civitai-mcp-ultimate
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TDQS
Scored across 21 tools
Most tools have distinct purposes, such as browsing images, searching models, or managing download info, but there is some overlap between browse_images and get_top_images, both of which fetch top images with similar filters, which could cause confusion. Additionally, get_model and get_model_version serve related but slightly different functions, but their descriptions help clarify the distinction.
Tool names follow a consistent verb_noun pattern throughout, such as browse_images, get_creators, search_models, and mark_as_used. All tools use snake_case, and the naming convention is predictable and readable, making it easy for agents to understand the action and target.
With 21 tools, the count is on the higher side for a Civitai-focused server, which may feel heavy but is somewhat justified by the comprehensive coverage of browsing, searching, downloading, and logging functionalities. However, it borders on being excessive, as some tools like get_download_info and get_download_url could potentially be consolidated, and the TRAIL-related tools (get_trail, get_trail_stats, mark_trail, mark_as_used) add complexity that might not be essential for all use cases.
The tool set provides complete coverage for interacting with Civitai, including browsing and searching images and models, fetching detailed model info, handling downloads, managing user data, and logging content usage via TRAIL. There are no obvious gaps; agents can perform full workflows from discovery to download and tracking, with tools like get_enums and get_current_user supporting auxiliary needs effectively.