diff --git a/.github/prompts/release.prompt.md b/.github/prompts/release.prompt.md
index a92a55d..f213dd9 100644
--- a/.github/prompts/release.prompt.md
+++ b/.github/prompts/release.prompt.md
@@ -92,17 +92,17 @@ git tag -a vx.y.z -m "Release vx.y.z"
 git push origin vx.y.z
 ```
 
-### 6. 创建 GitHub Release
-- 使用 GitHub API 创建 Release
-- 标签：`vx.y.z`
-- 标题：`Release vx.y.z` 或自定义标题
-- 内容：第 4 步生成的 Release Notes
-- 发布后，GitHub Actions 会自动触发 PyPI 发布
-
-### 7. 验证发布
+**推送标签后会自动触发**：
+1. 构建 Python 包
+2. 发布到 PyPI
+3. 创建 GitHub Release（从 CHANGELOG.md 提取发布说明）
+4. 上传构建产物（wheel 和 sdist）到 Release
+
+### 6. 验证发布
 - 等待 GitHub Actions 完成（检查 workflow 状态）
-- 提供 PyPI 链接：`https://pypi.org/project/hyperliquid-mcp-python/x.y.z/`
-- 提供 GitHub Release 链接
+- 验证 PyPI 发布：`https://pypi.org/project/hyperliquid-mcp-python/x.y.z/`
+- 验证 GitHub Release：`https://github.com/talkincode/hyperliquid-mcp-python/releases/tag/vx.y.z`
+- 确认 Release 包含构建产物附件
 
 ## 注意事项
 
diff --git a/.github/workflows/publish.yml b/.github/workflows/publish.yml
index 2ca4040..2692ed7 100644
--- a/.github/workflows/publish.yml
+++ b/.github/workflows/publish.yml
@@ -1,8 +1,9 @@
 name: Publish to PyPI
 
 on:
-  release:
-    types: [published]
+  push:
+    tags:
+      - 'v*.*.*'
   workflow_dispatch:
 
 jobs:
@@ -11,7 +12,7 @@ jobs:
     runs-on: ubuntu-latest
     permissions:
       id-token: write
-      contents: read
+      contents: write  # 需要写权限来创建 Release
     
     steps:
     - uses: actions/checkout@v5
@@ -36,3 +37,34 @@ jobs:
       uses: pypa/gh-action-pypi-publish@release/v1
       with:
         password: ${{ secrets.PYPI_API_TOKEN }}
+    
+    - name: Extract version from tag
+      id: get_version
+      run: echo "VERSION=${GITHUB_REF#refs/tags/v}" >> $GITHUB_OUTPUT
+    
+    - name: Generate release notes
+      id: release_notes
+      run: |
+        # 读取 CHANGELOG.md 中当前版本的内容
+        VERSION=${{ steps.get_version.outputs.VERSION }}
+        if [ -f CHANGELOG.md ]; then
+          # 提取当前版本的变更日志
+          awk "/## \[${VERSION}\]/,/## \[/" CHANGELOG.md | sed '$d' > release_notes.md
+          if [ ! -s release_notes.md ]; then
+            echo "Release v${VERSION}" > release_notes.md
+          fi
+        else
+          echo "Release v${VERSION}" > release_notes.md
+        fi
+    
+    - name: Create GitHub Release
+      uses: softprops/action-gh-release@v1
+      with:
+        name: Release v${{ steps.get_version.outputs.VERSION }}
+        body_path: release_notes.md
+        files: |
+          dist/*
+        draft: false
+        prerelease: false
+      env:
+        GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}