diff --git a/.github/markdown-links-config.json b/.github/markdown-links-config.json
new file mode 100644
index 0000000..69417e0
--- /dev/null
+++ b/.github/markdown-links-config.json
@@ -0,0 +1,30 @@
+{
+  "ignorePatterns": [
+    {
+      "pattern": "^#"
+    },
+    {
+      "pattern": "^https://github.com/Lightning-AI/LitModels/pull/"
+    },
+    {
+      "pattern": "^https://codecov.io/gh/Lightning-AI/LitModels/graph/badge.svg"
+    }
+  ],
+  "httpHeaders": [
+    {
+      "urls": [
+        "https://github.com/",
+        "https://guides.github.com/",
+        "https://help.github.com/",
+        "https://docs.github.com/"
+      ],
+      "headers": {
+        "Accept-Encoding": "zstd, br, gzip, deflate"
+      }
+    }
+  ],
+  "timeout": "25s",
+  "retryOn429": true,
+  "retryCount": 5,
+  "fallbackRetryDelay": "20s"
+}
diff --git a/.github/workflows/ci-checks.yml b/.github/workflows/ci-checks.yml
index 0f48a9b..6280521 100644
--- a/.github/workflows/ci-checks.yml
+++ b/.github/workflows/ci-checks.yml
@@ -37,7 +37,14 @@ jobs:
           "python-version": ["3.10", "3.12"]
         }
 
-#  check-docs:
-#    uses: Lightning-AI/utilities/.github/workflows/check-docs.yml@main
-#    with:
-#      requirements-file: "_requirements/_docs.txt"
+  #  check-docs:
+  #    uses: Lightning-AI/utilities/.github/workflows/check-docs.yml@main
+  #    with:
+  #      requirements-file: "_requirements/_docs.txt"
+
+  check-md-links:
+    uses: Lightning-AI/utilities/.github/workflows/check-md-links.yml@86fe1b20b4609835ba9e8c8739cd39707ba76868 # v0.15.3
+    with:
+      config-file: ".github/markdown-links-config.json"
+      base-branch: "main"
+      force-check-all: "yes"