diff --git a/.github/workflows/deploy-dotnet-extensions-ai-to-tp4cf.yml b/.github/workflows/deploy-dotnet-extensions-ai-to-tp4cf.yml
index fb2cc0f..7bf84ab 100644
--- a/.github/workflows/deploy-dotnet-extensions-ai-to-tp4cf.yml
+++ b/.github/workflows/deploy-dotnet-extensions-ai-to-tp4cf.yml
@@ -84,7 +84,7 @@ jobs:
           echo '{"GOOGLEMAPS__APIKEY": "${{ secrets.GOOGLEMAPS_API_KEY }}"}' > env_vars.json
           cat env_vars.json
       - name: Upload env vars file
-        uses: actions/upload-artifact@v5
+        uses: actions/upload-artifact@v6
         with:
           name: env-vars
           path: env_vars.json
diff --git a/.github/workflows/deploy-go-fiber-langchaingo-to-tp4cf.yml b/.github/workflows/deploy-go-fiber-langchaingo-to-tp4cf.yml
index cddde37..24e335e 100644
--- a/.github/workflows/deploy-go-fiber-langchaingo-to-tp4cf.yml
+++ b/.github/workflows/deploy-go-fiber-langchaingo-to-tp4cf.yml
@@ -84,7 +84,7 @@ jobs:
           echo '{"CONGRESS_API_KEY": "${{ secrets.CONGRESS_API_KEY }}"}' > env_vars.json
           cat env_vars.json
       - name: Upload env vars file
-        uses: actions/upload-artifact@v5
+        uses: actions/upload-artifact@v6
         with:
           name: env-vars
           path: env_vars.json
diff --git a/.github/workflows/deploy-java-spring-ai-mcp-client-to-tp4cf.yml b/.github/workflows/deploy-java-spring-ai-mcp-client-to-tp4cf.yml
index ff2f968..dccbe5d 100644
--- a/.github/workflows/deploy-java-spring-ai-mcp-client-to-tp4cf.yml
+++ b/.github/workflows/deploy-java-spring-ai-mcp-client-to-tp4cf.yml
@@ -84,7 +84,7 @@ jobs:
           echo '{"SPRING_AI_OPENAI_API_KEY": "${{ secrets.OPENAI_API_KEY }}"}' > env_vars.json
           cat env_vars.json
       - name: Upload env vars file
-        uses: actions/upload-artifact@v5
+        uses: actions/upload-artifact@v6
         with:
           name: env-vars
           path: env_vars.json
diff --git a/.github/workflows/deploy-java-spring-ai-mcp-server-to-tp4cf.yml b/.github/workflows/deploy-java-spring-ai-mcp-server-to-tp4cf.yml
index b52f8c7..af74ff1 100644
--- a/.github/workflows/deploy-java-spring-ai-mcp-server-to-tp4cf.yml
+++ b/.github/workflows/deploy-java-spring-ai-mcp-server-to-tp4cf.yml
@@ -103,7 +103,7 @@ jobs:
           echo '{"AVIATION_STACK_ACCESS_KEY": "${{ secrets.AVIATION_STACK_ACCESS_KEY }}"}' > env_vars.json
           cat env_vars.json
       - name: Upload env vars file
-        uses: actions/upload-artifact@v5
+        uses: actions/upload-artifact@v6
         with:
           name: env-vars
           path: env_vars.json
diff --git a/.github/workflows/deploy-java-spring-langgraph-mcp-angular-to-tp4cf.yml b/.github/workflows/deploy-java-spring-langgraph-mcp-angular-to-tp4cf.yml
index 59b9a1b..5462144 100644
--- a/.github/workflows/deploy-java-spring-langgraph-mcp-angular-to-tp4cf.yml
+++ b/.github/workflows/deploy-java-spring-langgraph-mcp-angular-to-tp4cf.yml
@@ -94,7 +94,7 @@ jobs:
           }' > env_vars.json
           cat env_vars.json
       - name: Upload env vars file
-        uses: actions/upload-artifact@v5
+        uses: actions/upload-artifact@v6
         with:
           name: env-vars
           path: env_vars.json
diff --git a/.github/workflows/deploy-js-langchain-react-to-tp4cf.yml b/.github/workflows/deploy-js-langchain-react-to-tp4cf.yml
index 1eb3469..6ad4c46 100644
--- a/.github/workflows/deploy-js-langchain-react-to-tp4cf.yml
+++ b/.github/workflows/deploy-js-langchain-react-to-tp4cf.yml
@@ -90,7 +90,7 @@ jobs:
           }' > env_vars.json
           cat env_vars.json
       - name: Upload env vars file
-        uses: actions/upload-artifact@v5
+        uses: actions/upload-artifact@v6
         with:
           name: env-vars
           path: env_vars.json
diff --git a/.github/workflows/deploy-php-symfony-neuron-to-tp4cf.yml b/.github/workflows/deploy-php-symfony-neuron-to-tp4cf.yml
index fb1ae82..72ad5c9 100644
--- a/.github/workflows/deploy-php-symfony-neuron-to-tp4cf.yml
+++ b/.github/workflows/deploy-php-symfony-neuron-to-tp4cf.yml
@@ -118,7 +118,7 @@ jobs:
           }' > env_vars.json
           cat env_vars.json
       - name: Upload env vars file
-        uses: actions/upload-artifact@v5
+        uses: actions/upload-artifact@v6
         with:
           name: env-vars
           path: env_vars.json
diff --git a/.github/workflows/deploy-py-django-crewai-to-tp4cf.yml b/.github/workflows/deploy-py-django-crewai-to-tp4cf.yml
index b2f6cef..783e911 100644
--- a/.github/workflows/deploy-py-django-crewai-to-tp4cf.yml
+++ b/.github/workflows/deploy-py-django-crewai-to-tp4cf.yml
@@ -110,7 +110,7 @@ jobs:
           }' > env_vars.json
           cat env_vars.json
       - name: Upload env vars file
-        uses: actions/upload-artifact@v5
+        uses: actions/upload-artifact@v6
         with:
           name: env-vars
           path: env_vars.json
diff --git a/.github/workflows/deploy-ruby-sinatra-fastmcp-to-tp4cf.yml b/.github/workflows/deploy-ruby-sinatra-fastmcp-to-tp4cf.yml
index 3313c16..4ba184b 100644
--- a/.github/workflows/deploy-ruby-sinatra-fastmcp-to-tp4cf.yml
+++ b/.github/workflows/deploy-ruby-sinatra-fastmcp-to-tp4cf.yml
@@ -86,7 +86,7 @@ jobs:
           }' > env_vars.json
           cat env_vars.json
       - name: Upload env vars file
-        uses: actions/upload-artifact@v5
+        uses: actions/upload-artifact@v6
         with:
           name: env-vars
           path: env_vars.json
diff --git a/.github/workflows/dotnet-extensions-ai.yml b/.github/workflows/dotnet-extensions-ai.yml
index ad3af3b..3894272 100644
--- a/.github/workflows/dotnet-extensions-ai.yml
+++ b/.github/workflows/dotnet-extensions-ai.yml
@@ -45,7 +45,7 @@ jobs:
 
     - name: Upload artifacts
       if: github.event_name == 'push' && github.ref == 'refs/heads/main'
-      uses: actions/upload-artifact@v5
+      uses: actions/upload-artifact@v6
       with:
         name: dotnet-extensions-ai-artifacts
         path: dotnet-extensions-ai/publish
diff --git a/.github/workflows/go-fiber-langchaingo.yml b/.github/workflows/go-fiber-langchaingo.yml
index 22c2c5e..804b964 100644
--- a/.github/workflows/go-fiber-langchaingo.yml
+++ b/.github/workflows/go-fiber-langchaingo.yml
@@ -39,7 +39,7 @@ jobs:
 
     - name: Upload artifacts
       if: github.event_name == 'push' && github.ref == 'refs/heads/main'
-      uses: actions/upload-artifact@v5
+      uses: actions/upload-artifact@v6
       with:
         name: go-fiber-langchaingo-artifacts
         path: go-fiber-langchaingo/bin
diff --git a/.github/workflows/java-spring-ai-mcp.yml b/.github/workflows/java-spring-ai-mcp.yml
index 50b8d49..968d57e 100644
--- a/.github/workflows/java-spring-ai-mcp.yml
+++ b/.github/workflows/java-spring-ai-mcp.yml
@@ -44,21 +44,21 @@ jobs:
 
     - name: Upload client artifacts
       if: github.event_name == 'push' && github.ref == 'refs/heads/main'
-      uses: actions/upload-artifact@v5
+      uses: actions/upload-artifact@v6
       with:
         name: java-spring-ai-mcp-client
         path: java-spring-ai-mcp/client/target/*.jar
 
     - name: Upload server artifacts
       if: github.event_name == 'push' && github.ref == 'refs/heads/main'
-      uses: actions/upload-artifact@v5
+      uses: actions/upload-artifact@v6
       with:
         name: java-spring-ai-mcp-server
         path: java-spring-ai-mcp/server/target/*.jar
 
     - name: Upload api artifacts
       if: github.event_name == 'push' && github.ref == 'refs/heads/main'
-      uses: actions/upload-artifact@v5
+      uses: actions/upload-artifact@v6
       with:
         name: java-spring-ai-mcp-api
         path: java-spring-ai-mcp/api/target/*.jar
diff --git a/.github/workflows/java-spring-langgraph-mcp-angular.yml b/.github/workflows/java-spring-langgraph-mcp-angular.yml
index 25d85e8..2f8cf5b 100644
--- a/.github/workflows/java-spring-langgraph-mcp-angular.yml
+++ b/.github/workflows/java-spring-langgraph-mcp-angular.yml
@@ -44,7 +44,7 @@ jobs:
 
     - name: Upload backend artifacts
       if: github.event_name == 'push' && github.ref == 'refs/heads/main'
-      uses: actions/upload-artifact@v5
+      uses: actions/upload-artifact@v6
       with:
         name: java-spring-langgraph-mcp-angular-backend
         path: java-spring-langgraph-mcp-angular/backend/target/*.jar
@@ -71,7 +71,7 @@ jobs:
 
     - name: Upload frontend artifacts
       if: github.event_name == 'push' && github.ref == 'refs/heads/main'
-      uses: actions/upload-artifact@v5
+      uses: actions/upload-artifact@v6
       with:
         name: java-spring-langgraph-mcp-angular-frontend
         path: java-spring-langgraph-mcp-angular/frontend/dist/
diff --git a/.github/workflows/js-langchain-react.yml b/.github/workflows/js-langchain-react.yml
index 6d66367..1948e85 100644
--- a/.github/workflows/js-langchain-react.yml
+++ b/.github/workflows/js-langchain-react.yml
@@ -41,7 +41,7 @@ jobs:
 
     - name: Upload artifacts
       if: github.event_name == 'push' && github.ref == 'refs/heads/main'
-      uses: actions/upload-artifact@v5
+      uses: actions/upload-artifact@v6
       with:
         name: js-langchain-react-artifacts
         path: js-langchain-react/build
diff --git a/.github/workflows/php-symfony-neuron.yml b/.github/workflows/php-symfony-neuron.yml
index d01d6a7..78521ec 100644
--- a/.github/workflows/php-symfony-neuron.yml
+++ b/.github/workflows/php-symfony-neuron.yml
@@ -65,7 +65,7 @@ jobs:
 
     - name: Upload artifact
       if: github.event_name == 'push' && github.ref == 'refs/heads/main'
-      uses: actions/upload-artifact@v5
+      uses: actions/upload-artifact@v6
       with:
         name: php-symfony-neuron-artifacts
         path: php-symfony-neuron/build/
diff --git a/.github/workflows/py-django-crewai.yml b/.github/workflows/py-django-crewai.yml
index 458ff92..f748572 100644
--- a/.github/workflows/py-django-crewai.yml
+++ b/.github/workflows/py-django-crewai.yml
@@ -76,7 +76,7 @@ jobs:
         python manage.py collectstatic --noinput || echo "Static collection skipped"
 
     - name: Upload build artifacts
-      uses: actions/upload-artifact@v5
+      uses: actions/upload-artifact@v6
       with:
         name: frontend-build
         path: |
@@ -106,7 +106,7 @@ jobs:
         zip -r dist/py-django-crewai.zip . -x "*.git*" "*.env*" "*.pyc" "__pycache__/*" "*.github/*" "dist/*" "frontend/node_modules/*"
 
     - name: Upload package artifact
-      uses: actions/upload-artifact@v5
+      uses: actions/upload-artifact@v6
       with:
         name: py-django-crewai-package
         path: py-django-crewai/dist
diff --git a/.github/workflows/ruby-sinatra-fastmcp.yml b/.github/workflows/ruby-sinatra-fastmcp.yml
index a0e502b..f98080c 100644
--- a/.github/workflows/ruby-sinatra-fastmcp.yml
+++ b/.github/workflows/ruby-sinatra-fastmcp.yml
@@ -52,7 +52,7 @@ jobs:
 
     - name: Upload artifacts
       if: github.event_name == 'push' && github.ref == 'refs/heads/main'
-      uses: actions/upload-artifact@v5
+      uses: actions/upload-artifact@v6
       with:
         name: ruby-sinatra-fastmcp-artifacts
         path: ruby-sinatra-fastmcp/dist