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MinerU MCP Server

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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

    A3.7/5.0

    Scored across 8 tools

    Disambiguation5/5

    Each tool targets a distinct action or resource: status checking, single parse, batch parse, batch status, local upload, result download, slice merging, and long-document parsing. The descriptions explicitly clarify when to use each, especially the overlap between mineru_parse/mineru_parse_long and mineru_batch/mineru_upload_batch, leaving no ambiguity.

    Naming Consistency4/5

    All tool names share the 'mineru_' prefix, but the second part mixes verbs (parse, upload, download, merge) with nouns (status, batch, results). This is readable and predictable, though not strictly verb_noun like the calibration example. The minor inconsistency (e.g., 'mineru_batch_status' vs 'mineru_status') does not cause confusion.

    Tool Count5/5

    With 8 tools, the server covers the core document parsing workflow without excess. Each tool has a clear role: parsing (single/batch/long), status checks, result retrieval, and local file upload. This is well-scoped for the domain.

    Completeness4/5

    The tool set covers the full parse lifecycle: submit, check status, download results, and merge slices for long documents. The only notable gap is the lack of a direct single-local-file parse path (requires using upload_batch even for one file), but this is a minor workaround and does not severely impede agents.

    Maintenance

    ActivityMaintained
    ResponsivenessNo issues

    Resources