diff --git a/scripts/generate_gallery.py b/scripts/generate_gallery.py
new file mode 100644
index 00000000..540ec840
--- /dev/null
+++ b/scripts/generate_gallery.py
@@ -0,0 +1,82 @@
+#!/usr/bin/env python3
+"""Generate a markdown gallery of all available datasets with examples"""
+
+import os
+from pathlib import Path
+import textwrap
+
+from reasoning_gym.factory import DATASETS, create_dataset
+
+
+def generate_gallery() -> str:
+    """Generate markdown content for the gallery"""
+    
+    # Start with header
+    content = ["# Reasoning Gym Dataset Gallery\n"]
+    content.append("This gallery shows examples from all available datasets using their default configurations.\n\n")
+    
+    # Add index
+    content.append("## Available Datasets\n")
+    for name in sorted(DATASETS.keys()):
+        # Create anchor link
+        anchor = name.replace("_", "-").lower()
+        content.append(f"- [{name}](#{anchor})\n")
+    content.append("\n")
+    
+    # Add examples for each dataset
+    content.append("## Dataset Examples\n")
+    for name in sorted(DATASETS.keys()):
+        dataset = create_dataset(name)
+        
+        # Add dataset header with anchor
+        anchor = name.replace("_", "-").lower()
+        content.append(f"### {name} {{{anchor}}}\n")
+        
+        # Get dataset class docstring if available
+        if dataset.__class__.__doc__:
+            doc = textwrap.dedent(dataset.__class__.__doc__.strip())
+            content.append(f"{doc}\n\n")
+        
+        # Show configuration
+        content.append("Default configuration:\n")
+        content.append("```python\n")
+        for key, value in dataset.config.__dict__.items():
+            if not key.startswith("_"):
+                content.append(f"{key} = {value}\n")
+        content.append("```\n\n")
+        
+        # Show examples
+        content.append("Example tasks:\n")
+        content.append("```\n")
+        for i, item in enumerate(dataset):
+            if i >= 3:
+                break
+            content.append(f"Example {i+1}:\n")
+            content.append(f"Question: {item['question']}\n")
+            content.append(f"Answer: {item['answer']}\n")
+            if item.get('metadata'):
+                content.append(f"Metadata: {item['metadata']}\n")
+            content.append("\n")
+        content.append("```\n\n")
+    
+    return "".join(content)
+
+
+def main():
+    """Generate gallery markdown file"""
+    # Ensure scripts directory exists
+    script_dir = Path(__file__).parent
+    if not script_dir.exists():
+        script_dir.mkdir(parents=True)
+        
+    gallery_path = script_dir.parent / "GALLERY.md"
+    gallery_content = generate_gallery()
+    
+    with open(gallery_path, "w") as f:
+        f.write(gallery_content)
+    
+    print(f"Generated gallery at {gallery_path}")
+
+
+if __name__ == "__main__":
+    main()