diff --git a/.github/mlc_config.json b/.github/mlc_config.json
new file mode 100644
index 0000000..d5439a6
--- /dev/null
+++ b/.github/mlc_config.json
@@ -0,0 +1,22 @@
+{
+  "ignorePatterns": [
+    { "pattern": "^http://localhost" },
+    { "pattern": "^https://localhost" },
+    { "pattern": "^http://127\\.0\\.0\\.1" },
+    { "pattern": "^[a-z][a-z0-9/-]*/$", "comment": "MkDocs clean URLs (e.g. getting-started/quickstart/) only resolve after the site is built; valid as authored, not checkable as raw file paths." }
+  ],
+  "httpHeaders": [
+    {
+      "urls": ["https://github.com", "https://www.github.com"],
+      "headers": {
+        "Accept-Encoding": "gzip, deflate, br",
+        "User-Agent": "Mozilla/5.0 (compatible; MarkdownLinkCheck/1.0; +https://github.com/OpenAgentHQ/modeldock)"
+      }
+    }
+  ],
+  "aliveStatusCodes": [200, 206, 429],
+  "retryOn429": true,
+  "retryCount": 3,
+  "fallbackRetryDelay": "15s",
+  "timeout": "20s"
+}
diff --git a/.github/workflows/docs-link-check.yml b/.github/workflows/docs-link-check.yml
new file mode 100644
index 0000000..7f8ae76
--- /dev/null
+++ b/.github/workflows/docs-link-check.yml
@@ -0,0 +1,30 @@
+name: Docs Link Check
+
+on:
+  pull_request:
+    branches: [main]
+  schedule:
+    - cron: "0 6 * * 1"
+
+permissions:
+  contents: read
+
+concurrency:
+  group: docs-link-check-${{ github.ref }}
+  cancel-in-progress: true
+
+jobs:
+  markdown-link-check:
+    name: Check Markdown Links
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v4
+
+      - name: Check links in Markdown files
+        uses: gaurav-nelson/github-action-markdown-link-check@v1
+        with:
+          use-quiet-mode: "yes"
+          use-verbose-mode: "yes"
+          config-file: ".github/mlc_config.json"
+          folder-path: "."
diff --git a/README.md b/README.md
index 3e47adf..39e8dab 100644
--- a/README.md
+++ b/README.md
@@ -14,7 +14,7 @@
   <a href="https://codecov.io/gh/OpenAgentHQ/modeldock"><img src="https://codecov.io/gh/OpenAgentHQ/modeldock/branch/main/graph/badge.svg" alt="Coverage"></a>
   <a href="https://github.com/OpenAgentHQ/modeldock/pulls"><img src="https://img.shields.io/github/issues-pr/OpenAgentHQ/modeldock" alt="PRs"></a>
   <a href="https://github.com/OpenAgentHQ/modeldock/network/members"><img src="https://img.shields.io/github/forks/OpenAgentHQ/modeldock" alt="Forks"></a>
-  <a href="https://github.com/OpenAgentHQ/modeldock/stargazers"><img src="https://img.shields.io/github/stars/OpenAgentHQ/modeldock" alt="Stars"></a>
+  <a href="https://github.com/OpenAgentHQ/modeldock"><img src="https://img.shields.io/github/stars/OpenAgentHQ/modeldock" alt="Stars"></a>
   <a href="https://github.com/OpenAgentHQ/modeldock/graphs/contributors"><img src="https://img.shields.io/github/contributors/OpenAgentHQ/modeldock" alt="Contributors"></a>
   <a href="https://github.com/OpenAgentHQ/modeldock/blob/main/LICENSE"><img src="https://img.shields.io/badge/License-MIT-yellow.svg" alt="License: MIT"></a>
   <a href="https://www.python.org"><img src="https://img.shields.io/badge/python-3.9%20%7C%203.10%20%7C%203.11%20%7C%203.12-blue.svg" alt="Python"></a>
diff --git a/SUPPORT.md b/SUPPORT.md
index 7af2131..38e4201 100644
--- a/SUPPORT.md
+++ b/SUPPORT.md
@@ -12,10 +12,6 @@ Thank you for using ModelDock! This document explains how to get help.
 - **Development**: [Development.md](Development.md) — Build, test, CI
 - **Changelog**: [CHANGELOG.md](CHANGELOG.md) — Version history
 
-### Community
-
-- **GitHub Discussions**: [Discussions](https://github.com/OpenAgentHQ/modeldock/discussions) — Ask questions, share ideas
-
 ### Direct Support
 
 - **Issues**: [GitHub Issues](https://github.com/OpenAgentHQ/modeldock/issues) — Bug reports and feature requests