Critical gaps across all three tools. Tool definitions are inferred from code rather than explicitly registered with full schemas. The source code snippet is truncated (ends mid-dataclass definition), preventing verification of complete parameter schemas and output documentation. Tool #3 (dynamic_litellm_openapi_tools) has no visible input schema. Tools #1 and #2 have minimal descriptions (under 100 chars) that lack context on when to use them or what they return. No error handling guidance, no output schema documentation, and no parameter validation rules visible in the provided code.

• Expand tool descriptions to 100 - 200 characters. For list_litellm_openapi_tools: 'List all LiteLLM OpenAPI tools available via the /openapi.json endpoint. Use search to filter by name, method, or path. Returns tool metadata including name, HTTP method, endpoint path, and summary. Call this first to discover available operations before calling get_litellm_openapi_tool for details.'
• Document output schemas explicitly. For list_litellm_openapi_tools, specify: returns array of {tool_name: string, method: string, path: string, summary: string, description: string}. For get_litellm_openapi_tool, specify: returns {tool_name, method, path, summary, description, parameters: [{name, type, required, description}]}.
• Add parameter constraints. For 'limit' in tool #1, specify range (1 - 200, default 200). For 'method', declare as enum: GET|POST|PUT|PATCH|DELETE|OPTIONS. For 'search', clarify which fields it searches (name, method, path, summary, description).
• Add error handling guidance. If tool_name not found, return: 'Tool "<name>" not found. Call list_litellm_openapi_tools() to see available tools, optionally filtered by method or search term.' If LiteLLM API is unreachable, return: 'LiteLLM API unreachable at <base_url>. Check LITELLM_URL and LITELLM_MASTER_KEY environment variables.'
• Clarify tool #3 (dynamic_litellm_openapi_tools). If this is a meta-tool that generates tools at runtime, document its input schema (if any), output structure, and how it differs from tools #1 and #2. If it is not a callable tool, remove it from the tool list and document the dynamic tool generation process separately.

Inferred effective spec: <=2025-11-25.

• Relies on Logging (deprecated) - log to stderr or use OpenTelemetry