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Scored across 65 tools
Most tools have distinct purposes, but the large number and similar verb patterns (e.g., generate_deployment_command vs generate_deployment_guide) could cause minor confusion. The underscore prefix for internal tools helps separate scopes.
Naming mixes underscore_case without prefix, _mcp_ prefixed tools, and inconsistent verb forms (e.g., audit_ vs _mcp_generate_). While there is an overall verb_noun pattern, the mix of conventions reduces consistency.
With 65 tools, the set is very large, far exceeding typical scopes (3-15). While the domain of fine-tuning is broad, the count feels excessive and may overwhelm agents, leading to misselection.
The tool surface covers a wide range: auditing, security, training, evaluation, deployment, monitoring, and project management. Minor gaps like model rollback or dataset versioning exist, but core workflows are well-supported.