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WenyuChiou

research-hub

by WenyuChiou
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    Deploy Server
    RayrunBuild, deploy, and operate MCP servers without becoming an infrastructure team.ray.runAd

    TDQS

    B3.2/5.0

    Scored across 76 tools

    Disambiguation5/5

    Every tool has a clearly distinct purpose, with detailed descriptions that explicitly state when and when not to use each tool, eliminating ambiguity even among closely related functions like fit_check variants.

    Naming Consistency5/5

    All tool names follow a consistent snake_case verb_noun pattern, with predictable prefixes like 'discover_', 'fit_check_', 'notebooklm_', etc., making it easy for an agent to infer behavior from the name.

    Tool Count2/5

    76 tools is far beyond the typical well-scoped range; the server appears to cover a broad domain but could benefit from consolidation, as many tools are highly specialized (e.g., individual discover_* steps) and may overwhelm agents.

    Completeness4/5

    The tool set covers the full research workflow from discovery and ingest to analysis, labeling, cleanup, and dashboard generation. Minor gaps exist (e.g., no direct tool for deleting a cluster, relying on CLI), but core operations are well-covered.

    Maintenance

    ActivityMaintained
    ResponsivenessResponsive

    Resources