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talonic-mcp

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by talonicdev
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    TDQS

    A4.4/5.0

    Scored across 22 tools

    Disambiguation5/5

    Every tool targets a distinct resource-and-action pair, and potentially overlapping tools (get_document vs to_markdown vs extract, search vs find_data vs filter, balance vs usage vs pricing) are explicitly separated with USE WHEN and NOT FOR guidance. No two tools appear to do the same thing.

    Naming Consistency4/5

    All tools share the talonic_ prefix and mostly follow a verb_noun pattern like save_schema, get_pricing, list_fields, and claim_agent_task. Minor deviations such as talonic_field_values, talonic_to_markdown, and bare talonic_search/filter/extract are easy to predict and do not create confusion.

    Tool Count3/5

    At 22 tools, this is on the heavy side and beyond the typical 3-15 well-scoped range. The count is somewhat justified by distinct functional clusters (documents, field registry, schemas, agent tasks, billing, and agent-tool bridge), but it still feels borderline large.

    Completeness4/5

    The core lifecycle is well covered: document upload/status/extraction, schema save/list/reuse, field discovery and value retrieval, agent task list/claim/heartbeat/submit, and credit pricing/balance/usage. Notable minor gaps include no schema update/delete and no document delete/retry tool, but agents can work around these.

    Maintenance

    ActivityActive
    ResponsivenessNo issues

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