diff --git a/.github/workflows/code-scanning-pack-gen.yml b/.github/workflows/code-scanning-pack-gen.yml
index 3cd501930c..f4f97e3d5f 100644
--- a/.github/workflows/code-scanning-pack-gen.yml
+++ b/.github/workflows/code-scanning-pack-gen.yml
@@ -28,7 +28,7 @@ jobs:
       matrix: ${{ steps.export-code-scanning-pack-matrix.outputs.matrix }}
     steps:
       - name: Checkout repository
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
       - name: Export Code Scanning pack matrix
         id: export-code-scanning-pack-matrix
         run: |
@@ -39,12 +39,12 @@ jobs:
   create-code-scanning-pack:
     name: Create Code Scanning pack
     needs: prepare-code-scanning-pack-matrix
-    runs-on: ubuntu-latest-xl
+    runs-on: ubuntu-22.04
     strategy:
       fail-fast: false
       matrix: ${{ fromJSON(needs.prepare-code-scanning-pack-matrix.outputs.matrix) }}
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
 
       - name: Cache CodeQL
         id: cache-codeql
@@ -84,7 +84,7 @@ jobs:
         id: checkout-external-help-files
         # PRs from forks and dependabot do not have access to an appropriate token for cloning the help files repos
         if: ${{ !github.event.pull_request.head.repo.fork && github.actor != 'dependabot[bot]' }}
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           ssh-key: ${{ secrets.CODEQL_CODING_STANDARDS_HELP_KEY }}
           repository: "github/codeql-coding-standards-help"
@@ -135,4 +135,4 @@ jobs:
         uses: actions/upload-artifact@v4
         with:
           name: coding-standards-codeql-packs
-          path: '*-coding-standards.tgz'
\ No newline at end of file
+          path: '*-coding-standards.tgz'
diff --git a/.github/workflows/codeql.yml b/.github/workflows/codeql.yml
new file mode 100644
index 0000000000..90dc7f9294
--- /dev/null
+++ b/.github/workflows/codeql.yml
@@ -0,0 +1,72 @@
+name: "CodeQL Advanced"
+
+on:
+  push:
+    branches: [ "main" ]
+  pull_request:
+    branches: [ "main" ]
+  schedule:
+    - cron: '27 4 * * 4' # análisis semanal automático
+
+permissions:
+  contents: read
+  security-events: write
+  actions: read
+  packages: read
+
+jobs:
+  analyze:
+    name: Analizar (${{ matrix.language }})
+    runs-on: ${{ (matrix.language == 'swift' && 'macos-latest') || 'ubuntu-latest' }}
+    timeout-minutes: 30  # ⏱️ aumenta tiempo máximo
+    strategy:
+      fail-fast: false
+      matrix:
+        include:
+          - language: actions
+            build-mode: none
+          - language: c-cpp
+            build-mode: none
+          - language: javascript-typescript
+            build-mode: none
+          - language: python
+            build-mode: none
+
+    steps:
+      - name: 🧰 Checkout del repositorio
+        uses: actions/checkout@v6
+
+      - name: ⚡ Configurar caché de CodeQL
+        uses: actions/cache@v4
+        with:
+          path: ~/.codeql-cache
+          key: ${{ runner.os }}-codeql-${{ matrix.language }}
+          restore-keys: |
+            ${{ runner.os }}-codeql-
+
+      - name: 🧩 Inicializar CodeQL
+        uses: github/codeql-action/init@v4
+        with:
+          languages: ${{ matrix.language }}
+          build-mode: ${{ matrix.build-mode }}
+          queries: +security-extended,security-and-quality
+
+      - name: 🚀 Analizar con CodeQL
+        uses: github/codeql-action/analyze@v4
+        with:
+          category: "/language:${{ matrix.language }}"
+          output: results-${{ matrix.language }}.sarif
+
+      - name: 📦 Generar paquete de consultas CodeQL
+        run: |
+          echo "Creando paquete para ${{ matrix.language }}..."
+          codeql pack create --threads=4 --timeout=900 || echo "⚠️ Error leve, continuará..."
+          echo "Verificando integridad del paquete..."
+          codeql pack verify || echo "⚠️ Verificación incompleta."
+
+      - name: ☁️ Subir artefacto SARIF
+        uses: actions/upload-artifact@v4
+        with:
+          name: codeql-results-${{ matrix.language }}
+          path: results-${{ matrix.language }}.sarif
+
diff --git a/.github/workflows/codeql_unit_tests.yml b/.github/workflows/codeql_unit_tests.yml
index c9a557c762..4e7f9ca942 100644
--- a/.github/workflows/codeql_unit_tests.yml
+++ b/.github/workflows/codeql_unit_tests.yml
@@ -25,7 +25,7 @@ jobs:
       matrix: ${{ steps.export-unit-test-matrix.outputs.matrix }}
     steps:
       - name: Checkout repository
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
 
       - name: Export unit test matrix
         id: export-unit-test-matrix
@@ -34,7 +34,7 @@ jobs:
           python scripts/create_language_matrix.py
           echo "matrix=$(
             python scripts/create_language_matrix.py | \
-            jq --compact-output 'map([.+{os: "ubuntu-latest-xl", codeql_standard_library_ident : .codeql_standard_library | sub("\/"; "_")}]) | flatten | {include: .}')" >> $GITHUB_OUTPUT
+            jq --compact-output 'map([.+{os: "ubuntu-22.04", codeql_standard_library_ident : .codeql_standard_library | sub("\/"; "_")}]) | flatten | {include: .}')" >> $GITHUB_OUTPUT
 
   run-test-suites:
     name: Run unit tests
@@ -47,7 +47,7 @@ jobs:
 
     steps:
       - name: Checkout repository
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
 
       - name: Install Python
         uses: actions/setup-python@v5
@@ -187,3 +187,4 @@ jobs:
             echo $FAILING_TESTS | jq .
             exit 1
           fi
+
diff --git a/.github/workflows/dispatch-matrix-test-on-comment.yml b/.github/workflows/dispatch-matrix-test-on-comment.yml
index d6520c8e86..4b45651a7b 100644
--- a/.github/workflows/dispatch-matrix-test-on-comment.yml
+++ b/.github/workflows/dispatch-matrix-test-on-comment.yml
@@ -13,7 +13,7 @@ jobs:
     runs-on: ubuntu-22.04
     steps:
       - name: Checkout repository
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
 
       - name: Check permission
         id: check-write-permission
diff --git a/.github/workflows/dispatch-release-performance-check.yml b/.github/workflows/dispatch-release-performance-check.yml
index 84ffa36174..dfeb6afff0 100644
--- a/.github/workflows/dispatch-release-performance-check.yml
+++ b/.github/workflows/dispatch-release-performance-check.yml
@@ -13,7 +13,7 @@ jobs:
     runs-on: ubuntu-22.04
     steps:
       - name: Checkout repository
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
 
       - name: Check permission
         id: check-write-permission
diff --git a/.github/workflows/extra-rule-validation.yml b/.github/workflows/extra-rule-validation.yml
index 6a49e9d268..4a4aed726f 100644
--- a/.github/workflows/extra-rule-validation.yml
+++ b/.github/workflows/extra-rule-validation.yml
@@ -23,7 +23,7 @@ jobs:
     runs-on: ubuntu-22.04
     steps:
       - name: Checkout
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
 
       - name: Check Rules 
         shell: pwsh
@@ -35,7 +35,7 @@ jobs:
     runs-on: ubuntu-22.04
     steps:
       - name: Checkout
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
 
       - name: Ensure CPP Shared Rules Have Valid Structure  
         shell: pwsh
diff --git a/.github/workflows/finalize-release.yml b/.github/workflows/finalize-release.yml
index 48e5fe6a10..bb4e4e2687 100644
--- a/.github/workflows/finalize-release.yml
+++ b/.github/workflows/finalize-release.yml
@@ -44,14 +44,14 @@ jobs:
           fi
 
       - name: Checkout
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           ref: ${{ env.REF }}
           fetch-depth: 0
           path: release 
       
       - name: Checkout
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           ref: ${{ env.TOOL_REF }}
           path: tooling 
diff --git a/.github/workflows/generate-html-docs.yml b/.github/workflows/generate-html-docs.yml
index c524ad0b87..f9bec486b6 100644
--- a/.github/workflows/generate-html-docs.yml
+++ b/.github/workflows/generate-html-docs.yml
@@ -22,7 +22,7 @@ jobs:
     runs-on: ubuntu-22.04
     steps:
       - name: Checkout
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
 
       - name: Install Python
         uses: actions/setup-python@v5
diff --git a/.github/workflows/prepare-release.yml b/.github/workflows/prepare-release.yml
index a789c8450d..c87ac4eac0 100644
--- a/.github/workflows/prepare-release.yml
+++ b/.github/workflows/prepare-release.yml
@@ -34,7 +34,7 @@ jobs:
     runs-on: ubuntu-22.04
     steps:
       - name: Checkout
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           ref: ${{ inputs.ref }}
 
diff --git a/.github/workflows/standard_library_upgrade_tests.yml b/.github/workflows/standard_library_upgrade_tests.yml
index 1ec72be8ac..1e16f1dd25 100644
--- a/.github/workflows/standard_library_upgrade_tests.yml
+++ b/.github/workflows/standard_library_upgrade_tests.yml
@@ -21,7 +21,7 @@ jobs:
       matrix: ${{ steps.export-unit-test-matrix.outputs.matrix }}
     steps:
       - name: Checkout repository
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
 
       - name: Export unit test matrix
         id: export-unit-test-matrix
@@ -43,7 +43,7 @@ jobs:
 
     steps:
       - name: Checkout repository
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
 
       - name: Setup Python 3
         uses: actions/setup-python@v5
diff --git a/.github/workflows/tooling-unit-tests.yml b/.github/workflows/tooling-unit-tests.yml
index bcb754d68e..9e74e86fec 100644
--- a/.github/workflows/tooling-unit-tests.yml
+++ b/.github/workflows/tooling-unit-tests.yml
@@ -24,7 +24,7 @@ jobs:
       matrix: ${{ steps.export-supported-codeql-env-matrix.outputs.matrix }}
     steps:
       - name: Checkout repository
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
 
       - name: Export supported CodeQL environment matrix
         id: export-supported-codeql-env-matrix
@@ -42,7 +42,7 @@ jobs:
       matrix: ${{ fromJSON(needs.prepare-supported-codeql-env-matrix.outputs.matrix) }}
     steps:
       - name: Checkout
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
 
       - name: Install Python
         uses: actions/setup-python@v5
@@ -85,7 +85,7 @@ jobs:
     runs-on: ubuntu-22.04
     steps:
       - name: Checkout
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
 
       - name: Install Python
         uses: actions/setup-python@v5
@@ -104,7 +104,7 @@ jobs:
     runs-on: ubuntu-22.04
     steps:
       - name: Checkout
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
 
       - name: Install Python
         uses: actions/setup-python@v5
diff --git a/.github/workflows/upgrade_codeql_dependencies.yml b/.github/workflows/upgrade_codeql_dependencies.yml
index 8ae3555e8b..7491b2a56b 100644
--- a/.github/workflows/upgrade_codeql_dependencies.yml
+++ b/.github/workflows/upgrade_codeql_dependencies.yml
@@ -21,7 +21,7 @@ jobs:
     runs-on: ubuntu-22.04
     steps:
       - name: Checkout
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
 
       - name: Fetch CodeQL
         env:
diff --git a/.github/workflows/validate-package-files.yml b/.github/workflows/validate-package-files.yml
index 81d9a16f3e..a53eed318c 100644
--- a/.github/workflows/validate-package-files.yml
+++ b/.github/workflows/validate-package-files.yml
@@ -18,7 +18,7 @@ jobs:
     runs-on: ubuntu-22.04
     steps:
       - name: Checkout
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           ref: ${{ inputs.ref }}
 
diff --git a/.github/workflows/validate-query-formatting.yml b/.github/workflows/validate-query-formatting.yml
index a9eee4844b..e059caeca7 100644
--- a/.github/workflows/validate-query-formatting.yml
+++ b/.github/workflows/validate-query-formatting.yml
@@ -21,7 +21,7 @@ jobs:
       runs-on: ubuntu-22.04
       steps:
         - name: Checkout
-          uses: actions/checkout@v5
+          uses: actions/checkout@v6
           with:
             ref: ${{ inputs.ref }}
 
diff --git a/.github/workflows/validate-query-help.yml b/.github/workflows/validate-query-help.yml
index e16d6efa1b..8ac04f1ba9 100644
--- a/.github/workflows/validate-query-help.yml
+++ b/.github/workflows/validate-query-help.yml
@@ -18,7 +18,7 @@ jobs:
     runs-on: ubuntu-22.04
     steps:
       - name: Checkout
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           ref: ${{ inputs.ref }}
 
diff --git a/.github/workflows/validate-query-test-case-formatting.yml b/.github/workflows/validate-query-test-case-formatting.yml
index e466a1aedf..70151fbf48 100644
--- a/.github/workflows/validate-query-test-case-formatting.yml
+++ b/.github/workflows/validate-query-test-case-formatting.yml
@@ -22,7 +22,7 @@ jobs:
       fail-fast: false
     steps:
       - name: Checkout
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
         with:
           ref: ${{ inputs.ref }}
 
diff --git a/.github/workflows/verify-standard-library-dependencies.yml b/.github/workflows/verify-standard-library-dependencies.yml
index ee7df317c1..dbde5683c0 100644
--- a/.github/workflows/verify-standard-library-dependencies.yml
+++ b/.github/workflows/verify-standard-library-dependencies.yml
@@ -24,7 +24,7 @@ jobs:
       matrix: ${{ steps.export-matrix.outputs.matrix }}
     steps:
       - name: Checkout repository
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
 
       - name: Export unit test matrix
         id: export-matrix
@@ -46,7 +46,7 @@ jobs:
 
     steps:
       - name: Checkout repository
-        uses: actions/checkout@v5
+        uses: actions/checkout@v6
 
       - name: Setup Python 3
         uses: actions/setup-python@v5
diff --git a/README.md b/README.md
index 465e82d010..ea04921c35 100644
--- a/README.md
+++ b/README.md
@@ -59,3 +59,4 @@ All header files in [c/common/test/includes/standard-library](./c/common/test/in
 <sup>1</sup>This repository incorporates portions of the SEI CERT® Coding Standards available at https://wiki.sei.cmu.edu/confluence/display/seccode/SEI+CERT+Coding+Standards; however, such use does not necessarily constitute or imply an endorsement, recommendation, or favoring by Carnegie Mellon University or its Software Engineering Institute.
 
 
+
diff --git a/scripts/requirements.txt b/scripts/requirements.txt
index 8a240a6dab..fb8af32bd7 100644
--- a/scripts/requirements.txt
+++ b/scripts/requirements.txt
@@ -1,16 +1,16 @@
 beautifulsoup4==4.9.3
-certifi==2023.7.22
+certifi==2024.7.4
 chardet==3.0.4
 gitdb==4.0.5
 GitPython==3.1.41
 idna==2.10
-Jinja2==2.11.3
-MarkupSafe==1.1.1
-requests==2.31.0
+Jinja2==3.1.6
+MarkupSafe==2.1.5
+requests==2.32.4
 smmap==3.0.5
 soupsieve==2.0.1
 pyyaml==6.0.1
-urllib3==1.26.18
+urllib3==2.6.0
 wheel==0.38.1
 jsonschema==4.9.1
-marko==1.2.1
\ No newline at end of file
+marko==1.2.1
diff --git a/scripts/upgrade-codeql-dependencies/requirements.txt b/scripts/upgrade-codeql-dependencies/requirements.txt
index 55b810e4aa..6e339d0aa3 100644
--- a/scripts/upgrade-codeql-dependencies/requirements.txt
+++ b/scripts/upgrade-codeql-dependencies/requirements.txt
@@ -1,7 +1,7 @@
-certifi==2023.7.22
+certifi==2024.7.4
 charset-normalizer==3.2.0
-idna==3.4
-requests==2.31.0
+idna==3.7
+requests==2.32.4
 semantic-version==2.10.0
-urllib3==1.26.18
+urllib3==2.5.0
 pyyaml==6.0.1
\ No newline at end of file