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Scored across 9 tools
Several tools have heavily overlapping purposes: danbooru_lookup_tag and autocomplete_tags both resolve canonical tag names; danbooru_get_character_profile and danbooru_search_character both return trait co-occurrence frequencies; and danbooru_get_wiki_page / danbooru_get_tag_implications are subsets of the profile tool. This makes it difficult for an agent to confidently choose the right tool.
Naming is mixed: some tools use a danbooru_ prefix (danbooru_lookup_tag, danbooru_get_character_profile), while others use bare verbs (search_prompts, search_posts, autocomplete_tags, build_prompt). Verb choices also vary (lookup, search, get, autocomplete, build) without a clear pattern.
At 9 tools, the count is within a reasonable range, but several tools are near-duplicates (e.g., danbooru_lookup_tag vs autocomplete_tags, danbooru_get_character_profile vs danbooru_search_character). A more streamlined set of 6-7 tools would feel tighter without losing functionality.
The tool surface covers the core domain well: tag resolution, character profiling, wiki text, implications, post/prompt search, and prompt building. Minor gaps include no direct tool for browsing popular tags or fetching a single post by ID, but these are peripheral to the server's stated purpose.