schemas.py

from pydantic import BaseModel, Field
from typing import List

class ValidationResult(BaseModel):
    is_valid: bool = Field(default=False, description="If API key is valid for model")
    error: str = Field(default="", description="Validation error if any")

class ExtractionResult(BaseModel):
    business_type: str = Field(default="", description="Detected business type (1-3 words)")
    core_actions: List[str] = Field(default_factory=list, description="List of 2-4 key actions")
    required_tools: List[str] = Field(default_factory=list, description="Snake_case tool names")
    tone: str = Field(default="friendly", description="friendly | professional | casual")
    error: str = Field(default="", description="Extraction error if any")