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    TDQS

    A4.3/5.0

    Scored across 36 tools

    Disambiguation5/5

    Despite the large surface, every tool has a clearly distinct purpose, and the descriptions explicitly state USE WHEN and NOT FOR with cross-references to sibling tools. Overlapping retrieval capabilities (search, find_data, filter, field_values, list_fields) are carefully bounded, and parallel agent/decision task lifecycles are separated by resource name and description.

    Naming Consistency5/5

    All tools follow a uniform talonic_ prefix plus snake_case verb_noun pattern (e.g. talonic_list_schemas, talonic_get_run, talonic_submit_agent_task). There are no mixed conventions or inconsistent casing.

    Tool Count2/5

    With 36 tools, the set is well over the 25+ threshold that the rubric associates with being too many for a typical MCP server. Although the platform spans several subdomains, the volume is heavy enough that an agent must navigate many similar-sounding operations rather than a tightly scoped surface.

    Completeness4/5

    The surface covers document ingestion, extraction, search, field registry, schemas, specs, runs, ask, agent tools, billing, agent tasks, and decision tasks quite comprehensively. Minor gaps remain, such as no explicit release/fail lifecycle for agent-stage tasks and no update/delete operations for schemas, though most core workflows are covered.

    Maintenance

    ActivityActive
    ResponsivenessNo issues