diff --git a/.github/workflows/publish.yml b/.github/workflows/publish.yml
new file mode 100644
index 0000000..938abe3
--- /dev/null
+++ b/.github/workflows/publish.yml
@@ -0,0 +1,39 @@
+name: Publish to PyPI
+
+on:
+  push:
+    tags:
+      - 'v*'  # 当推送版本标签时触发
+
+jobs:
+  deploy:
+    runs-on: ubuntu-latest
+    steps:
+    - uses: actions/checkout@v3
+    
+    - name: Set up Python
+      uses: actions/setup-python@v4
+      with:
+        python-version: '3.x'
+    
+    - name: Install dependencies
+      run: |
+        python -m pip install --upgrade pip
+        pip install build twine
+    
+    - name: Extract version from tag
+      id: get_version
+      run: echo "VERSION=${GITHUB_REF#refs/tags/v}" >> $GITHUB_ENV
+    
+    - name: Update version in setup.py
+      run: |
+        sed -i "s/version='.*'/version='$VERSION'/g" setup.py
+    
+    - name: Build package
+      run: python -m build
+    
+    - name: Publish to PyPI
+      env:
+        TWINE_USERNAME: __token__
+        TWINE_PASSWORD: ${{ secrets.PYPI_API_TOKEN }}
+      run: twine upload dist/* 
\ No newline at end of file
diff --git a/README.md b/README.md
index 639efcf..3072ab4 100644
--- a/README.md
+++ b/README.md
@@ -1,3 +1,5 @@
+[![PyPI Downloads](https://static.pepy.tech/badge/tapflow)](https://pepy.tech/projects/tapflow)
+
 ## What is TapFlow
 
 TapFlow is a newly launched programming API framework for the TapData Live Data Platform. It allows developers and data engineers to build data pipelines and models using a simple powerful programming language.
@@ -327,3 +329,6 @@ We welcome you to join our community and interact with us. You can:
 
 - Star us on [GitHub](https://github.com/tapdata/tapdata)
 - Join our [discord](https://discord.gg/xj79hnEB) community or [whatsApp group](https://chat.whatsapp.com/LeY1lVE5GPkEc3TZeEZgDF)
+
+## Stargazers over time
+[![Stargazers over time](https://starchart.cc/tapdata/tapflow.svg?variant=adaptive)](https://starchart.cc/tapdata/tapflow)
\ No newline at end of file
diff --git a/setup.py b/setup.py
index 589758a..8b9a049 100644
--- a/setup.py
+++ b/setup.py
@@ -4,7 +4,7 @@
 
 setup(
     name='tapflow',
-    version='0.2.51',
+    version='0.2.52',
     packages=find_packages(),
     install_requires=required,
     include_package_data=True,
@@ -22,4 +22,6 @@
         'Operating System :: OS Independent',
     ],
     python_requires='>=3.6',
+    long_description=open("README.md").read(),
+    long_description_content_type="text/markdown",
 )