diff --git a/.github/workflows/release-cli-napi.yml b/.github/workflows/release-cli-napi.yml
index e9e6fa84..a85050c2 100644
--- a/.github/workflows/release-cli-napi.yml
+++ b/.github/workflows/release-cli-napi.yml
@@ -106,6 +106,7 @@ jobs:
         shell: bash
         run: |
           target_dir="cli/npm/${{ matrix.target.suffix }}"
+          mkdir -p "$target_dir"
           for lib in logger md-compiler config init-bundle; do
             cp libraries/$lib/dist/*.node "$target_dir/"
           done
@@ -146,6 +147,7 @@ jobs:
           for artifact_dir in artifacts/cli-napi-*/; do
             suffix=$(basename "$artifact_dir" | sed 's/cli-napi-//')
             target_dir="cli/npm/${suffix}"
+            mkdir -p "$target_dir"
             echo "Copying from ${artifact_dir} to ${target_dir}"
             cp "${artifact_dir}"*.node "$target_dir/" || { echo "ERROR: no .node files found in ${artifact_dir}"; exit 1; }
           done
diff --git a/.github/workflows/release-cli.yml b/.github/workflows/release-cli.yml
index a9fcb422..107a3108 100644
--- a/.github/workflows/release-cli.yml
+++ b/.github/workflows/release-cli.yml
@@ -100,9 +100,9 @@ jobs:
       version: ${{ needs.check-version.outputs.version }}
     secrets: inherit
 
-  # 5. 构建 GUI 并创建 GitHub Release
+  # 5. 构建 GUI 并创建 GitHub Release（等 CLI 主包发布完成后再构建）
   release-gui:
-    needs: check-version
+    needs: [check-version, publish-cli]
     if: needs.check-version.outputs.publish == 'true'
     uses: ./.github/workflows/release-gui.yml
     with: