diff --git a/scripts/openclaw.py b/scripts/openclaw.py
new file mode 100644
index 0000000..03e0421
--- /dev/null
+++ b/scripts/openclaw.py
@@ -0,0 +1,143 @@
+"""Script to scrape published OpenClaw CVE IDs and build AVID reports."""
+
+import argparse
+import asyncio
+import re
+import sys
+from datetime import datetime, timezone
+from pathlib import Path
+from typing import Set
+
+import requests
+
+sys.path.insert(0, str(Path(__file__).parent.parent))  # noqa: E402
+
+from avidtools.connectors.cve import (  # noqa: E402
+    fetch_reports_for_cves,
+    save_reports_to_jsonl,
+)
+from avidtools.datamodels.components import Reference  # noqa: E402
+
+
+def _extract_repo_owner_and_name(repo_url: str) -> tuple[str, str]:
+    """Extract owner and repository name from a GitHub repository URL."""
+    stripped = repo_url.rstrip("/")
+    match = re.match(r"https://github\.com/([^/]+)/([^/]+)", stripped)
+    if not match:
+        raise ValueError(f"Unsupported GitHub repository URL: {repo_url}")
+    return match.group(1), match.group(2)
+
+
+def scrape_published_cve_ids_from_openclaw(repo_url: str) -> Set[str]:
+    """Scrape published CVE IDs from OpenClawCVEs README.
+
+    This targets the "CVEs Published in cvelistV5" section to avoid
+    RESERVED CVEs listed in the pipeline section.
+    """
+    print(f"Scraping published CVE IDs from: {repo_url}")
+
+    try:
+        owner, repo = _extract_repo_owner_and_name(repo_url)
+    except ValueError as e:
+        print(f"Error: {e}")
+        return set()
+
+    readme_url = f"https://raw.githubusercontent.com/{owner}/{repo}/main/README.md"
+
+    try:
+        response = requests.get(readme_url, timeout=30)
+        response.raise_for_status()
+    except requests.RequestException as e:
+        print(f"Error fetching README from {readme_url}: {e}")
+        return set()
+
+    readme_text = response.text
+
+    section_match = re.search(
+        r"##\s+🚀\s+CVEs Published in cvelistV5.*?(?=\n##\s+|\Z)",
+        readme_text,
+        flags=re.DOTALL,
+    )
+
+    section_text = section_match.group(0) if section_match else readme_text
+
+    cve_pattern = re.compile(r"CVE-\d{4}-\d{4,}")
+    cve_ids = set(cve_pattern.findall(section_text))
+
+    print(f"Found {len(cve_ids)} published CVE IDs: {sorted(cve_ids)}")
+    return cve_ids
+
+
+def add_source_reference_to_reports(repo_url: str, reports: list) -> None:
+    """Add the OpenClaw repository URL as a source reference to each report."""
+    normalized_url = repo_url.rstrip("/")
+    for report in reports:
+        existing_refs = report.references or []
+        if any(ref.url == normalized_url for ref in existing_refs):
+            continue
+        existing_refs.append(
+            Reference(
+                type="source",
+                label="OpenClawCVEs repository",
+                url=normalized_url,
+            )
+        )
+        report.references = existing_refs
+
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser(
+        description="Scrape published CVEs from OpenClawCVEs and convert to AVID Reports"
+    )
+    parser.add_argument(
+        "--repo-url",
+        type=str,
+        default="https://github.com/jgamblin/OpenClawCVEs/",
+        help="OpenClaw CVE repository URL",
+    )
+    parser.add_argument(
+        "--output-dir",
+        type=Path,
+        default=None,
+        help="Output directory for JSONL file (default: avid-db/reports/review)",
+    )
+
+    args = parser.parse_args()
+
+    print("=" * 80)
+    print("CVE Scraper - OpenClawCVEs to AVID Report Converter")
+    print("=" * 80)
+    print()
+
+    cve_ids = sorted(scrape_published_cve_ids_from_openclaw(args.repo_url))
+    if not cve_ids:
+        print("No published CVE IDs found. Exiting.")
+        raise SystemExit(1)
+
+    print(f"Requesting {len(cve_ids)} CVEs from connector...")
+    reports = asyncio.run(fetch_reports_for_cves(cve_ids, max_concurrent=10))
+    if not reports:
+        print("No Reports were created.")
+        raise SystemExit(1)
+
+    add_source_reference_to_reports(args.repo_url, reports)
+
+    utc_timestamp = datetime.now(timezone.utc).strftime("%Y%m%d_%H%M%S")
+    filename = f"openclaw_cve_digest_{utc_timestamp}.jsonl"
+    script_dir = Path(__file__).parent
+    default_output = (
+        script_dir.parent.parent / "avid-db" / "reports" / "review" / filename
+    )
+    output_path = (args.output_dir / filename) if args.output_dir else default_output
+
+    save_reports_to_jsonl(reports, str(output_path))
+
+    print()
+    print("=" * 80)
+    print(
+        "Complete! Successfully processed "
+        f"{len(reports)} out of {len(cve_ids)} published CVEs"
+    )
+    print("Output file:")
+    print(f"  - {output_path}")
+    print("=" * 80)