Update app.py

app.py

@@ -8,6 +8,7 @@ from langchain_community.vectorstores import FAISS
 from langchain_openai import OpenAIEmbeddings
 from langchain.prompts import ChatPromptTemplate, MessagesPlaceholder
 from langchain.text_splitter import RecursiveCharacterTextSplitter
+from urllib.parse import urlparse
 
 from langchain.agents import tool, AgentExecutor
 from langchain.agents.output_parsers.openai_tools import OpenAIToolsAgentOutputParser
@@ -1042,24 +1043,25 @@ def google_search(query):
 
         # Process the results to extract links and snippets
         organic_results = results.get("organic_results", [])
-        valid_results = []
+        formatted_results = []
         for result in organic_results:
             link = result.get("link", "")
             snippet = result.get("snippet", "")
-            # Validate the link (basic check to avoid blank or invalid links)
+
+            # Shorten the URL to its domain
             if link.startswith("http"):
-                valid_results.append({"link": link, "snippet": snippet})
+                domain = urlparse(link).netloc
+                formatted_results.append(f"{snippet} - [{domain}]({link})")
 
         # Ensure we return meaningful results
-        if valid_results:
-            return valid_results
+        if formatted_results:
+            return formatted_results
         return ["No valid links found"]
     
     except Exception as e:
         logger.error(f"Error in Google search: {e}")
         return ["Error occurred during Google search"]
 
-
 # RAG response function
 def rag_response(query):
     try: