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Scored across 28 tools
Most tools have clearly distinct purposes (CRUD on campaigns/groups vs. specialized performance retrievals), and descriptions proactively distinguish look-alikes like get_campaign_performance vs. list_campaigns. However, the cluster of performance tools (get_campaign_performance, get_creative_performance, get_audience_demographics, get_conversion_performance, get_lead_gen_performance, get_daily_trends, get_analytics) has overlapping boundaries where an agent could easily pick the wrong one.
Nearly every tool follows a clean snake_case verb_noun pattern (get_, list_, create_, update_, delete_, upload_, compare_, search_). The convention is applied consistently across all 28 tools with no camelCase or naming-style deviations.
28 tools is a large surface that sits just above the comfortable 15-25 range, and several performance tools could plausibly be consolidated under get_analytics. The broad LinkedIn Ads domain (campaigns, creatives, audiences, conversions, lead gen, ad library) does justify most of them, so it's borderline rather than bloated.
Core lifecycle coverage is strong: full CRUD for campaigns and campaign groups, creative creation and status changes, plus extensive read/analytics for audiences, conversions, and lead gen. Minor gaps exist (no create/update for lead forms, audiences, or conversions; no creative delete beyond status), but agents can work around these.