diff --git a/tools/score_report_doc_quality.py b/tools/score_report_doc_quality.py
new file mode 100644
index 000000000..4bdedad8f
--- /dev/null
+++ b/tools/score_report_doc_quality.py
@@ -0,0 +1,46 @@
+from pathlib import Path
+import sys
+
+SCORING_SECTIONS = {
+    "## Purpose": 25,
+    "## Starter Mapping": 25,
+    "## Future Opportunities": 25,
+    "## Conclusion": 25,
+}
+
+
+def calculate_score(file_path: Path) -> int:
+    if not file_path.exists():
+        print(f"Fail. File not found: {file_path}")
+        return 0
+
+    content = file_path.read_text(encoding="utf-8")
+    lines = [
+            line.strip().rstrip("#").strip()
+            for line in content.splitlines()
+            ]
+    score = 0
+
+    for section, points in SCORING_SECTIONS.items():
+        if section in lines:
+            score += points
+            print(f"Pass. Found {section} (+{points})")
+        else:
+            print(f"Miss. Missing {section} (+0)")
+
+    print(f"\nDocumentation Score: {score}/100")
+    return score
+
+
+def main() -> int:
+    if len(sys.argv) != 2:
+        print("Usage: python tools/score_report_doc_quality.py <markdown-file-path>")
+        return 1
+
+    score = calculate_score(Path(sys.argv[1]))
+
+    return 0 if score == 100 else 1
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())
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