Update agent.py

agent.py

@@ -133,11 +133,15 @@ if not supabase_url or not supabase_key:
 
 supabase: Client = create_client(supabase_url, supabase_key)
 vector_store = SupabaseVectorStore(
-    client=supabase,
-    embedding= embeddings,
+    client=supabase,  # should be your `supabase` client instance
+    embedding=embeddings,
     table_name="documents",
     query_name="match_documents_langchain",
 )
+
+# Add documents
+vector_store.add_documents(docs)
+
 print("🔍 Testing similarity_search with: 'What is AI?'")
 results = vector_store.similarity_search("What is AI?")
 print(f"✅ Got {len(results)} results.")