Each tool has a clearly distinct purpose with no overlap. For example, analyze_bioimpedance_pdf and analyze_bioimpedance_pdf_base64 handle different input formats for the same analysis, while support tools (create_ticket, update_ticket, close_ticket) and FAQ tools (get_all_faqs, search_faqs, etc.) are well-separated. An agent can easily distinguish between ticket management, FAQ retrieval, and document analysis functions.

All tools follow a consistent verb_noun pattern with snake_case throughout. Examples include create_ticket, get_faq_categories, and analyze_bioimpedance_pdf. This predictability makes it easy for agents to understand tool purposes and navigate the set without confusion from mixed naming conventions.

With 12 tools, the count is well-scoped for the server's purpose of handling support tickets, FAQs, and bioimpedance analysis. Each tool earns its place by covering distinct aspects of these domains, such as ticket lifecycle management, FAQ categorization and search, and document processing. This is neither too sparse nor bloated.

The tool set provides complete coverage for its inferred domains. For support tickets, it includes create, get, list, update, and close operations. For FAQs, it covers retrieval by category, search, and listing all. The bioimpedance analysis tools handle both file and base64 inputs. There are no obvious gaps, ensuring agents can perform end-to-end workflows without dead ends.