check link report

.github/workflows/link_checker_report.yaml

@@ -0,0 +1,49 @@
+# Copyright 2026 Google LLC
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+name: Links
+
+on:
+  push:
+    branches: 
+      - test-link-report
+jobs:
+  linkChecker:
+    runs-on: ubuntu-latest
+    permissions:
+      issues: write
+    steps:
+      - uses: actions/checkout@v5
+
+      - name: Link Checker
+        id: lychee
+        uses: lycheeverse/lychee-action@v2
+        with:
+          args: --verbose --no-progress './**/*.md' --output lychee-report.md
+          fail: false
+      - name: Prepare Report 
+        if: steps.lychee.outputs.exit_code != 0
+        run: |
+          echo "## Link Resolution Note" > full-report.md
+          echo "Local links and directory changes work differently on GitHub than on the docsite.You must ensure fixes pass the **GitHub check** and also work with **\`hugo server\`**." >> full-report.md
+          echo "See [Link Checking and Fixing with Lychee](https://github.com/googleapis/genai-toolbox/blob/main/DEVELOPER.md#link-checking-and-fixing-with-lychee) for more details." >> full-report.md          
+          echo "" >> full-report.md 
+          sed -E '/(Redirect|Redirects per input)/d' lychee-report.md >> full-report.md
+
+      - name: Create Issue From File
+        if: steps.lychee.outputs.exit_code != 0
+        uses: peter-evans/create-issue-from-file@v5
+        with:
+          title: Link Checker Report
+          content-filepath: full-report.md
+          labels: report, automated issue,link checker

docs/en/how-to/connect-ide/postgres_mcp.md

@@ -6,7 +6,7 @@ description: >
   Connect your IDE to PostgreSQL using Toolbox.
 ---
 
-[Model Context Protocol (MCP)](https://modelcontextprotocol.io/introduction) is
+[Model Context Protocol (MCP)](https://modelcontextpr otocol.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 Postgres instance:
@@ -39,11 +39,11 @@ Omni](https://cloud.google.com/alloydb/omni/docs/overview).
 
 1. Create or select a PostgreSQL instance.
 
-    * [Install PostgreSQL locally](https://www.postgresql.org/download/)
+    * [Install PostgreSQL locally](https://www.postgresq l.org/download/)
     * [Install AlloyDB Omni](https://cloud.google.com/alloydb/omni/docs/quickstart)
 
 1. Create or reuse [a database
-   user](https://docs.cloud.google.com/alloydb/omni/containers/current/docs/database-users/manage-users)
+   user](https://docs.cloud.google.com/alloydb/omni/con tainers/current/docs/database-users/manage-users)
    and have the username and password ready.
 
 ## Install MCP Toolbox