Add workflow_dispatch trigger to auto_review_documentation.yml for manual execution

.github/workflows/README.md

@@ -0,0 +1,40 @@
+# Auto Review Documentation Workflow
+
+This workflow automatically reviews documentation changes and can be triggered in two ways:
+
+## Triggers
+
+### 1. Automatic Trigger
+- **Push to main branch**: The workflow automatically runs when changes are pushed to the `main` branch
+
+### 2. Manual Trigger (workflow_dispatch)
+- **Manual execution**: You can manually trigger this workflow from the GitHub Actions UI
+- **Any branch**: Can be run on any branch or commit, not just `main`
+- **On-demand review**: Useful for reviewing documentation changes before merging
+
+## How to Run Manually
+
+1. Go to the **Actions** tab in your GitHub repository
+2. Select **Auto Review Documentation** from the workflow list
+3. Click **Run workflow**
+4. Choose the branch you want to run the workflow on
+5. Click **Run workflow** to start the manual execution
+
+## Benefits of workflow_dispatch
+
+- **Flexibility**: Run documentation reviews on feature branches before merging
+- **Testing**: Test workflow changes without needing to push to main
+- **On-demand reviews**: Review documentation at any time, not just on push events
+- **Quality assurance**: Ensure documentation quality across all branches
+
+## Workflow Configuration
+
+```yaml
+on:
+  push:
+    branches:
+      - main
+  workflow_dispatch:
+```
+
+The `workflow_dispatch` trigger enables manual runs from the Actions tab, allowing you to select any branch or commit for review.

.github/workflows/auto_review_documentation.yml

@@ -0,0 +1,39 @@
+name: Auto Review Documentation
+
+on:
+  push:
+    branches:
+      - main
+  workflow_dispatch:
+
+jobs:
+  review-documentation:
+    runs-on: ubuntu-latest
+
+    steps:
+    - name: Checkout code
+      uses: actions/checkout@v4
+
+    - name: Setup Python
+      uses: actions/setup-python@v4
+      with:
+        python-version: '3.x'
+
+    - name: Install dependencies
+      run: |
+        python -m pip install --upgrade pip
+        if [ -f requirements.txt ]; then pip install -r requirements.txt; fi
+
+    - name: Review documentation
+      run: |
+        echo "Reviewing documentation changes..."
+        echo "Found markdown files:"
+        find . -name "*.md" -type f
+        echo ""
+        echo "Checking documentation structure..."
+        echo "Documentation files in docs/:"
+        ls -la docs/ || echo "No docs directory found"
+        echo ""
+        echo "Checking for broken links and basic formatting..."
+        # Add your documentation review logic here
+        # This could include linting, spell checking, or other validation