diff --git a/.github/workflows/build_wheel.yml b/.github/workflows/build_wheel.yml
index df4a109841..84c8ac4b74 100644
--- a/.github/workflows/build_wheel.yml
+++ b/.github/workflows/build_wheel.yml
@@ -136,6 +136,41 @@ jobs:
           tags: ${{ steps.meta.outputs.tags }}
           labels: ${{ steps.meta.outputs.labels }}
 
+  build_pypi_index:
+    needs: [build_wheels, build_sdist]
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/download-artifact@v3
+        with:
+          name: artifact
+          path: dist/packages
+      - uses: actions/setup-python@v4
+        name: Install Python
+        with:
+          python-version: '3.11'
+      - run: pip install dumb-pypi
+      - run: |
+          ls dist/packages > package_list.txt
+          dumb-pypi --output-dir dist --packages-url ../../packages --package-list package_list.txt --title "DeePMD-kit Developed Packages"
+      - name: Upload Pages artifact
+        uses: actions/upload-pages-artifact@v2
+        with:
+          path: dist
+  deploy_pypi_index:
+    needs: build_pypi_index
+    permissions:
+      pages: write
+      id-token: write
+    environment:
+      name: github-pages
+      url: ${{ steps.deployment.outputs.page_url }}
+    runs-on: ubuntu-latest
+    if: github.event_name == 'push' && github.ref == 'refs/heads/devel' && github.repository_owner == 'deepmodeling'
+    steps:
+      - name: Deploy to GitHub Pages
+        id: deployment
+        uses: actions/deploy-pages@v2
+
   pass:
     name: Pass testing build wheels
     needs: [build_wheels, build_sdist]
diff --git a/doc/install/easy-install-dev.md b/doc/install/easy-install-dev.md
index 855c2f1839..dd943c37af 100644
--- a/doc/install/easy-install-dev.md
+++ b/doc/install/easy-install-dev.md
@@ -17,7 +17,7 @@ docker pull ghcr.io/deepmodeling/deepmd-kit:devel
 Below is an one-line shell command to download the [artifact](https://nightly.link/deepmodeling/deepmd-kit/workflows/build_wheel/devel/artifact.zip) containing wheels and install it with `pip`:
 
 ```sh
-bash -c 'wget -O /tmp/z.$$ https://nightly.link/deepmodeling/deepmd-kit/workflows/build_wheel/devel/artifact.zip && unzip /tmp/z.$$ -d /tmp/dist.$$ && pip install -U --pre deepmd-kit[gpu,cu11,lmp] --find-links /tmp/dist.$$ && rm -r /tmp/z.$$ /tmp/dist.$$'
+pip install -U --pre deepmd-kit[gpu,cu11,lmp] --extra-index-url https://deepmodeling.github.io/deepmd-kit/simple
 ```
 
 `cu11` and `lmp` are optional, which is the same as the stable version.