to MESS-Parameters and MESS-Materials.

DFT-computed material properties for Microbial Electrochemical Systems (MES) components — electrodes, membranes, chambers, current collectors, catalysts, gaskets. Sidecar to MESS-Parameters, keyed by the same material slugs.

Research methodology tools for MES - protocol generation, sample size calculation, reproducibility scoring, PDF extraction

Curated database of microorganisms relevant to Microbial Electrochemical Systems (MES). Public mirror — source of truth lives in the messai-ai monorepo.

Educational content and calculators for MES - interactive electron flow, sustainability calculators, economic analysis