from typing import List, Dict

class MemoryAgentsSDK:
    def __init__(self, openai: Dict, memory: Dict = None):
        self.openai = openai
        self.memory = memory

    async def chat(self, agent_id: str, message: str) -> Dict:
        # TODO: Wire into OpenAI API
        return {"agentId": agent_id, "message": message, "reply": f"(stub) Agent {agent_id} reply"}

    async def batch_chat(self, conversations: List[Dict]) -> List[Dict]:
        return [await self.chat(c["agentId"], c["message"]) for c in conversations]

    async def summarize(self, agent_id: str) -> str:
        return f"(stub) Summary for agent {agent_id}"

    async def save_memory(self, agent_id: str, memory: str) -> bool:
        print(f"[Saved] {agent_id}: {memory}")
        return True

    async def get_memories(self, agent_id: str) -> List[str]:
        return [f"(stub) Past memory for {agent_id}"]

    async def search_memories(self, agent_id: str, query: str) -> List[str]:
        return [f"(stub) Match for '{query}' in {agent_id}"]