diff --git a/.github/workflows/pr-checks.yml b/.github/workflows/pr-checks.yml
index e5764c5..0c4f374 100644
--- a/.github/workflows/pr-checks.yml
+++ b/.github/workflows/pr-checks.yml
@@ -12,7 +12,7 @@ jobs:
     name: ✅ Validación de PR
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v7
 
       - name: Check PR title format
         run: |
@@ -59,7 +59,7 @@ jobs:
     name: 🔒 Revisión de Cambios Sensibles
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v7
         with:
           fetch-depth: 0
 
@@ -108,16 +108,16 @@ jobs:
     name: 🐳 Dockerfile Linting
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v7
 
       - name: Lint Dockerfiles with hadolint
-        uses: hadolint/hadolint-action@v3.1.0
+        uses: hadolint/hadolint-action@v3.5.0
         with:
           dockerfile: docker/kali/Dockerfile
           failure-threshold: warning
 
       - name: Lint MCP Dockerfile
-        uses: hadolint/hadolint-action@v3.1.0
+        uses: hadolint/hadolint-action@v3.5.0
         with:
           dockerfile: docker/mcp/Dockerfile
           failure-threshold: warning
@@ -134,7 +134,7 @@ jobs:
       pull-requests: write
     steps:
       - name: Comment PR
-        uses: actions/github-script@v7
+        uses: actions/github-script@v9
         with:
           script: |
             const jobs = ${{ toJSON(needs) }};
diff --git a/.github/workflows/security.yml b/.github/workflows/security.yml
index 8f30f80..2dbeb71 100644
--- a/.github/workflows/security.yml
+++ b/.github/workflows/security.yml
@@ -18,7 +18,7 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Checkout code
-        uses: actions/checkout@v4
+        uses: actions/checkout@v7
         with:
           fetch-depth: 0  # Historial completo para TruffleHog
 
@@ -48,7 +48,7 @@ jobs:
 
     steps:
       - name: Checkout repository
-        uses: actions/checkout@v4
+        uses: actions/checkout@v7
 
       - name: Initialize CodeQL
         uses: github/codeql-action/init@v3
@@ -71,10 +71,10 @@ jobs:
     name: 🐍 Python Linting
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v7
 
       - name: Set up Python
-        uses: actions/setup-python@v5
+        uses: actions/setup-python@v6
         with:
           python-version: '3.13'
 
@@ -104,7 +104,7 @@ jobs:
 
       - name: Upload bandit results
         if: always()
-        uses: actions/upload-artifact@v4
+        uses: actions/upload-artifact@v7
         with:
           name: bandit-security-report
           path: bandit-report.json
@@ -116,10 +116,10 @@ jobs:
     name: 📦 Escaneo de Dependencias
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v7
 
       - name: Set up Python
-        uses: actions/setup-python@v5
+        uses: actions/setup-python@v6
         with:
           python-version: '3.13'
 
@@ -142,7 +142,7 @@ jobs:
 
       - name: Upload safety reports
         if: always()
-        uses: actions/upload-artifact@v4
+        uses: actions/upload-artifact@v7
         with:
           name: safety-reports
           path: |
@@ -156,7 +156,7 @@ jobs:
     name: 🐳 Trivy - Escaneo de Imágenes Docker
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v7
 
       - name: Build Kali image
         run: docker build -t vulnerator-kali:test -f docker/kali/Dockerfile docker/kali
@@ -201,7 +201,7 @@ jobs:
     name: ⚙️ Escaneo de Configuración
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v7
 
       - name: Detect secrets in config files
         run: |