diff --git a/plots/scatter-basic/implementations/matplotlib.py b/plots/scatter-basic/implementations/matplotlib.py
new file mode 100644
index 0000000000..a53423c55f
--- /dev/null
+++ b/plots/scatter-basic/implementations/matplotlib.py
@@ -0,0 +1,27 @@
+"""
+scatter-basic: Basic Scatter Plot
+Library: matplotlib
+"""
+
+import matplotlib.pyplot as plt
+import numpy as np
+
+
+# Data - correlated data with noise
+np.random.seed(42)
+x = np.random.randn(150) * 2 + 10
+y = x * 0.8 + np.random.randn(150) * 1.5
+
+# Create plot
+fig, ax = plt.subplots(figsize=(16, 9))
+ax.scatter(x, y, alpha=0.7, s=60, color="#306998", edgecolors="white", linewidths=0.5)
+
+# Labels and styling
+ax.set_xlabel("X Value", fontsize=20)
+ax.set_ylabel("Y Value", fontsize=20)
+ax.set_title("Basic Scatter Plot", fontsize=20)
+ax.tick_params(axis="both", labelsize=16)
+ax.grid(True, alpha=0.3, linestyle="--")
+
+plt.tight_layout()
+plt.savefig("plot.png", dpi=300, bbox_inches="tight")
diff --git a/plots/scatter-basic/metadata/matplotlib.yaml b/plots/scatter-basic/metadata/matplotlib.yaml
new file mode 100644
index 0000000000..bc627b8814
--- /dev/null
+++ b/plots/scatter-basic/metadata/matplotlib.yaml
@@ -0,0 +1,18 @@
+# Per-library metadata for matplotlib implementation of scatter-basic
+# Auto-generated by impl-generate.yml
+
+library: matplotlib
+specification_id: scatter-basic
+
+preview_url: https://storage.googleapis.com/pyplots-images/plots/scatter-basic/matplotlib/plot.png
+preview_html: null
+
+current:
+  version: 0
+  generated_at: 2025-12-11T22:54:42Z
+  generated_by: claude-opus-4-5-20251101
+  workflow_run: 20150014768
+  issue: 611
+  quality_score: 92
+
+history: []