From 8383520a3afe3be83336cdf64e3e556bab61b317 Mon Sep 17 00:00:00 2001
From: KeshavAnandCode <keshavanand.dev@gmail.com>
Date: Sun, 19 Apr 2026 15:54:47 -0500
Subject: [PATCH] final basiclly

---
 mcp_server.py | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/mcp_server.py b/mcp_server.py
index 3f112bd..a98c274 100644
--- a/mcp_server.py
+++ b/mcp_server.py
@@ -18,6 +18,7 @@ import uvicorn
 from starlette.middleware.cors import CORSMiddleware
 from starlette.middleware.base import BaseHTTPMiddleware
 from starlette.requests import Request
+import httpx
 from mcp.server.transport_security import TransportSecuritySettings, TransportSecurityMiddleware
 
 TransportSecurityMiddleware.__init__ = lambda self, settings=None: setattr(
@@ -39,6 +40,8 @@ with open(project_root / "data" / "processed" / "parent_lookup.json") as f:
 # ── Config ─────────────────────────────────────────────────────────────────
 TOP_K = 10
 
+
+
 # ── Embed ──────────────────────────────────────────────────────────────────
 def embed_query(query: str) -> np.ndarray:
     return model.encode(
@@ -160,6 +163,7 @@ def search_textbook(query: str) -> str:
 
     return header + passages + footer
 
+    
 # ── Run ────────────────────────────────────────────────────────────────────
 if __name__ == "__main__":
     app = mcp.streamable_http_app()