"author:Rifat19R" matching MCP servers:

A fail-closed MCP verification layer for DFT-to-MLIP workflows, gating Quantum ESPRESSO data ingestion, MACE/RuNNer dry-run command plans, model comparison, and reference validation behind scientific, software, and numerical checks with explicit PASS/WARN/FAIL/QUARANTINE/NOT_RUN statuses.