from typing import Any from core.plugin_system.interface import PluginContext, PluginInterface, PluginMetadata class Plugin(PluginInterface): @property def metadata(self) -> PluginMetadata: return PluginMetadata( name="Basic Fraud Detection", version="1.0.0", namespace="standard/fraud_detection", author="Zenith Team", description="Rule-based fraud detection engine", dependencies={}, capabilities=["fraud_detection"], security_level="official", api_version="1.0", ) async def initialize(self, context: PluginContext) -> bool: self.context = context self.db = context.get_service("db_service") return True async def execute(self, transaction_data: dict, **kwargs) -> Any: # Example logic amount = transaction_data.get("amount", 0) risk_score = 0.0 if amount > 10000: risk_score = 0.8 # Safe DB Query via Facade if self.db: # self.db.query("History", {"user_id": ...}) pass return { "risk_score": risk_score, "status": "review_required" if risk_score > 0.5 else "approved", } async def cleanup(self) -> None: pass def validate_config(self, config: dict[str, Any]) -> list[str]: return []