osf-data-marketplace

Each tool targets a distinct domain or action: the 13 search_* tools cover separate verticals (patents, healthcare, legal, etc.), paid verification tools check different registries, and overlapping tools like screen_entity/screen_entity_free and search_cyber_threats/is_cve_exploited are explicitly cross-referenced to clarify when to use which.

All tool names are lowercase snake_case, with a clear pattern: free browse/search tools use 'search_' or 'get_catalog', paid purchase/sample use 'get_record' and 'sample_record', and verification tools use 'screen_', 'check_', or 'lookup_'. The naming is uniform and predictable.

At 21 tools, this exceeds the ideal 3-15 sweet spot and falls into the 'heavy' range, but the count is justified by the marketplace's diverse data verticals and the distinct paid/free tiers. Still, 21 tools is a large surface area for agents to navigate.

The tool set fully covers the marketplace lifecycle: free discovery (get_catalog, 13 search_* tools), paid sampling (sample_record), and paid purchase (get_record). Verification workflows span financial, entity, and sanctions screening with no obvious dead ends or missing operations for the stated purpose.