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Scored across 7 tools
Each tool targets a distinct operation: healthcheck for connectivity, list_llms for listing models, get_model for details, compare_models for comparison, list_media_models for media models, list_recent_updates for tracking changes, and evaluate_critpt for benchmark submission. No overlap or ambiguity.
All tools use the 'aa_' prefix with consistent snake_case naming. Most follow a verb_noun pattern (list_llms, get_model, compare_models, evaluate_critpt, list_media_models, list_recent_updates), with only healthcheck being a single word, which is acceptable.
With 7 tools, the set is well-scoped for an LLM model comparison and evaluation API. It covers essential operations (listing, details, comparison, benchmark submission, updates tracking, healthcheck) without unnecessary bloat or missing core functionality.
The tool surface covers listing, detail, comparison, media models, updates, and evaluation submission. A minor gap is the lack of a tool to retrieve past evaluation results or browse problems, but the core workflow is supported.