diff --git a/packages/graphrag-chunking/README.md b/packages/graphrag-chunking/README.md
index fa1a2152..278b8961 100644
--- a/packages/graphrag-chunking/README.md
+++ b/packages/graphrag-chunking/README.md
@@ -21,12 +21,12 @@ print(chunks) # ["This is a", " random test fragment", " of some text"]
 
 Using the factory via helper util
 ```python
-    tokenizer = tiktoken.get_encoding("o200k_base")
-    config = ChunkingConfig(
-        strategy="tokens",
-        size=3,
-        overlap=0
+tokenizer = tiktoken.get_encoding("o200k_base")
+config = ChunkingConfig(
+    strategy="tokens",
+    size=3,
+    overlap=0
 )
-    chunker = create_chunker(config, tokenizer.encode, tokenizer.decode)
-    ...
-`
\ No newline at end of file
+chunker = create_chunker(config, tokenizer.encode, tokenizer.decode)
+...
+```
\ No newline at end of file