Infinite Audience

The descriptions are unusually explicit and cross-reference each other (e.g. 'For an unsaved population preview use discovery_count; for a composed audience snapshot use recount_audience'), which resolves most confusion. However, several near-duplicate families remain—count_segment/recount_audience/discovery_count, list_deliveries/list_all_deliveries/list_file_match_deliveries, get_segment_demographics/get_audience_demographics, and three wait_* tools—where an agent could plausibly misselect.

Nearly every tool follows a clean snake_case verb_noun pattern (get_segment, list_audiences, count_segment, quote_delivery), so the intent is predictable. The only deviation is the discovery_* family, which uses a noun-ish namespace prefix rather than a verb, though it is applied consistently across those four tools.

36 tools is heavy for this domain, and the surface includes clearly consolidatable families (three count/refresh variants, three delivery-listing variants, three wait/poll variants, multiple integration get/list pairs). The scope is genuinely broad but the set is over-expanded relative to what an agent can comfortably navigate.

Read, query, profiling, quoting, and orchestration are well covered, but the descriptions repeatedly instruct calling create_segment, create_audience, deliver_audience, confirm_column_mappings, respond_to_workflow_gate, and build_saved_integration_segment—tools that are referenced but not present in the set, creating dead ends in the core create/deliver lifecycle.