data-marketplace-mcp-server
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TDQS
Scored across 16 tools
Most tools have clearly distinct purposes: searching, viewing, requesting access, publishing, and sync operations cover separate concerns. However, list_access_requests and list_product_subscribers both deal with subscribers/access and could cause some confusion about which to use for a given scenario.
The naming follows a strong verb_noun pattern (search_data_products, get_data_product, preview_data_product, publish_data_product, certify_data_product). Minor deviations exist: ensure_data_marketplace_typedef and get_product_lineage break the strict pattern but are still readable and descriptive.
At 16 tools, this sits slightly above the ideal sweet spot but is reasonable for a marketplace with search, product lifecycle, access management, and Atlas sync capabilities. Most tools earn their place, though the two ‘WRITE OPERATION’ Atlas sync tools are somewhat operational rather than user-facing.
The surface covers search, view, preview, lineage, glossary, access lifecycle (request/list/approve/reject), publishing, certification, and feedback. Minor gaps include no explicit update/delete for data products (only publish/create) and subscription management beyond listing, but the core marketplace workflow is well covered.