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Scored across 3 tools
Each tool has a clearly distinct purpose: analyze images, list available models, and diagnose configuration issues. There is no overlapping functionality, so an agent can reliably select the correct tool for a given task.
All tool names follow the same pattern: 'vision_helper_' prefix followed by a verb_noun pair (analyze_image, list_models, check_config). This is perfectly consistent and predictable, making tool selection easy.
With only 3 tools, the server is tightly scoped to its purpose—image analysis via OpenRouter—without unnecessary surface area. Each tool is essential to the workflow, and the count is well within the ideal range for a focused utility.
The toolset covers the full lifecycle of using the server: analyze images (the core action), discover available models (selection), and diagnose configuration problems (troubleshooting). There are no obvious gaps for the stated domain; an agent can perform all necessary operations without dead ends.