diff --git a/docs/docs/Components/bundles-nvidia.mdx b/docs/docs/Components/bundles-nvidia.mdx
index d0320db27..cbc5369f7 100644
--- a/docs/docs/Components/bundles-nvidia.mdx
+++ b/docs/docs/Components/bundles-nvidia.mdx
@@ -42,7 +42,7 @@ For more information about using embedding model components in flows, see [**Emb
 | base_url | String | Input parameter. The base URL for the NVIDIA API. Default: `https://integrate.api.nvidia.com/v1`. |
 | nvidia_api_key | SecretString | Input parameter. The API key for authenticating with NVIDIA's service. |
 | temperature | Float | Input parameter. The model temperature for embedding generation. Default: `0.1`. |
-| embeddings | Embeddings | Output parameter. An NVIDIAEmbeddings instance for generating embeddings. |
+| embeddings | Embeddings | Output parameter. An `NVIDIAEmbeddings` instance for generating embeddings. |
 
 ## NVIDIA Rerank
 
diff --git a/docs/sidebars.js b/docs/sidebars.js
index e6cf544cb..747f13b2e 100644
--- a/docs/sidebars.js
+++ b/docs/sidebars.js
@@ -91,7 +91,7 @@ module.exports = {
     },
     {
       type: "category",
-      label: "Agents and MCP",
+      label: "Agents",
       items: [
         "Agents/agents",
         "Agents/agents-tools",