diff --git a/ai/mintlify-mcp.mdx b/ai/mintlify-mcp.mdx
index 740670544..727a9edc2 100644
--- a/ai/mintlify-mcp.mdx
+++ b/ai/mintlify-mcp.mdx
@@ -104,7 +104,7 @@ Every Mintlify MCP session binds to a single Git branch. The flow is:
 ### Content
 
 - **`read`** — Fetch the full MDX of any page on the session branch.
-- **`search`** — Find lines matching a substring or regex across every page.
+- **`search`** — Find lines matching a substring or regular expression across every page.
 - **`edit_page`** — Apply a targeted edit to a page.
 - **`write_page`** — Overwrite a page's full MDX content.
 
diff --git a/es/guides/automate-agent.mdx b/es/guides/automate-agent.mdx
index 67a73d6c7..b85558864 100644
--- a/es/guides/automate-agent.mdx
+++ b/es/guides/automate-agent.mdx
@@ -5,7 +5,7 @@ description: "Configura actualizaciones de documentación automatizadas activada
 keywords: ["automatización con agente", "n8n", "GitHub Actions", "actualizaciones automáticas de la documentación"]
 ---
 
-<div id="what-you-will-build">
+<div id="what-youll-build">
   ## Qué vas a construir
 </div>
 
diff --git a/fr/guides/automate-agent.mdx b/fr/guides/automate-agent.mdx
index e3a406c7a..f473f1844 100644
--- a/fr/guides/automate-agent.mdx
+++ b/fr/guides/automate-agent.mdx
@@ -5,7 +5,7 @@ description: "Configurez des mises à jour de documentation automatisées décle
 keywords: ["automatisation avec agent", "n8n", "GitHub Actions", "mises à jour automatiques de la documentation"]
 ---
 
-<div id="what-you-will-build">
+<div id="what-youll-build">
   ## Ce que vous allez construire
 </div>
 
diff --git a/guides/automate-agent.mdx b/guides/automate-agent.mdx
index b2ddbd1de..268a3d29b 100644
--- a/guides/automate-agent.mdx
+++ b/guides/automate-agent.mdx
@@ -5,7 +5,7 @@ description: "Set up automated documentation updates triggered by code changes u
 keywords: ["agent automation", "n8n", "GitHub Actions", "automatic doc updates"]
 ---
 
-## What you will build
+## What you'll build
 
 An automation that updates your documentation when you push code to your main branch. You can build this workflow on multiple platforms, including GitHub Actions and n8n. It watches your code repository and then calls the agent API to update your documentation in a separate documentation repository.
 
diff --git a/zh/guides/automate-agent.mdx b/zh/guides/automate-agent.mdx
index 01f85ee66..4154d84a1 100644
--- a/zh/guides/automate-agent.mdx
+++ b/zh/guides/automate-agent.mdx
@@ -5,7 +5,7 @@ description: "使用 Mintlify agent API 设置由代码变更触发的自动化
 keywords: ["agent automation", "n8n", "GitHub Actions", "automatic doc updates"]
 ---
 
-<div id="what-you-will-build">
+<div id="what-youll-build">
   ## 你将构建的内容
 </div>