add failing linksj

.github/workflows/link_checker_workflow.yaml

@@ -23,8 +23,34 @@ jobs:
     steps:
       - name: Checkout Repository
         uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        with:
+          fetch-depth: 0
+      - name: Identify Changed Files
+        id: changed-files
+        shell: bash
+        run: |
+          git fetch origin main
+          CHANGED_FILES=$(git diff --name-only --diff-filter=ACMRT origin/main...HEAD)
+
+          if [ -z "$CHANGED_FILES" ]; then
+            echo "No markdown files changed. Skipping checks."
+            echo "HAS_CHANGES=false" >> $GITHUB_ENV
+          else
+            echo "--- Changed Files to Scan ---"
+            echo "$CHANGED_FILES"
+            echo "-----------------------------"
+            
+            # Flatten newlines to spaces for the args list
+            FILES_FLAT=$(echo "$CHANGED_FILES" | tr '\n' ' ')
+            
+            echo "CHECK_FILES=$FILES_FLAT" >> $GITHUB_ENV
+            echo "HAS_CHANGES=true" >> $GITHUB_ENV
+          fi
+
+
 
       - name: Restore lychee cache
+        if: env.HAS_CHANGES == 'true'
         uses: actions/cache@cdf6c1fa76f9f475f3d7449005a359c84ca0f306 # v5
         with:
           path: .lycheecache
@@ -33,6 +59,7 @@ jobs:
 
       - name: Link Checker
         id: lychee-check       
+        if: env.HAS_CHANGES == 'true'
         uses: lycheeverse/lychee-action@a8c4c7cb88f0c7386610c35eb25108e448569cb0 # v2
         continue-on-error: true 
         with:
@@ -42,8 +69,7 @@ jobs:
             --cache
             --max-cache-age 1d
             --exclude '^neo4j\+.*' --exclude '^bolt://.*'
-            README.md
-            docs/
+            ${{ env.CHECK_FILES }}
           output: lychee-report.md
           format: markdown
           fail: true           

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+:
 

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

tests/bigtable/bigtable_integration_test.go

@@ -14,6 +14,7 @@
 
 package bigtable
 
+
 import (
 	"bytes"
 	"context"

tests/clickhouse/clickhouse_integration_test.go

@@ -14,6 +14,7 @@
 
 package clickhouse
 
+
 import (
 	"bytes"
 	"context"

tests/cloudmonitoring/cloud_monitoring_integration_test.go

@@ -14,6 +14,7 @@
 
 package cloudmonitoring
 
+
 import (
 	"context"
 	"fmt"