server.py

from fastapi import FastAPI
from fastapi.middleware.cors import CORSMiddleware
from retriever import retrieve
from rag_pipeline import rag_answer

app = FastAPI()

app.add_middleware(
    CORSMiddleware,
    allow_origins=["*"],
    allow_credentials=True,
    allow_methods=["*"],
    allow_headers=["*"],
)

@app.get("/ask")
def ask(query: str):
    # Generate answer/context documents
    answer, results = rag_answer(query, top_k=5)
    return {
        "query": query,
        "answer": answer,
        "resources": results  # <-- include snippets + metadata
    }