Enables LLM agents to run verified DFT materials workflows (structure fetch, relaxation, band/DOS) with automated convergence gates and physics validation, ensuring every result is machine-verified with a complete evidence trail.
An MCP server for discovering ColabFit materials science datasets and training MACE interatomic potentials on local hardware, enabling AI assistants to search, download, train, and validate models.
A deterministic verification gate for MCP clients that independently checks model outputs against evidence, contradictions, calibration, and provenance without relying on LLM self-assessment.
An interactive MCP server for FAIRChem and ASE simulations that allows LLM agents to load a model once and steer relaxations, MD, NEB, phonons, and minima searches mid-flight, with live monitoring and code introspection.
A local MCP reasoning gate that enables structured engineering thought through step-by-step reasoning, branching, merging, validation, and quality metrics without calling external LLM APIs.
A continuous, out-of-band trust and reliability layer for the MCP ecosystem. It fingerprints MCP server tool definitions, detects and classifies drift (e.g., rug pulls) via a severity taxonomy, maintains a hash-chained evidence ledger, and gates CI with SARIF—while also acting as an MCP server itself so agents can check a server's safety before binding.
