diff --git a/.github/dependabot.yml b/.github/dependabot.yml
index 0635bad..02e281d 100644
--- a/.github/dependabot.yml
+++ b/.github/dependabot.yml
@@ -6,4 +6,4 @@ updates:
       interval: weekly
     open-pull-requests-limit: 99
     labels:
-      - 'pr: dependencies'
+      - 'dependencies'
diff --git a/.github/release-drafter.yml b/.github/release-drafter.yml
new file mode 100644
index 0000000..980b1e9
--- /dev/null
+++ b/.github/release-drafter.yml
@@ -0,0 +1,42 @@
+name-template: 'v$RESOLVED_VERSION'
+tag-template: 'v$RESOLVED_VERSION'
+template: |
+  # What's Changed
+
+  $CHANGES
+
+  **Full Changelog**: https://github.com/$OWNER/$REPOSITORY/compare/$PREVIOUS_TAG...v$RESOLVED_VERSION
+
+categories:
+  - title: 'Breaking'
+    label: 'breaking'
+  - title: 'New'
+    label: 'feature'
+  - title: 'Bug Fixes'
+    label: 'bug'
+  - title: 'Maintenance'
+    label: 'maintenance'
+  - title: 'Documentation'
+    label: 'docs'
+  - title: 'Other changes'
+  - title: 'Dependency Updates'
+    label: 'dependencies'
+    collapse-after: 5
+
+version-resolver:
+  major:
+    labels:
+      - 'breaking'
+  minor:
+    labels:
+      - 'feature'
+  patch:
+    labels:
+      - 'bug'
+      - 'maintenance'
+      - 'docs'
+      - 'dependencies'
+      - 'security'
+
+exclude-labels:
+  - 'skip-changelog'
\ No newline at end of file
diff --git a/.github/workflows/check-pr-title.yml b/.github/workflows/check-pr-title.yml
new file mode 100644
index 0000000..e0c2adb
--- /dev/null
+++ b/.github/workflows/check-pr-title.yml
@@ -0,0 +1,18 @@
+name: "Validate PR Title"
+
+on:
+  pull_request:
+    types:
+      - opened
+      - edited
+      - synchronize
+      - reopened
+
+jobs:
+  check-pr-title:
+    name: Validate PR Title
+    runs-on: ubuntu-latest
+    steps:
+      - uses: amannn/action-semantic-pull-request@v5
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
\ No newline at end of file
diff --git a/.github/workflows/draft.yml b/.github/workflows/draft.yml
new file mode 100644
index 0000000..a402761
--- /dev/null
+++ b/.github/workflows/draft.yml
@@ -0,0 +1,16 @@
+name: Release Drafter
+on:
+  push:
+  pull_request:
+permissions:
+  contents: read
+jobs:
+  update-release-draft:
+    permissions:
+      contents: write
+      pull-requests: write
+    runs-on: ubuntu-latest
+    steps:
+      - uses: release-drafter/release-drafter@v6
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
diff --git a/.github/workflows/pr-auto-label.yml b/.github/workflows/pr-auto-label.yml
new file mode 100644
index 0000000..35c8918
--- /dev/null
+++ b/.github/workflows/pr-auto-label.yml
@@ -0,0 +1,75 @@
+name: 'Auto Label by Title'
+
+on:
+  pull_request:
+    types:
+      - opened
+      - edited # 注意：增加了 edited 类型，标题编辑时也会触发
+      - synchronize
+
+jobs:
+  label-by-title:
+    runs-on: ubuntu-latest
+    # 添加权限配置
+    permissions:
+      issues: write  # 或者 contents: write
+      pull-requests: write
+    steps:
+      - name: Label PR based on title keywords
+        uses: actions/github-script@v7
+        with:
+          script: |
+            const title = context.payload.pull_request.title.toLowerCase();
+            const labelsToAdd = new Set(); // 使用 Set 避免重复添加
+
+            // 定义关键词与标签的映射
+            const keywordMap = {
+              'bug': 'bug',
+              'fix': 'bug',
+              'error': 'bug',
+              'feat': 'feature',
+              'feature': 'feature',
+              'improvement': 'enhancement',
+              'doc': 'documentation',
+              'readme': 'documentation',
+              'chore': 'chore',
+              'bump': 'dependencies',
+              'dependabot': 'dependencies',
+              'upgrade': 'dependencies',
+              'security': 'security',
+              'ci':'ci'
+            };
+
+            // 检查标题是否包含关键词
+            for (const [keyword, label] of Object.entries(keywordMap)) {
+              if (title.includes(keyword)) {
+                labelsToAdd.add(label);
+              }
+            }
+
+            // 如果有匹配的标签，则先清除现有标签，再添加新标签
+            if (labelsToAdd.size > 0) {
+              const labelsArray = Array.from(labelsToAdd);
+              console.log(`Clearing existing labels and adding: ${labelsArray.join(', ')}`);
+
+              // 首先清除所有现有标签
+              try {
+                await github.rest.issues.removeAllLabels({
+                  issue_number: context.issue.number,
+                  owner: context.repo.owner,
+                  repo: context.repo.repo
+                });
+                console.log('All existing labels removed');
+              } catch (error) {
+                console.log('Error removing labels:', error.message);
+              }
+
+              // 然后添加新的标签
+              await github.rest.issues.addLabels({
+                issue_number: context.issue.number,
+                owner: context.repo.owner,
+                repo: context.repo.repo,
+                labels: labelsArray
+              });
+              console.log('New labels added successfully');
+            }
\ No newline at end of file
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
new file mode 100644
index 0000000..8ce95aa
--- /dev/null
+++ b/.pre-commit-config.yaml
@@ -0,0 +1,7 @@
+repos:
+  - repo: https://github.com/pre-commit/pre-commit-hooks
+    rev: v6.0.0  # Use the ref you want to point at
+    hooks:
+      - id: check-added-large-files
+#      - id: trailing-whitespace
+#      - id: check-yaml
\ No newline at end of file