diff --git a/README.md b/README.md
index 2df07c8..fe31190 100644
--- a/README.md
+++ b/README.md
@@ -10,6 +10,10 @@ surface keeps that name; SpaceBio-Bench is the forward-looking platform name.
 [![Dataset on Hugging Face](https://img.shields.io/badge/Hugging%20Face-Dataset-yellow)](https://huggingface.co/datasets/jang1563/genelab-benchmark)
 [![License: MIT](https://img.shields.io/badge/License-MIT-green.svg)](LICENSE)
 
+<p align="center">
+  <img src="docs/assets/hf_benchmark_summary.png" alt="SpaceBio-Bench benchmark summary showing public LOMO tasks, fold packages, tissues, processed samples, ML evaluations, best AUROC by tissue, and public fold package contents">
+</p>
+
 Maintainer / citation author: JangKeun Kim, Weill Cornell Medicine.
 
 Current public release note: **v7.1.2 public-card/metadata patch** over
diff --git a/scripts/validate_public_docs_consistency.py b/scripts/validate_public_docs_consistency.py
index 47fd790..c09cb9e 100644
--- a/scripts/validate_public_docs_consistency.py
+++ b/scripts/validate_public_docs_consistency.py
@@ -83,6 +83,7 @@ def validate_public_docs() -> list[str]:
     require_contains(errors, "README.md", readme, "v7.1 GeneLab Benchmark")
     require_contains(errors, "README.md", readme, "release/release_manifest.json")
     require_contains(errors, "README.md", readme, "https://huggingface.co/datasets/jang1563/genelab-benchmark")
+    require_contains(errors, "README.md", readme, "docs/assets/hf_benchmark_summary.png")
     require_absent(errors, "README.md", readme, "Version: v7.0 (2026-04-12)")
     require_absent(errors, "README.md", readme, "Status: **v1–v7 Complete**")