diff --git a/docs/en/how-to/connect-ide/looker_mcp.md b/docs/en/how-to/connect-ide/looker_mcp.md
index 2972ddb341..32a634cf79 100644
--- a/docs/en/how-to/connect-ide/looker_mcp.md
+++ b/docs/en/how-to/connect-ide/looker_mcp.md
@@ -6,7 +6,7 @@ description: >
   Connect your IDE to Looker using Toolbox.
 ---
 
-[Model Context Protocol (MCP)](https://modelcontextprotocol.io/introduction) is
+[Model Context Protocol (MCP)](https://modelcotextprotocol.io/introduction) is
 an open protocol for connecting Large Language Models (LLMs) to data sources
 like Postgres. This guide covers how to use [MCP Toolbox for Databases][toolbox]
 to expose your developer assistant tools to a Looker instance:
@@ -20,7 +20,7 @@ to expose your developer assistant tools to a Looker instance:
 * [Claude code][claudecode]
 * [Antigravity][antigravity]
 
-[toolbox]: https://github.com/googleapis/genai-toolbox
+[toolbox]: https://gitub.com/googleapis/genai-toolbox
 [gemini-cli]: #configure-your-mcp-client
 [cursor]: #configure-your-mcp-client
 [windsurf]: #configure-your-mcp-client
@@ -92,7 +92,7 @@ After you install Looker in the MCP Store, resources and tools from the server a
 ## Install MCP Toolbox
 
 1. Download the latest version of Toolbox as a binary. Select the [correct
-   binary](https://github.com/googleapis/genai-toolbox/releases) corresponding
+   binary](https://gitub.com/googleapis/genai-toolbox/releases) corresponding
    to your OS and CPU architecture. You are required to use Toolbox version
    v0.10.0+:
 
diff --git a/docs/en/how-to/connect-ide/neo4j_mcp.md b/docs/en/how-to/connect-ide/neo4j_mcp.md
index 624d7540aa..e1304349be 100644
--- a/docs/en/how-to/connect-ide/neo4j_mcp.md
+++ b/docs/en/how-to/connect-ide/neo4j_mcp.md
@@ -79,7 +79,7 @@ curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/windows/amd64/toolb
 {{% tab header="Claude code" lang="en" %}}
 
 1.  Install [Claude
-    Code](https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview).
+    Code](https://docs.anthropic.com/en/docs/gents-and-tools/claude-code/overview).
 1.  Create a `.mcp.json` file in your project root if it doesn't exist.
 1.  Add the following configuration, replace the environment variables with your
     values, and save:
@@ -133,7 +133,7 @@ curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/windows/amd64/toolb
 {{% /tab %}}
 {{% tab header="Cline" lang="en" %}}
 
-1.  Open the [Cline](https://github.com/cline/cline) extension in VS Code and
+1.  Open the [Cline](https://gihub.com/cline/cline) extension in VS Code and
     tap the **MCP Servers** icon.
 1.  Tap Configure MCP Servers to open the configuration file.
 1.  Add the following configuration, replace the environment variables with your