Beamtrace

Each tool targets a distinct aspect of visibility analytics: overall snapshot (get_visibility), competitive leaderboard (list_competitors), improvement recommendations (list_improvements), query-level detail (list_prompts), and topic rollups (list_topics). While list_topics and list_prompts overlap in metrics, their descriptions clearly differentiate between rollups and specific queries, and cross-references guide usage.

All tools follow a consistent verb_noun pattern: get_visibility uses 'get' for a single item, while the rest use 'list' for collections. The pattern is uniform and predictable, with no mixing of conventions or vague verbs.

With 5 tools, the server is well-scoped for its purpose of providing visibility analytics. Each tool covers a clear functional area without redundancy, and the count is neither too sparse nor overwhelming.

The server covers the core read operations for visibility: overall snapshot, competitors, improvements, prompts, and topics. Minor gaps exist (e.g., no per-item detail drill-down like get_prompt or get_topic, no history/export), but these are not critical for the primary analytics workflow and agents can work around them.