diff --git a/.forgejo/workflows/codespell.yml b/.forgejo/workflows/codespell.yml
index d873fb725c..e3e7e49a67 100644
--- a/.forgejo/workflows/codespell.yml
+++ b/.forgejo/workflows/codespell.yml
@@ -1,8 +1,13 @@
 # SPDX-FileCopyrightText: 2023 yuzu Emulator Project
+# SPDX-FileCopyrightText: 2024 suyu Emulator Project
 # SPDX-License-Identifier: GPL-2.0-or-later
+#
 # GitHub Action to automate the identification of common misspellings in text files.
 # https://github.com/codespell-project/actions-codespell
 # https://github.com/codespell-project/codespell
+
+# Actions Documentation: https://forgejo.org/docs/next/user/actions/#list-of-tasks-in-a-repository
+
 name: codespell
 on: pull_request
 permissions: {}
@@ -11,7 +16,7 @@ jobs:
     name: Check for spelling errors
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v3
+      - uses: https://code.forgejo.org/actions/checkout@v3
         with:
           persist-credentials: false
-      - uses: codespell-project/actions-codespell@master
+      - uses: https://github.com/codespell-project/actions-codespell