# rag/qdrant_functions.py
import logging
from typing import Any, List

logger = logging.getLogger(__name__)


def embed_and_store_slack_message(
    slack_client: Any,
    channel: str,
    user: str,
    text: str,
    ts: str,
    bot_user_id: str
) -> None:
    """Embed and store a Slack message in the vector database."""
    logger.info(f"RAG insert for message in {channel}: {text[:50]}...")
    pass


def search_similar(query: str, limit: int = 5) -> List[str]:
    """Search for similar messages in the vector database."""
    logger.info(f"RAG search for: {query[:50]}...")
    return []  # Return empty list for now