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Scored across 26 tools
Each tool has a clearly distinct purpose with no significant overlap; for example, 'get_contact' retrieves detailed contact info, while 'contact_stats' provides analytics, and 'list_contacts' lists contacts with counts. The descriptions are specific enough to prevent misselection, covering unique aspects like message effects, reactions, streaks, or temporal analysis.
Tool names follow a consistent verb_noun pattern throughout, such as 'check_new_messages', 'get_contact', 'list_attachments', and 'search_messages'. There are no deviations in style (e.g., all use snake_case) or verb usage, making the set predictable and easy to navigate.
With 26 tools, the count feels heavy for an iMessage analytics server, potentially overwhelming for agents. While the tools cover a wide range of features (e.g., stats, searches, temporal analysis), it borders on excessive, as some functionalities could be consolidated (e.g., multiple analytics tools like 'contact_stats', 'message_stats', 'yearly_wrapped').
The tool surface is comprehensive for iMessage analytics, covering CRUD-like operations (e.g., 'get_conversation', 'search_messages'), lifecycle coverage (e.g., 'first_last_message', 'on_this_day'), and extensive analytics (e.g., 'streaks', 'who_initiates', 'yearly_wrapped'). There are no obvious gaps; agents can perform detailed queries, statistical analysis, and historical lookups without dead ends.