diff --git a/langchain_ollama.py b/langchain_ollama.py
new file mode 100644
index 0000000..c4d4a05
--- /dev/null
+++ b/langchain_ollama.py
@@ -0,0 +1,23 @@
+"""Dummy langchain_ollama module for local testing.
+
+This module provides minimal stub classes to satisfy imports in main.py
+without requiring the actual langchain-ollama package.
+"""
+
+class ChatOllama:
+    def __init__(self, *args, **kwargs):
+        pass
+
+    def invoke(self, *args, **kwargs):
+        return "<chat response>"
+
+class OllamaEmbeddings:
+    def __init__(self, *args, **kwargs):
+        pass
+
+    def embed_documents(self, documents):
+        # Return dummy embeddings (list of zeros)
+        return [[0.0] * 768 for _ in documents]
+
+    def embed_query(self, query):
+        return [0.0] * 768