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biopharma-mcp

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    Deploy Server
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    TDQS

    B3.3/5.0

    Scored across 10 tools

    Disambiguation5/5

    Each tool targets a distinct function: curve fitting, parallelism assessment, Z-factor calculation, plate parsing, entity resolution, outlier detection, LOD/LOQ, dilution normalization, data export, and audit logging. No two tools overlap in purpose, and descriptions clarify their unique roles.

    Naming Consistency5/5

    All tool names follow a consistent verb_noun pattern in snake_case, such as calculate_4pl_curve, parse_large_plate_stream, and generate_gxp_audit_log. The naming is uniform and predictable, making it easy to infer tool behavior.

    Tool Count5/5

    The server contains 10 tools, which is within the ideal 3-15 range for a well-scoped domain. Each tool covers a distinct aspect of biopharma data analysis and compliance without redundancy or bloat.

    Completeness4/5

    The tool surface covers the primary assay analysis workflow: input parsing, entity resolution, statistical analysis (curve fitting, parallelism, Z-factor, outliers, LOD/LOQ), normalization, and output/export with audit logging. Minor gaps exist, such as the absence of direct IC50 extraction or data visualization tools, but these are not critical to core functionality.

    Maintenance

    ActivitySlowing
    ResponsivenessNo issues

    Resources