This server defines 5 tools with moderate quality. All tools have descriptions and input schemas with basic structure, but lack critical details for LLM optimization. Tool names use action verbs correctly (freeai_generate, freeai_search, etc.), following the verb_noun pattern. However, descriptions are generic (mean ~85 chars, below the 194-char baseline for A+ tools) and lack context about when to use each tool vs alternatives. Parameter descriptions exist but are often terse (e.g., 'The search query' instead of specifying format, length, or query syntax). Schemas are present but underspecified, missing validation constraints like min/max values, enum declarations, and pattern restrictions. No output schema documentation is visible. Error handling is absent from all tool definitions. The server supports resources but lacks proper error categorization or recovery guidance.

• Document return type for each tool. Example for freeai_generate: 'Returns: {"text": string, "model_used": string, "stop_reason": string}'. This enables chaining and downstream planning.
• Add min/max constraints to numeric parameters. Example: 'numResults: Number of results to return (1 - 50, default 10)' instead of bare 'Number of results to return'.
• Expand tool descriptions to 100 - 200 chars with WHEN and WHY. Example: 'Search the web using free APIs (Exa, Tavily). Use this to find recent news, documentation, or fact-check claims. Returns snippets + URLs. Max 50 results per call.'
• Define enum values for the 'capabilities' parameter in freeai_generate: allowed_values: ['text', 'tool_calling', 'reasoning', 'vision', 'code']. Add to description: 'Required capabilities (e.g. text for basic generation, reasoning for multi-step problems).'
• Add error recovery guidance to descriptions. Example: 'If no results found, try broader query terms. If model call fails, check API credits in logs.' This guides LLM recovery behavior.
• Implement pagination for search/rerank tools. Add parameters: offset (default 0), limit (default 20, max 100). Return total_count so LLM knows when to paginate.
• Add tool annotations (readOnlyHint, idempotentHint) to signal which tools are safe for retry. freeai_generate, freeai_search, freeai_embed, freeai_rerank, freeai_analyze_image are all read-only and idempotent.
• Document parameter relationships. Note in freeai_generate description: 'If capabilities includes tool_calling, the response will include tool definitions. If reasoning, expect longer latency.'