""" Build the litellm_content_retrieve tool definition for the LLM. """ from typing import List def build_retrieval_tool(available_keys: List[str]) -> dict: """ Return an OpenAI-format tool definition that lets the model retrieve the full content of a compressed message. """ return { "type": "function", "function": { "name": "litellm_content_retrieve", "description": ( "Retrieve the full content of a file or message that was " "compressed to save tokens. Use this when you need the complete " "content to answer accurately. Available keys: " + ", ".join(available_keys) ), "parameters": { "type": "object", "properties": { "key": { "type": "string", "description": "The identifier of the content to retrieve", "enum": available_keys, } }, "required": ["key"], }, }, }