from app.state.state import EmailAgentState from langchain_google_community import GmailToolkit def check_previous_email_exist_node(state: EmailAgentState): # Search for previous interactions with this sender toolkit = GmailToolkit() search_tool = [t for t in toolkit.get_tools() if t.name == "search_gmail"][0] results = search_tool.invoke(f"from:{state['sender_email_id']}") if len(results) == 0: # No history found - flag this for the conditional edge return {"draft_context": "No relevant past context found."} def after_mail_check(state: EmailAgentState): # Check the actual state value if state.get("draft_context") == "No relevant past context found.": return "email_writing_agent" return "prepare_context_node"