ATProto Data Layer

Most tools have distinct purposes targeting specific ATProto resources like annotations, agents, collections, writing, or identity. However, search_writing and search_writing_semantic overlap in purpose (both search longform writing), which could cause confusion despite the semantic variant offering AI-enhanced search. Other tools are clearly differentiated by their domains.

Tool names follow a consistent verb_noun pattern throughout, such as browse_annotations, discover_agents, and read_record. Minor deviations include annotation_stats (noun_verb) and ecosystem_health (noun_noun), but these are still readable and don't significantly disrupt the overall consistency.

With 12 tools, the count is well-scoped for exploring the ATProto Data Layer, covering diverse aspects like annotations, agents, collections, writing, forums, and identity. Each tool serves a distinct purpose in this broad domain, making the set comprehensive without being overwhelming.

The toolset provides strong coverage for reading, searching, and discovering data across ATProto's ecosystem, including annotations, agents, collections, writing, forums, and identity verification. Minor gaps exist, such as the lack of write or update operations (e.g., creating annotations or posts), but agents can still perform core exploration tasks effectively.