- Tests for BUILTIN_TOOLS (4 tools present, correct fields, confirmation flags)
- Tests for get_tools_for_agent filtering and to_litellm_format conversion
- Tests for execute_tool: valid args, invalid args, unknown tool, confirmation flow
- Tests for audit logger called on every invocation