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Roboflow MCP Server

by MayankD409
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Python
Remote

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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

    A3.5/5.0

    Scored across 11 tools

    Disambiguation5/5

    Each tool targets a distinct action or resource: image tagging (add/remove), upload (single/batch), annotation, version management (create/delete/export), listing jobs/batches, and dataset addition. Even similar operations like single vs batch upload are clearly differentiated.

    Naming Consistency5/5

    All tools follow a consistent 'roboflow_verb_noun' pattern in snake_case (e.g., roboflow_add_image_tags, roboflow_upload_image). The naming is predictable and easy to parse.

    Tool Count5/5

    With 11 tools, the set covers the primary operations of a Roboflow MCP server without being bloated. Each tool serves a clear purpose, and the count feels appropriate for the domain.

    Completeness3/5

    The tools cover image upload, annotation, tagging, version CRUD (except list/get versions), and dataset addition. However, missing operations include retrieving version details, listing versions, deleting images, and polling version generation status (despite being referenced in create_version). These gaps may hinder full workflow automation.

    Maintenance

    ActivitySlowing
    ResponsivenessNo issues

    Resources