AI Startup Hub

get_product, list_products, and search_products are all read operations over the same resource, but the descriptions clearly distinguish them (single fetch by slug, catalog browse with sorting/filters, and full-text relevance search). search_products vs list_products is the only mild overlap, and it is well clarified by the mention of full-text search and upvote ordering.

All tools follow a strict snake_case verb_noun pattern (get_product, list_products, search_products, submit_product, upvote_product) with consistent singular/plural handling matching the resource. No deviation or mixing of conventions.

Five tools cleanly cover the directory's essential actions (retrieve, browse, search, submit, vote) with no redundancy. This is a well-scoped surface for a simple directory service.

The core lifecycle is covered: discover, read, submit, and upvote a product. Minor gaps exist, such as no un-vote/retract vote, no update or delete/withdraw of a submission, and no way to inspect categories or tags as first-class operations, but these are workable around for the stated purpose.