autoria-mcp
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TDQS
Scored across 30 tools
Most tools have clearly distinct purposes, but there is some overlap among the many list_ tools (e.g., list_body_styles vs list_all_body_styles) and between list_options variants. Descriptions help clarify the differences, so an agent can generally select the correct tool.
The naming pattern is mostly consistent with underscore-separated verbs (list_, lookup_, get_, search_). Minor exceptions like 'raw_search' (prefix instead of verb) and 'list_bodies_by_generation' (plural vs singular) are deviations, but they do not cause confusion.
30 tools is on the high side, but the domain (used car search and reference data) is broad. Some consolidation of the many list_ tools could be considered, but each tool serves a specific API endpoint and the count is justified for full coverage.
The tool surface covers all major workflows: browsing reference data (brands, models, regions, etc.), searching listings, getting details, batch operations, average price analysis, and VIN decoding. There are no obvious gaps for a read-only car search assistant.