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fairchem-mcp

by jkitchin
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    Deploy Server
    One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd

    TDQS

    A4/5.0

    Scored across 17 tools

    Disambiguation5/5

    Each tool has a clearly distinct purpose. Potential overlaps (e.g., attach_emt vs load_model) are resolved by descriptions specifying different types of calculators. Similarly, build_structure vs load_structure, and the various start_* tools are differentiated by their specific computational tasks.

    Naming Consistency4/5

    Tools mostly follow a verb_noun pattern (e.g., build_structure, load_model, start_relaxation). A few exceptions like execute and introspect are verb-only, but overall the naming is predictable and well-organized with prefixes like get_, start_, load_.

    Tool Count5/5

    With 17 tools, the server covers the essential workflows for computational chemistry (structure handling, calculator setup, multiple simulation types, monitoring, and introspection) without being bloated. Each tool earns its place.

    Completeness5/5

    The tool set provides complete lifecycle coverage: structure creation/loading, calculator attachment, running various simulations (relaxation, MD, NEB, phonons, minima search), job control (steering, status, results), and introspection. No obvious gaps for typical usage.

    Maintenance

    ActivityInactive
    ResponsivenessNo issues

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