diff --git a/.github/workflows/add-to-project.yml b/.github/workflows/add-to-project.yml
index 7f4432324..a7b43fd4d 100644
--- a/.github/workflows/add-to-project.yml
+++ b/.github/workflows/add-to-project.yml
@@ -16,7 +16,7 @@ jobs:
       repository-projects: write
     steps:
       - name: Harden Runner
-        uses: step-security/harden-runner@5c7944e73c4c2a096b17a9cb74d65b6c2bbafbde # v2.9.1
+        uses: step-security/harden-runner@91182cccc01eb5e619899d80e4e971d6181294a7 # v2.10.1
         with:
           disable-sudo: true
           egress-policy: block
diff --git a/.github/workflows/bump-version.yml b/.github/workflows/bump-version.yml
index c788261e8..ba0d986cd 100644
--- a/.github/workflows/bump-version.yml
+++ b/.github/workflows/bump-version.yml
@@ -35,7 +35,7 @@ jobs:
       actions: read
     steps:
       - name: Harden Runner
-        uses: step-security/harden-runner@5c7944e73c4c2a096b17a9cb74d65b6c2bbafbde # v2.9.1
+        uses: step-security/harden-runner@91182cccc01eb5e619899d80e4e971d6181294a7 # v2.10.1
         with:
           disable-sudo: true
           egress-policy: block
diff --git a/.github/workflows/cache-cleaner.yml b/.github/workflows/cache-cleaner.yml
index b003cab2a..be7ccc00e 100644
--- a/.github/workflows/cache-cleaner.yml
+++ b/.github/workflows/cache-cleaner.yml
@@ -15,7 +15,7 @@ jobs:
       actions: write
     steps:
       - name: Harden Runner
-        uses: step-security/harden-runner@5c7944e73c4c2a096b17a9cb74d65b6c2bbafbde # v2.9.1
+        uses: step-security/harden-runner@91182cccc01eb5e619899d80e4e971d6181294a7 # v2.10.1
         with:
           disable-sudo: true
           egress-policy: block
diff --git a/.github/workflows/codeql.yml b/.github/workflows/codeql.yml
index da042984b..a8e17d745 100644
--- a/.github/workflows/codeql.yml
+++ b/.github/workflows/codeql.yml
@@ -40,7 +40,7 @@ jobs:
           - 'python'
     steps:
       - name: Harden Runner
-        uses: step-security/harden-runner@5c7944e73c4c2a096b17a9cb74d65b6c2bbafbde # v2.9.1
+        uses: step-security/harden-runner@91182cccc01eb5e619899d80e4e971d6181294a7 # v2.10.1
         with:
           disable-sudo: true
           egress-policy: block
diff --git a/.github/workflows/dependency-review.yml b/.github/workflows/dependency-review.yml
index d4740176b..a36e1e77b 100644
--- a/.github/workflows/dependency-review.yml
+++ b/.github/workflows/dependency-review.yml
@@ -16,7 +16,7 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Harden Runner
-        uses: step-security/harden-runner@5c7944e73c4c2a096b17a9cb74d65b6c2bbafbde # v2.9.1
+        uses: step-security/harden-runner@91182cccc01eb5e619899d80e4e971d6181294a7 # v2.10.1
         with:
           disable-sudo: true
           egress-policy: block
diff --git a/.github/workflows/first-pull-request.yml b/.github/workflows/first-pull-request.yml
index 2d77aeb7b..4208ffb19 100644
--- a/.github/workflows/first-pull-request.yml
+++ b/.github/workflows/first-pull-request.yml
@@ -16,7 +16,7 @@ jobs:
       pull-requests: write
     steps:
       - name: Harden Runner
-        uses: step-security/harden-runner@5c7944e73c4c2a096b17a9cb74d65b6c2bbafbde # v2.9.1
+        uses: step-security/harden-runner@91182cccc01eb5e619899d80e4e971d6181294a7 # v2.10.1
         with:
           disable-sudo: true
           egress-policy: block
diff --git a/.github/workflows/label-on-approval.yml b/.github/workflows/label-on-approval.yml
index 9393d6fae..cc81a5653 100644
--- a/.github/workflows/label-on-approval.yml
+++ b/.github/workflows/label-on-approval.yml
@@ -24,7 +24,7 @@ jobs:
       pull-requests: write
     steps:
       - name: Harden Runner
-        uses: step-security/harden-runner@5c7944e73c4c2a096b17a9cb74d65b6c2bbafbde # v2.9.1
+        uses: step-security/harden-runner@91182cccc01eb5e619899d80e4e971d6181294a7 # v2.10.1
         with:
           disable-sudo: true
           egress-policy: block
@@ -51,7 +51,7 @@ jobs:
       pull-requests: write
     steps:
       - name: Harden Runner
-        uses: step-security/harden-runner@5c7944e73c4c2a096b17a9cb74d65b6c2bbafbde # v2.9.1
+        uses: step-security/harden-runner@91182cccc01eb5e619899d80e4e971d6181294a7 # v2.10.1
         with:
           disable-sudo: true
           egress-policy: block
diff --git a/.github/workflows/label.yml b/.github/workflows/label.yml
index 05a3f8f6f..8433c5433 100644
--- a/.github/workflows/label.yml
+++ b/.github/workflows/label.yml
@@ -27,7 +27,7 @@ jobs:
       pull-requests: write
     steps:
       - name: Harden Runner
-        uses: step-security/harden-runner@5c7944e73c4c2a096b17a9cb74d65b6c2bbafbde # v2.9.1
+        uses: step-security/harden-runner@91182cccc01eb5e619899d80e4e971d6181294a7 # v2.10.1
         with:
           disable-sudo: true
           egress-policy: block
diff --git a/.github/workflows/main.yml b/.github/workflows/main.yml
index 464862983..fedeeafad 100644
--- a/.github/workflows/main.yml
+++ b/.github/workflows/main.yml
@@ -44,7 +44,7 @@ jobs:
           - "3.9"
     steps:
       - name: Harden Runner
-        uses: step-security/harden-runner@5c7944e73c4c2a096b17a9cb74d65b6c2bbafbde # v2.9.1
+        uses: step-security/harden-runner@91182cccc01eb5e619899d80e4e971d6181294a7 # v2.10.1
         with:
           disable-sudo: true
           egress-policy: block
@@ -78,7 +78,7 @@ jobs:
           - "3.9"
     steps:
       - name: Harden Runner
-        uses: step-security/harden-runner@5c7944e73c4c2a096b17a9cb74d65b6c2bbafbde # v2.9.1
+        uses: step-security/harden-runner@91182cccc01eb5e619899d80e4e971d6181294a7 # v2.10.1
         with:
           disable-sudo: true
           egress-policy: block
@@ -155,7 +155,7 @@ jobs:
             tox-env: doctests
     steps:
       - name: Harden Runner
-        uses: step-security/harden-runner@5c7944e73c4c2a096b17a9cb74d65b6c2bbafbde # v2.9.1
+        uses: step-security/harden-runner@91182cccc01eb5e619899d80e4e971d6181294a7 # v2.10.1
         with:
           egress-policy: block
           allowed-endpoints: >
@@ -219,7 +219,7 @@ jobs:
         shell: bash -l {0}
     steps:
       - name: Harden Runner
-        uses: step-security/harden-runner@5c7944e73c4c2a096b17a9cb74d65b6c2bbafbde # v2.9.1
+        uses: step-security/harden-runner@91182cccc01eb5e619899d80e4e971d6181294a7 # v2.10.1
         with:
           disable-sudo: true
           egress-policy: block
diff --git a/.github/workflows/publish-mastodon.yml b/.github/workflows/publish-mastodon.yml
index 4ba46f5d9..d32917ae0 100644
--- a/.github/workflows/publish-mastodon.yml
+++ b/.github/workflows/publish-mastodon.yml
@@ -25,7 +25,7 @@ jobs:
     environment: production
     steps:
       - name: Harden Runner
-        uses: step-security/harden-runner@5c7944e73c4c2a096b17a9cb74d65b6c2bbafbde # v2.9.1
+        uses: step-security/harden-runner@91182cccc01eb5e619899d80e4e971d6181294a7 # v2.10.1
         with:
           disable-sudo: true
           egress-policy: block
diff --git a/.github/workflows/publish-pypi.yml b/.github/workflows/publish-pypi.yml
index 4a5cf1c2e..709c28787 100644
--- a/.github/workflows/publish-pypi.yml
+++ b/.github/workflows/publish-pypi.yml
@@ -18,7 +18,7 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Harden Runner
-        uses: step-security/harden-runner@5c7944e73c4c2a096b17a9cb74d65b6c2bbafbde # v2.9.1
+        uses: step-security/harden-runner@91182cccc01eb5e619899d80e4e971d6181294a7 # v2.10.1
         with:
           disable-sudo: true
           egress-policy: block
diff --git a/.github/workflows/scorecard.yml b/.github/workflows/scorecard.yml
index 58a7b4d1b..37ea76473 100644
--- a/.github/workflows/scorecard.yml
+++ b/.github/workflows/scorecard.yml
@@ -30,7 +30,7 @@ jobs:
 
     steps:
       - name: Harden Runner
-        uses: step-security/harden-runner@5c7944e73c4c2a096b17a9cb74d65b6c2bbafbde # v2.9.1
+        uses: step-security/harden-runner@91182cccc01eb5e619899d80e4e971d6181294a7 # v2.10.1
         with:
           egress-policy: audit
 
diff --git a/.github/workflows/tag-testpypi.yml b/.github/workflows/tag-testpypi.yml
index 7f83f9d9d..0e7193a51 100644
--- a/.github/workflows/tag-testpypi.yml
+++ b/.github/workflows/tag-testpypi.yml
@@ -18,7 +18,7 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Harden Runner
-        uses: step-security/harden-runner@5c7944e73c4c2a096b17a9cb74d65b6c2bbafbde # v2.9.1
+        uses: step-security/harden-runner@91182cccc01eb5e619899d80e4e971d6181294a7 # v2.10.1
         with:
           disable-sudo: true
           egress-policy: block
diff --git a/.github/workflows/testdata-version.yml b/.github/workflows/testdata-version.yml
index f010fed09..d3c6769d5 100644
--- a/.github/workflows/testdata-version.yml
+++ b/.github/workflows/testdata-version.yml
@@ -22,7 +22,7 @@ jobs:
       pull-requests: write
     steps:
       - name: Harden Runner
-        uses: step-security/harden-runner@5c7944e73c4c2a096b17a9cb74d65b6c2bbafbde # v2.9.1
+        uses: step-security/harden-runner@91182cccc01eb5e619899d80e4e971d6181294a7 # v2.10.1
         with:
           disable-sudo: true
           egress-policy: block
diff --git a/.github/workflows/upstream.yml b/.github/workflows/upstream.yml
index 9f91caf47..2a1308211 100644
--- a/.github/workflows/upstream.yml
+++ b/.github/workflows/upstream.yml
@@ -39,7 +39,7 @@ jobs:
         shell: bash -l {0}
     steps:
       - name: Harden Runner
-        uses: step-security/harden-runner@5c7944e73c4c2a096b17a9cb74d65b6c2bbafbde # v2.9.1
+        uses: step-security/harden-runner@91182cccc01eb5e619899d80e4e971d6181294a7 # v2.10.1
         with:
           disable-sudo: true
           egress-policy: block
diff --git a/.github/workflows/workflow-warning.yml b/.github/workflows/workflow-warning.yml
index 4a4a2d04b..315d00985 100644
--- a/.github/workflows/workflow-warning.yml
+++ b/.github/workflows/workflow-warning.yml
@@ -26,7 +26,7 @@ jobs:
       pull-requests: write
     steps:
       - name: Harden Runner
-        uses: step-security/harden-runner@5c7944e73c4c2a096b17a9cb74d65b6c2bbafbde # v2.9.1
+        uses: step-security/harden-runner@91182cccc01eb5e619899d80e4e971d6181294a7 # v2.10.1
         with:
           disable-sudo: true
           egress-policy: block
diff --git a/CI/requirements_ci.in b/CI/requirements_ci.in
index 3c87edabe..d96750e18 100644
--- a/CI/requirements_ci.in
+++ b/CI/requirements_ci.in
@@ -5,4 +5,4 @@ flit==3.9.0
 pip==24.2
 pylint==3.2.7
 tox==4.18.1
-tox-gh==1.3.2
+tox-gh==1.3.3
diff --git a/CI/requirements_ci.txt b/CI/requirements_ci.txt
index 575c71495..e28a2e723 100644
--- a/CI/requirements_ci.txt
+++ b/CI/requirements_ci.txt
@@ -439,9 +439,9 @@ tox==4.18.1 \
     # via
     #   -r CI/requirements_ci.in
     #   tox-gh
-tox-gh==1.3.2 \
-    --hash=sha256:beb8d277d5d7c1a1f09c107e4ef80bd7dd2f8f5d020edfaf4c1e3ae8fd45bf6f \
-    --hash=sha256:c2d6e977f66712e7cd5e5d1b655a1bd4c91ebaf3be104befdb53c81587292d7e
+tox-gh==1.3.3 \
+    --hash=sha256:7a05f176ab2180554ada4fc74fd25529d8470d8944d99ac77dfa7b0773a20e25 \
+    --hash=sha256:99cfcac42706c6b5f4656ca1a4b5fe50b1f1d2c14549c0a542469fb679d29a3f
     # via -r CI/requirements_ci.in
 typing-extensions==4.12.2 \
     --hash=sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d \