diff --git a/.github/workflows/community-stats.yml b/.github/workflows/community-stats.yml
index c898298..37828cd 100644
--- a/.github/workflows/community-stats.yml
+++ b/.github/workflows/community-stats.yml
@@ -1,5 +1,5 @@
 # OpenWebUI 社区统计报告自动生成
-# 每小时自动获取并更新社区统计数据
+# 使用 GitHub Gist 存储动态徽章数据，避免频繁 commit
 
 name: Community Stats
 
@@ -39,10 +39,52 @@ jobs:
         run: |
           python scripts/openwebui_stats.py
       
-      - name: Check for changes
+      - name: Upload badges to Gist
+        if: ${{ secrets.GIST_TOKEN != '' && secrets.GIST_ID != '' }}
+        env:
+          GIST_TOKEN: ${{ secrets.GIST_TOKEN }}
+          GIST_ID: ${{ secrets.GIST_ID }}
+        run: |
+          # Upload each badge JSON to Gist
+          for badge in docs/badges/*.json; do
+            filename=$(basename "$badge")
+            content=$(cat "$badge" | jq -c '.')
+            
+            # Update Gist file
+            curl -s -X PATCH \
+              -H "Authorization: token $GIST_TOKEN" \
+              -H "Accept: application/vnd.github+json" \
+              "https://api.github.com/gists/$GIST_ID" \
+              -d "{\"files\":{\"$filename\":{\"content\":$content}}}"
+            
+            echo "✅ Uploaded $filename to Gist"
+          done
+      
+      - name: Check for significant changes
         id: check_changes
         run: |
-          git diff --quiet docs/community-stats.zh.md docs/community-stats.md README.md README_CN.md || echo "changed=true" >> $GITHUB_OUTPUT
+          # Only commit if there are changes to markdown files (not just time updates)
+          # This reduces commit frequency by only committing when actual data changes
+          
+          # Get current stats
+          NEW_DOWNLOADS=$(jq -r '.total_downloads' docs/community-stats.json 2>/dev/null || echo "0")
+          NEW_POSTS=$(jq -r '.total_posts' docs/community-stats.json 2>/dev/null || echo "0")
+          
+          # Get previous stats from git
+          OLD_DOWNLOADS=$(git show HEAD:docs/community-stats.json 2>/dev/null | jq -r '.total_downloads' 2>/dev/null || echo "0")
+          OLD_POSTS=$(git show HEAD:docs/community-stats.json 2>/dev/null | jq -r '.total_posts' 2>/dev/null || echo "0")
+          
+          echo "Previous: $OLD_DOWNLOADS downloads, $OLD_POSTS posts"
+          echo "Current: $NEW_DOWNLOADS downloads, $NEW_POSTS posts"
+          
+          # Only mark as changed if downloads or posts count changed
+          if [ "$NEW_DOWNLOADS" != "$OLD_DOWNLOADS" ] || [ "$NEW_POSTS" != "$OLD_POSTS" ]; then
+            echo "changed=true" >> $GITHUB_OUTPUT
+            echo "📊 Stats changed, will commit"
+          else
+            echo "changed=false" >> $GITHUB_OUTPUT
+            echo "⏭️ No significant changes, skipping commit"
+          fi
       
       - name: Commit and push changes
         if: steps.check_changes.outputs.changed == 'true'
diff --git a/scripts/openwebui_stats.py b/scripts/openwebui_stats.py
index 1a22df7..0df96ae 100644
--- a/scripts/openwebui_stats.py
+++ b/scripts/openwebui_stats.py
@@ -331,6 +331,67 @@ class OpenWebUIStats:
             json.dump(stats, f, ensure_ascii=False, indent=2)
         print(f"✅ JSON 数据已保存到: {filepath}")
 
+    def generate_shields_endpoints(self, stats: dict, output_dir: str = "docs/badges"):
+        """
+        生成 Shields.io endpoint JSON 文件
+
+        Args:
+            stats: 统计数据
+            output_dir: 输出目录
+        """
+        Path(output_dir).mkdir(parents=True, exist_ok=True)
+
+        def format_number(n: int) -> str:
+            """格式化数字为易读格式"""
+            if n >= 1000000:
+                return f"{n/1000000:.1f}M"
+            elif n >= 1000:
+                return f"{n/1000:.1f}k"
+            return str(n)
+
+        # 各种徽章数据
+        badges = {
+            "downloads": {
+                "schemaVersion": 1,
+                "label": "downloads",
+                "message": format_number(stats["total_downloads"]),
+                "color": "blue",
+                "namedLogo": "openwebui",
+            },
+            "plugins": {
+                "schemaVersion": 1,
+                "label": "plugins",
+                "message": str(stats["total_posts"]),
+                "color": "green",
+            },
+            "followers": {
+                "schemaVersion": 1,
+                "label": "followers",
+                "message": format_number(stats.get("user", {}).get("followers", 0)),
+                "color": "blue",
+            },
+            "points": {
+                "schemaVersion": 1,
+                "label": "points",
+                "message": format_number(stats.get("user", {}).get("total_points", 0)),
+                "color": "orange",
+            },
+            "upvotes": {
+                "schemaVersion": 1,
+                "label": "upvotes",
+                "message": format_number(stats["total_upvotes"]),
+                "color": "brightgreen",
+            },
+        }
+
+        for name, data in badges.items():
+            filepath = Path(output_dir) / f"{name}.json"
+            with open(filepath, "w", encoding="utf-8") as f:
+                json.dump(data, f, indent=2)
+            print(f"  📊 Generated badge: {name}.json")
+
+        print(f"✅ Shields.io endpoints saved to: {output_dir}/")
+
     def generate_readme_stats(self, stats: dict, lang: str = "zh") -> str:
         """
         生成 README 统计徽章区域
@@ -537,6 +598,10 @@ def main():
     json_path = script_dir / "docs" / "community-stats.json"
     stats_client.save_json(stats, str(json_path))
 
+    # 生成 Shields.io endpoint JSON (用于动态徽章)
+    badges_dir = script_dir / "docs" / "badges"
+    stats_client.generate_shields_endpoints(stats, str(badges_dir))
+
     # 更新 README 文件
     readme_path = script_dir / "README.md"
     readme_cn_path = script_dir / "README_CN.md"