[MAINT] update checkkinks

Author: Remi-Gau

.github/workflows/check_md_links.yml

@@ -18,4 +18,12 @@ jobs:
         runs-on: ubuntu-latest
         steps:
         -   uses: actions/checkout@v4
-        -   uses: gaurav-nelson/github-action-markdown-link-check@v1
+        -   uses: tcort/github-action-markdown-link-check@v1
+            with:
+                use-quiet-mode: yes
+                # use-verbose-mode: no
+                config-file: mlc_config.json
+                folder-path: docs
+                file-path: ./README.md
+
+