diff --git a/README.md b/README.md
index 61a9a162..ffaf4279 100644
--- a/README.md
+++ b/README.md
@@ -47,7 +47,7 @@ class Net(nn.Module):
 ## LightRAG Task Pipeline
 
 
-We will ask the model to respond with ``explaination`` and ``example`` of a concept. And we will build a pipeline to get the structured output as ``QAOutput``.
+We will ask the model to respond with ``explanation`` and ``example`` of a concept. And we will build a pipeline to get the structured output as ``QAOutput``.
 
 ```python
 
diff --git a/docs/Makefile b/docs/Makefile
index eec2c40e..3e52dc87 100644
--- a/docs/Makefile
+++ b/docs/Makefile
@@ -36,8 +36,8 @@ update_files:
 	@python $(SOURCEDIR)/insert_labels.py
 	@echo "Removing unnecessary strings for better formatting"
 	@python $(SOURCEDIR)/remove_string.py
-#@echo "Removing duplicated files"
-# @python $(SOURCEDIR)/remove_files.py
+	@echo "Removing duplicated files"
+	@python $(SOURCEDIR)/remove_files.py
 	@echo "Renaming and updating file"
 	@python $(SOURCEDIR)/change_api_file_name.py
 
diff --git a/docs/source/_static/images/LightRAG-logo-doc.jpeg b/docs/source/_static/images/LightRAG-logo-doc.jpeg
index f8c64904..a8ea4924 100644
Binary files a/docs/source/_static/images/LightRAG-logo-doc.jpeg and b/docs/source/_static/images/LightRAG-logo-doc.jpeg differ
diff --git a/docs/source/remove_files.py b/docs/source/remove_files.py
index 56f023c5..a14eabd1 100644
--- a/docs/source/remove_files.py
+++ b/docs/source/remove_files.py
@@ -15,7 +15,7 @@ def remove_file(directory: str):
 
     # remove modules.rst
     try:
-        for filename in os.listdir(directory):
+        for _ in os.listdir(directory):
             module_file = os.path.join(directory, "modules.rst")
             os.remove(module_file)
     except Exception:
@@ -23,45 +23,13 @@ def remove_file(directory: str):
 
     # remove components.rst, core.rst, prompt.rst, ...
     try:
-        for filename in os.listdir(directory):
+        for _ in os.listdir(directory):
             name = directory.split("/")[-1] + ".rst"
             module_file = os.path.join(directory, name)
             os.remove(module_file)
     except Exception:
         print(f"No {name} to remove in {directory}")
 
-    # remove api files to avoid showing duplicated section
-
-    target_files = [
-        "components.model_client.openai_client.rst",
-        "components.retriever.faiss_retriever.rst",
-        "components.reasoning.chain_of_thought.rst",
-        "components.model_client.groq_client.rst",
-        "components.retriever.bm25_retriever.rst",
-        "components.model_client.google_client.rst",
-        "components.model_client.transformers_client.rst",
-        "components.model_client.utils.rst",
-        "components.retriever.llm_retriever.rst",
-        "components.agent.react.rst",
-        "components.model_client.anthropic_client.rst",
-        "components.output_parsers.outputs.rst",
-        "components.model_client.cohere_client.rst",
-        "components.retriever.reranker_retriever.rst",
-        "components.data_process.data_components.rst",
-        "components.data_process.text_splitter.rst",
-        "components.memory.memory.rst",
-        # "components.retriever.postgres_retriever.rst",
-    ]
-    try:
-        for filename in os.listdir(directory):
-            if filename in target_files:
-                filepath = os.path.join(directory, filename)
-                os.remove(filepath)
-                print(f"{filepath} is removed")
-    except Exception:
-        print(f"No target files to remove in {directory}")
-
-
 remove_file("./source/apis/components")
 remove_file("./source/apis/core")
 remove_file("./source/apis/eval")