The tools are mostly distinct in purpose, with clear separation between image generation, editing, and configuration. However, 'edit_image' and the session tools ('start_image_session', 'continue_image_session') could cause some confusion, as both involve editing images, though the session tools explicitly handle multi-turn contexts.

All tool names follow a consistent verb_noun pattern (e.g., generate_image, edit_image, get_image_config_info). The naming is predictable and readable throughout, with no deviations in style or convention.

With 5 tools, the server is well-scoped for image generation and editing tasks. Each tool has a clear role, and the count is appropriate for covering core operations without being overly sparse or bloated.

The tool set covers key operations like generation, editing, and configuration, with added support for multi-turn sessions. A minor gap is the lack of a tool for deleting or managing images, but this is not critical for the core functionality, and agents can likely work around it.