dremio-mcp-lite
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TDQS
Scored across 6 tools
Each tool targets a clearly distinct operation: catalog browsing, schema retrieval, arbitrary SQL, quick preview, catalog search, and query explanation. The only potentially overlapping pair is catalog_browse and search_catalog, but one navigates the hierarchy while the other searches by name, so they are easy to distinguish.
The naming is readable and consistently uses snake_case, but the verb placement is mixed: object-verb forms like catalog_browse, schema_get, and table_preview sit alongside verb-object forms like search_catalog and explain_query, and sql_query has no verb at all. This is not chaotic, but it does not follow a single predictable pattern.
Six tools is well-scoped for a read-only Dremio exploration and querying server. Each tool serves a distinct purpose without redundancy, and the count is comfortably within the ideal range.
The tool set covers the full read-only workflow: discovering data via browse/search, inspecting structure via schema, peeking at data via preview, running arbitrary queries, and understanding performance via explain. No obvious dead ends or missing essential operations exist for the stated purpose.