diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 51ecb2a..76f2bf3 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -43,7 +43,7 @@ jobs:
     steps:
       - uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
 
-      - uses: actions/setup-python@5fda3b95a4ea91299a34e894583c3862153e4b97 # v7.0.0
+      - uses: actions/setup-python@6d4fd22b20465ccc0f7354476588e8df7c9ca0e0 # v7.1.0
         with:
           python-version: ${{ matrix.python-version }}
 
@@ -190,12 +190,12 @@ jobs:
     steps:
       - uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
 
-      - uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
+      - uses: actions/download-artifact@9000827ccba6bdab643e8b6fd33ac0654aef8333 # v8.0.2
         with:
           name: ctrlrun-verify-authority
           path: badge
 
-      - uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
+      - uses: actions/download-artifact@9000827ccba6bdab643e8b6fd33ac0654aef8333 # v8.0.2
         with:
           name: ctrlrun-tests-badge
           path: badge
@@ -244,7 +244,7 @@ jobs:
     steps:
       - uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
 
-      - uses: actions/setup-python@5fda3b95a4ea91299a34e894583c3862153e4b97 # v7.0.0
+      - uses: actions/setup-python@6d4fd22b20465ccc0f7354476588e8df7c9ca0e0 # v7.1.0
         with:
           python-version: "3.11"
 
@@ -347,7 +347,7 @@ jobs:
           ref: ${{ steps.docs.outputs.ref }}
           path: ctrlrun-docs
 
-      - uses: actions/setup-python@5fda3b95a4ea91299a34e894583c3862153e4b97 # v7.0.0
+      - uses: actions/setup-python@6d4fd22b20465ccc0f7354476588e8df7c9ca0e0 # v7.1.0
         with:
           python-version: "3.11"
 
@@ -401,7 +401,7 @@ jobs:
           CTRLRUN_SOURCE: ${{ github.workspace }}/ctrlrun
         run: python tools/docs_audit/render_badges.py --write-count "$GITHUB_WORKSPACE/tests-badge.json"
 
-      - uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
+      - uses: actions/upload-artifact@cf430e030ddbb5b0abf93d22962f4752f3646cd9 # v7.0.2
         with:
           name: ctrlrun-tests-badge
           path: tests-badge.json
@@ -442,7 +442,7 @@ jobs:
     steps:
       - uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
 
-      - uses: actions/setup-python@5fda3b95a4ea91299a34e894583c3862153e4b97 # v7.0.0
+      - uses: actions/setup-python@6d4fd22b20465ccc0f7354476588e8df7c9ca0e0 # v7.1.0
         with:
           python-version: "3.11"
 
diff --git a/.github/workflows/codeql.yml b/.github/workflows/codeql.yml
index b2e70ec..5ecce90 100644
--- a/.github/workflows/codeql.yml
+++ b/.github/workflows/codeql.yml
@@ -33,7 +33,7 @@ jobs:
         with:
           persist-credentials: false
 
-      - uses: github/codeql-action/init@b96794f015dfd88f77b49b1c93e0fa7110f94c63 # v4.38.0
+      - uses: github/codeql-action/init@9b3254085494b55a0f7c4c2b3d2d52cc712ce370 # v4.39.1
         with:
           languages: python
           # The core is stdlib plus pyyaml and click, and every extra is imported lazily, so
@@ -43,6 +43,6 @@ jobs:
           # Which of that suite's queries this repository acts on, and why two of them are not.
           config-file: ./.github/codeql/codeql-config.yml
 
-      - uses: github/codeql-action/analyze@b96794f015dfd88f77b49b1c93e0fa7110f94c63 # v4.38.0
+      - uses: github/codeql-action/analyze@9b3254085494b55a0f7c4c2b3d2d52cc712ce370 # v4.39.1
         with:
           category: "/language:python"
diff --git a/.github/workflows/fuzz.yml b/.github/workflows/fuzz.yml
index f7f8d7a..61427a8 100644
--- a/.github/workflows/fuzz.yml
+++ b/.github/workflows/fuzz.yml
@@ -21,7 +21,7 @@ jobs:
     steps:
       - uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
 
-      - uses: actions/setup-python@5fda3b95a4ea91299a34e894583c3862153e4b97 # v7.0.0
+      - uses: actions/setup-python@6d4fd22b20465ccc0f7354476588e8df7c9ca0e0 # v7.1.0
         with:
           python-version: "3.11"
 
@@ -51,7 +51,7 @@ jobs:
           python fuzz/fuzz_canonical.py -max_total_time=120 -print_final_stats=1 fuzz/corpus/canonical
           python fuzz/fuzz_policy.py -max_total_time=120 -print_final_stats=1 fuzz/corpus/policy
 
-      - uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
+      - uses: actions/upload-artifact@cf430e030ddbb5b0abf93d22962f4752f3646cd9 # v7.0.2
         if: failure()
         with:
           name: crashes
diff --git a/.github/workflows/publish.yml b/.github/workflows/publish.yml
index 8426b3a..95da91d 100644
--- a/.github/workflows/publish.yml
+++ b/.github/workflows/publish.yml
@@ -33,7 +33,7 @@ jobs:
     steps:
       - uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
 
-      - uses: actions/setup-python@5fda3b95a4ea91299a34e894583c3862153e4b97 # v7.0.0
+      - uses: actions/setup-python@6d4fd22b20465ccc0f7354476588e8df7c9ca0e0 # v7.1.0
         with:
           python-version: "3.11"
 
@@ -153,7 +153,7 @@ jobs:
           /tmp/adapter/bin/pip install dist/*.whl
           /tmp/adapter/bin/python -c "import ${TARGET//-/_}; print('${TARGET} imports')"
 
-      - uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
+      - uses: actions/upload-artifact@cf430e030ddbb5b0abf93d22962f4752f3646cd9 # v7.0.2
         with:
           name: dist
           path: dist/
@@ -170,11 +170,11 @@ jobs:
     permissions:
       id-token: write # the OIDC token trusted publishing exchanges; nothing else
     steps:
-      - uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
+      - uses: actions/download-artifact@9000827ccba6bdab643e8b6fd33ac0654aef8333 # v8.0.2
         with:
           name: dist
           path: dist/
-      - uses: pypa/gh-action-pypi-publish@dc37677b2e1c63e2034f94d8a5b11f265b73ba33 # v1.14.2
+      - uses: pypa/gh-action-pypi-publish@7245906fb61fa33a13554f9d5fb856fe61758086 # v1.14.3
         with:
           repository-url: https://test.pypi.org/legacy/
 
@@ -188,11 +188,11 @@ jobs:
     permissions:
       id-token: write
     steps:
-      - uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
+      - uses: actions/download-artifact@9000827ccba6bdab643e8b6fd33ac0654aef8333 # v8.0.2
         with:
           name: dist
           path: dist/
-      - uses: pypa/gh-action-pypi-publish@dc37677b2e1c63e2034f94d8a5b11f265b73ba33 # v1.14.2
+      - uses: pypa/gh-action-pypi-publish@7245906fb61fa33a13554f9d5fb856fe61758086 # v1.14.3
 
   # The official MCP registry indexes where a server lives; it hosts no artifacts of its own. It
   # verifies the claim by fetching the PyPI metadata for the exact version named in `server.json`
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index 3ce302c..f093e0f 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -66,7 +66,7 @@ jobs:
             echo "exists=false" >> "$GITHUB_OUTPUT"
           fi
 
-      - uses: actions/setup-python@5fda3b95a4ea91299a34e894583c3862153e4b97 # v7.0.0
+      - uses: actions/setup-python@6d4fd22b20465ccc0f7354476588e8df7c9ca0e0 # v7.1.0
         if: steps.existing.outputs.exists == 'false'
         with:
           python-version: "3.11"
diff --git a/.github/workflows/scorecard-gate.yml b/.github/workflows/scorecard-gate.yml
index c43c70e..01d9abf 100644
--- a/.github/workflows/scorecard-gate.yml
+++ b/.github/workflows/scorecard-gate.yml
@@ -23,7 +23,7 @@ jobs:
 
       # On a `pull_request` event the action analyses the checkout (`--local .`) and publishes
       # nothing; the published result stays `scorecard.yml`'s.
-      - uses: ossf/scorecard-action@2d1146689b8cda280b9bc96326124645441f03bc # v2.4.4
+      - uses: ossf/scorecard-action@fa7117db83c52d787ae5a89f350999701505d78e # v2.5.0
         with:
           results_file: results.json
           results_format: json
diff --git a/.github/workflows/scorecard.yml b/.github/workflows/scorecard.yml
index cbf011e..a0995fb 100644
--- a/.github/workflows/scorecard.yml
+++ b/.github/workflows/scorecard.yml
@@ -25,7 +25,7 @@ jobs:
         with:
           persist-credentials: false
 
-      - uses: ossf/scorecard-action@2d1146689b8cda280b9bc96326124645441f03bc # v2.4.4
+      - uses: ossf/scorecard-action@fa7117db83c52d787ae5a89f350999701505d78e # v2.5.0
         with:
           results_file: results.sarif
           results_format: sarif
@@ -33,12 +33,12 @@ jobs:
           # it needs `id-token: write` above and nothing else.
           publish_results: true
 
-      - uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
+      - uses: actions/upload-artifact@cf430e030ddbb5b0abf93d22962f4752f3646cd9 # v7.0.2
         with:
           name: SARIF file
           path: results.sarif
           retention-days: 5
 
-      - uses: github/codeql-action/upload-sarif@b96794f015dfd88f77b49b1c93e0fa7110f94c63 # v4.38.0
+      - uses: github/codeql-action/upload-sarif@9b3254085494b55a0f7c4c2b3d2d52cc712ce370 # v4.39.1
         with:
           sarif_file: results.sarif
diff --git a/action.yml b/action.yml
index 1da04dd..d564554 100644
--- a/action.yml
+++ b/action.yml
@@ -84,7 +84,7 @@ outputs:
 runs:
   using: composite
   steps:
-    - uses: actions/setup-python@5fda3b95a4ea91299a34e894583c3862153e4b97 # v7.0.0
+    - uses: actions/setup-python@6d4fd22b20465ccc0f7354476588e8df7c9ca0e0 # v7.1.0
       with:
         python-version: ${{ inputs.python-version }}
 
@@ -158,7 +158,7 @@ runs:
 
     - name: Upload the report
       if: ${{ inputs.upload-artifact == 'true' && always() }}
-      uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1
+      uses: actions/upload-artifact@cf430e030ddbb5b0abf93d22962f4752f3646cd9 # v7.0.2
       with:
         name: ${{ inputs.artifact-name }}
         path: |