diff --git a/.github/workflows/CD.yaml b/.github/workflows/CD.yaml
index adc538e..f2849ef 100644
--- a/.github/workflows/CD.yaml
+++ b/.github/workflows/CD.yaml
@@ -24,7 +24,7 @@ jobs:
     runs-on: ubuntu-latest
 
     steps:
-      - name: checkout code
+      - name: Checkout Code
         uses: actions/checkout@v3
         with:
           # “最近更新时间” 等 git 日志相关信息，需要拉取全部提交记录
@@ -41,12 +41,18 @@ jobs:
           version: 7
           run_install: true
 
-      - name: Cache dependencies
+      - name: Cache Dependencies
         uses: actions/cache@v3
         with:
           path: node_modules
           key: ${{ runner.os }}-node_modules-${{ hashFiles('**/pnpm-lock.yaml') }}
 
+      - name: Cache PNPM
+        uses: actions/cache@v3
+        with:
+          path: ~/.pnpm-store
+          key: ${{ runner.os }}-pnpm-${{ hashFiles('pnpm-lock.yaml') }}
+
   ## 部署到Github-Pages
   deploy-github:
     name: "部署到Github-Pages"
@@ -54,12 +60,12 @@ jobs:
     runs-on: ubuntu-latest
 
     steps:
-      - name: checkout code
+      - name: Checkout Code
         uses: actions/checkout@v3
         with:
           fetch-depth: 0
 
-      - name: Restore dependencies from cache
+      - name: Restore Dependencies From cache
         uses: actions/cache@v3
         with:
           path: node_modules
@@ -70,7 +76,7 @@ jobs:
       - name: Build VuePress Site
         run: ls -a && ./scripts/bundle build_proxy
 
-      - name: Deploy to GitHub Page
+      - name: Deploy To GitHub Page
         uses: crazy-max/ghaction-github-pages@v3
         with:
           target_branch: pages/github
@@ -85,17 +91,23 @@ jobs:
     runs-on: ubuntu-latest
     if: github.repository == '142vip/408CSFamily'
     steps:
-      - name: checkout code
+      - name: Checkout Code
         uses: actions/checkout@v3
         with:
           fetch-depth: 0
 
-      - name: Restore dependencies from cache
+      - name: Restore Dependencies From Cache
         uses: actions/cache@v3
         with:
           path: node_modules
           key: ${{ runner.os }}-node_modules-${{ hashFiles('**/pnpm-lock.yaml') }}
 
+      - name: Restore PNPM From Cache
+        uses: actions/cache@v3
+        with:
+          path: ~/.pnpm-store
+          key: ${{ runner.os }}-pnpm-${{ hashFiles('pnpm-lock.yaml') }}
+
       - name: Pull Vercel Environment Information
         run: vercel pull --yes --environment=production --token=${{ secrets.VERCEL_TOKEN }}
 
@@ -114,7 +126,7 @@ jobs:
     if: github.repository == '142vip/408CSFamily' && startsWith(github.ref, 'refs/tags/v')
 
     steps:
-      - name: Restore dependencies from cache
+      - name: Restore Dependencies From cache
         uses: actions/cache@v3
         with:
           path: node_modules
diff --git a/.github/workflows/CI.yml b/.github/workflows/CI.yml
index 51c2095..0b41a40 100644
--- a/.github/workflows/CI.yml
+++ b/.github/workflows/CI.yml
@@ -45,7 +45,7 @@ jobs:
           version: 7
           run_install: true
 
-      - name: Cache dependencies
+      - name: Cache Dependencies
         uses: actions/cache@v3
         with:
           path: node_modules