diff --git a/docs/components/agent.rst b/docs/components/agent.rst
index d04d2e491..7b666f05d 100644
--- a/docs/components/agent.rst
+++ b/docs/components/agent.rst
@@ -236,7 +236,7 @@ tools in the same chain - which even enables you to overwrite the pre-existing c
     $reflectionFactory = new ReflectionToolFactory(); // Register tools with #[AsTool] attribute
     $metadataFactory = (new MemoryToolFactory())      // Register or overwrite tools explicitly
         ->addTool(...);
-    $toolbox = new Toolbox(new AgentFactory($metadataFactory, $reflectionFactory), [...]);
+    $toolbox = new Toolbox(new ChainFactory($metadataFactory, $reflectionFactory), [...]);
 
 .. note::
 
@@ -362,7 +362,7 @@ messages will be added to your MessageBag::
     // Platform & LLM instantiation
     $messages = new MessageBag(
         Message::forSystem(<<<PROMPT
-            Please answer all user questions only using the similary_search tool. Do not add information and if you cannot
+            Please answer all user questions only using the similarity_search tool. Do not add information and if you cannot
             find an answer, say so.
             PROMPT),
         Message::ofUser('...') // The user's question.
@@ -415,7 +415,7 @@ more accurate and context-aware results. Therefore, the component provides a bui
 
     $messages = new MessageBag(
         Message::forSystem(<<<PROMPT
-            Please answer all user questions only using the similary_search tool. Do not add information and if you cannot
+            Please answer all user questions only using the similarity_search tool. Do not add information and if you cannot
             find an answer, say so.
             PROMPT),
         Message::ofUser('...') // The user's question.
diff --git a/docs/components/platform/gemini-server-tools.rst b/docs/components/platform/gemini-server-tools.rst
index e25c09bc2..0dcc68a6a 100644
--- a/docs/components/platform/gemini-server-tools.rst
+++ b/docs/components/platform/gemini-server-tools.rst
@@ -73,7 +73,8 @@ The Code Execution tool provides a sandboxed environment for running code::
     $result = $platform->invoke($model, $messages);
 
 
-## Using Multiple Server Tools
+Using Multiple Server Tools
+---------------------------
 
 You can enable multiple server tools simultaneously::
 
diff --git a/docs/components/platform/vertexai-server-tools.rst b/docs/components/platform/vertexai-server-tools.rst
index 96205e176..9ee6c9b2b 100644
--- a/docs/components/platform/vertexai-server-tools.rst
+++ b/docs/components/platform/vertexai-server-tools.rst
@@ -42,12 +42,8 @@ Grounding with Google Search
 
 The Grounding tool allows the model to connect its responses to verifiable sources of information, enhancing the reliability
 of its outputs. More at https://cloud.google.com/vertex-ai/generative-ai/docs/grounding/overview
-Below is an example of grounding a model's responses using Google Search, which uses publicly-available web data.
-
-* Grounding with Google Search *
 
 Ground a model's responses using Google Search, which uses publicly-available web data.
-More info can be found at https://cloud.google.com/vertex-ai/generative-ai/docs/grounding/overview
 
 ::
 
diff --git a/docs/components/store.rst b/docs/components/store.rst
index f4a5f20cd..f43f27402 100644
--- a/docs/components/store.rst
+++ b/docs/components/store.rst
@@ -133,8 +133,8 @@ This leads to a store implementing two methods::
 .. _`Similarity Search with MariaDB (RAG)`: https://github.com/symfony/ai/blob/main/examples/rag/mariadb-gemini.php
 .. _`Similarity Search with Meilisearch (RAG)`: https://github.com/symfony/ai/blob/main/examples/rag/meilisearch.php
 .. _`Similarity Search with memory storage (RAG)`: https://github.com/symfony/ai/blob/main/examples/rag/in-memory.php
-.. _`Similarity Search with Milvus (RAG)`: https://github.com/symfony/ai/blob/main/examples/rag/meilisearch.php
-.. _`Similarity Search with MongoDB (RAG)`: https://github.com/symfony/ai/blob/main/examples/rag/milvus.php
+.. _`Similarity Search with Milvus (RAG)`: https://github.com/symfony/ai/blob/main/examples/rag/milvus.php
+.. _`Similarity Search with MongoDB (RAG)`: https://github.com/symfony/ai/blob/main/examples/rag/mongodb.php
 .. _`Similarity Search with Neo4j (RAG)`: https://github.com/symfony/ai/blob/main/examples/rag/neo4j.php
 .. _`Similarity Search with Pinecone (RAG)`: https://github.com/symfony/ai/blob/main/examples/rag/pinecone.php
 .. _`Similarity Search with Symfony Cache (RAG)`: https://github.com/symfony/ai/blob/main/examples/rag/cache.php