diff --git a/docs/tools/jsonsearchtool.mdx b/docs/tools/jsonsearchtool.mdx
index 38267ff73..d7f8b853e 100644
--- a/docs/tools/jsonsearchtool.mdx
+++ b/docs/tools/jsonsearchtool.mdx
@@ -7,8 +7,10 @@ icon: file-code
 # `JSONSearchTool`
 
 <Note>
-    The JSONSearchTool is currently in an experimental phase. This means the tool is under active development, and users might encounter unexpected behavior or changes. 
-    We highly encourage feedback on any issues or suggestions for improvements.
+  The JSONSearchTool is currently in an experimental phase. This means the tool
+  is under active development, and users might encounter unexpected behavior or
+  changes. We highly encourage feedback on any issues or suggestions for
+  improvements.
 </Note>
 
 ## Description
@@ -60,7 +62,7 @@ tool = JSONSearchTool(
                 # stream=true,
             },
         },
-        "embedder": {
+        "embedding_model": {
             "provider": "google", # or openai, ollama, ...
             "config": {
                 "model": "models/embedding-001",
@@ -70,4 +72,4 @@ tool = JSONSearchTool(
         },
     }
 )
-```
\ No newline at end of file
+```
diff --git a/docs/tools/ragtool.mdx b/docs/tools/ragtool.mdx
index 841a2a278..b03059152 100644
--- a/docs/tools/ragtool.mdx
+++ b/docs/tools/ragtool.mdx
@@ -8,8 +8,8 @@ icon: vector-square
 
 ## Description
 
-The `RagTool` is designed to answer questions by leveraging the power of Retrieval-Augmented Generation (RAG) through EmbedChain. 
-It provides a dynamic knowledge base that can be queried to retrieve relevant information from various data sources. 
+The `RagTool` is designed to answer questions by leveraging the power of Retrieval-Augmented Generation (RAG) through EmbedChain.
+It provides a dynamic knowledge base that can be queried to retrieve relevant information from various data sources.
 This tool is particularly useful for applications that require access to a vast array of information and need to provide contextually relevant answers.
 
 ## Example
@@ -138,7 +138,7 @@ config = {
             "model": "gpt-4",
         }
     },
-    "embedder": {
+    "embedding_model": {
         "provider": "openai",
         "config": {
             "model": "text-embedding-ada-002"
@@ -151,4 +151,4 @@ rag_tool = RagTool(config=config, summarize=True)
 
 ## Conclusion
 
-The `RagTool` provides a powerful way to create and query knowledge bases from various data sources. By leveraging Retrieval-Augmented Generation, it enables agents to access and retrieve relevant information efficiently, enhancing their ability to provide accurate and contextually appropriate responses. 
\ No newline at end of file
+The `RagTool` provides a powerful way to create and query knowledge bases from various data sources. By leveraging Retrieval-Augmented Generation, it enables agents to access and retrieve relevant information efficiently, enhancing their ability to provide accurate and contextually appropriate responses.