fix(e2e): pin Vector image for log tests

Signed-off-by: yuluo-yx <yuluo08290126@gmail.com>

.all-contributorsrc

@@ -7,7 +7,6 @@
     "README.md",
     "README_CN.md",
     "README_JP.md"
-    "home/src/pages/team/index.jsx"
   ],
   "imageSize": 100,
   "commit": true,
@@ -1270,16 +1269,12 @@
       ]
     },
     {
-      "login": "a-little-fool",
-      "name": "小笨蛋",
+      "login": "lynx009",
+      "name": "lynx009",
       "avatar_url": "https://avatars.githubusercontent.com/u/105542329?v=4",
-      "profile": "https://github.com/a-little-fool",
+      "profile": "https://github.com/lynx009",
       "contributions": [
-        "code",
-        "doc",
-        "blog",
-        "bug",
-        "design"
+        "doc"
       ]
     },
     {
@@ -1442,7 +1437,7 @@
     },
     {
       "login": "Calvin979",
-      "name": "Naruse",
+      "name": "Calvin",
       "avatar_url": "https://avatars.githubusercontent.com/u/131688897?v=4",
       "profile": "https://github.com/Calvin979",
       "contributions": [
@@ -2523,6 +2518,201 @@
       "contributions": [
         "code"
       ]
+    },
+    {
+      "login": "yy549159265",
+      "name": "yy549159265",
+      "avatar_url": "https://avatars.githubusercontent.com/u/40821310?v=4",
+      "profile": "https://github.com/yy549159265",
+      "contributions": [
+        "code",
+        "test",
+        "design"
+      ]
+    },
+    {
+      "login": "cto-huhang",
+      "name": "cto-huhang",
+      "avatar_url": "https://avatars.githubusercontent.com/u/53338629?v=4",
+      "profile": "https://github.com/cto-huhang",
+      "contributions": [
+        "doc"
+      ]
+    },
+    {
+      "login": "Saramanda9988",
+      "name": "LunaRain_079",
+      "avatar_url": "https://avatars.githubusercontent.com/u/176664901?v=4",
+      "profile": "https://github.com/Saramanda9988",
+      "contributions": [
+        "doc",
+        "code"
+      ]
+    },
+    {
+      "login": "delei",
+      "name": "DeleiGuo",
+      "avatar_url": "https://avatars.githubusercontent.com/u/17263766?v=4",
+      "profile": "https://github.com/delei",
+      "contributions": [
+        "doc",
+        "code",
+        "test",
+        "bug"
+      ]
+    },
+    {
+      "login": "chingjustwe",
+      "name": "Rocky, Chi",
+      "avatar_url": "https://avatars.githubusercontent.com/u/13643747?v=4",
+      "profile": "https://github.com/chingjustwe",
+      "contributions": [
+        "code"
+      ]
+    },
+    {
+      "login": "rowankid",
+      "name": "Wenqi Luo",
+      "avatar_url": "https://avatars.githubusercontent.com/u/18652781?v=4",
+      "profile": "https://github.com/rowankid",
+      "contributions": [
+        "bug"
+      ]
+    },
+    {
+      "login": "tuzuy",
+      "name": "tuzuy",
+      "avatar_url": "https://avatars.githubusercontent.com/u/95274591?v=4",
+      "profile": "https://github.com/tuzuy",
+      "contributions": [
+        "code"
+      ]
+    },
+    {
+      "login": "carlpinto25",
+      "name": "carl pinto",
+      "avatar_url": "https://avatars.githubusercontent.com/u/117299909?v=4",
+      "profile": "https://github.com/carlpinto25",
+      "contributions": [
+        "code"
+      ]
+    },
+    {
+      "login": "cxhello",
+      "name": "cxhello",
+      "avatar_url": "https://avatars.githubusercontent.com/u/49056040?v=4",
+      "profile": "https://cxhello.top/",
+      "contributions": [
+        "doc"
+      ]
+    },
+    {
+      "login": "jl15988",
+      "name": "会功夫的李白",
+      "avatar_url": "https://avatars.githubusercontent.com/u/70638770?v=4",
+      "profile": "https://github.com/jl15988",
+      "contributions": [
+        "code"
+      ]
+    },
+    {
+      "login": "AlbertYang0801",
+      "name": "Albert.Yang",
+      "avatar_url": "https://avatars.githubusercontent.com/u/37127008?v=4",
+      "profile": "https://blog.aytop.cloud/",
+      "contributions": [
+        "code"
+      ]
+    },
+    {
+      "login": "mengnankkkk",
+      "name": "zhou yong kang",
+      "avatar_url": "https://avatars.githubusercontent.com/u/150590575?v=4",
+      "profile": "https://blog.tokenlen.top/",
+      "contributions": [
+        "code"
+      ]
+    },
+    {
+      "login": "warrobe",
+      "name": "warrobe",
+      "avatar_url": "https://avatars.githubusercontent.com/u/89446159?v=4",
+      "profile": "https://github.com/warrobe",
+      "contributions": [
+        "code"
+      ]
+    },
+    {
+      "login": "Jetiaime",
+      "name": "TeAmo",
+      "avatar_url": "https://avatars.githubusercontent.com/u/93769000?v=4",
+      "profile": "https://github.com/Jetiaime",
+      "contributions": [
+        "code"
+      ]
+    },
+    {
+      "login": "pentium100",
+      "name": "pentium100",
+      "avatar_url": "https://avatars.githubusercontent.com/u/27917?v=4",
+      "profile": "https://github.com/pentium100",
+      "contributions": [
+        "code"
+      ]
+    },
+    {
+      "login": "dedyks",
+      "name": "Dedy Kurniawan Santoso",
+      "avatar_url": "https://avatars.githubusercontent.com/u/23741665?v=4",
+      "profile": "https://github.com/dedyks",
+      "contributions": [
+        "code"
+      ]
+    },
+    {
+      "login": "KOYR",
+      "name": "KOYR",
+      "avatar_url": "https://avatars.githubusercontent.com/u/53216619?v=4",
+      "profile": "https://github.com/KOYR",
+      "contributions": [
+        "code"
+      ]
+    },
+    {
+      "login": "Lathika226",
+      "name": "LathikaBaddam",
+      "avatar_url": "https://avatars.githubusercontent.com/u/178710568?v=4",
+      "profile": "https://github.com/Lathika226",
+      "contributions": [
+        "doc"
+      ]
+    },
+    {
+      "login": "Sahil-Shadwal",
+      "name": "Sahil Shadwal",
+      "avatar_url": "https://avatars.githubusercontent.com/u/119167601?v=4",
+      "profile": "https://shadwal.space/",
+      "contributions": [
+        "code"
+      ]
+    },
+    {
+      "login": "BhanuNidumolu",
+      "name": "N.Bhanu Prasad",
+      "avatar_url": "https://avatars.githubusercontent.com/u/180380413?v=4",
+      "profile": "https://github.com/BhanuNidumolu",
+      "contributions": [
+        "code"
+      ]
+    },
+    {
+      "login": "Prakash1185",
+      "name": "Prakash Kumar",
+      "avatar_url": "https://avatars.githubusercontent.com/u/183058331?v=4",
+      "profile": "https://prakashh-portfolio.vercel.app/",
+      "contributions": [
+        "code"
+      ]
     }
   ],
   "contributorsPerLine": 7,

.asf.yaml

@@ -16,11 +16,15 @@
 #
 
 github:
-  description: Apache HertzBeat(incubating) is a real-time monitoring system with agentless, performance cluster, prometheus-compatible, custom monitoring and status page building capabilities.
+  description: An AI-powered next-generation open source real-time observability system.
   homepage: https://hertzbeat.apache.org/
   labels:
-    - monitoring
+    - ai
+    - agent
+    - llm
+    - logs
     - monitor
+    - monitoring
     - notifications
     - alerting
     - self-hosted
@@ -30,15 +34,11 @@ github:
     - metrics
     - observability
     - uptime
-    - uptime-monitoring
     - status
     - status-page
-    - devops
     - server
     - linux
     - database
-    - mysql
-    - cloud
   enabled_merge_buttons:
     squash: true
     merge: false

.devcontainer/devcontainer.json

@@ -1,5 +1,5 @@
 {
-    "name": "Hertzbeat DevContainer",
+    "name": "HertzBeat DevContainer",
     "image": "mcr.microsoft.com/devcontainers/base:ubuntu",
     "features": {
         "ghcr.io/devcontainers/features/java:1": {
@@ -15,7 +15,6 @@
     "customizations": {
         "vscode": {
             "settings": {},
-            // same extensions as Gitpod, should match /.gitpod.yml
             "extensions": [
                 "vscjava.vscode-java-pack",
                 "editorconfig.editorconfig",
@@ -30,7 +29,7 @@
     },
     "portsAttributes": {
         "4200": {
-            "label": "Hertzbeat Web",
+            "label": "HertzBeat Web",
             "onAutoForward": "notify"
         }
     },

.editorconfig

@@ -0,0 +1,55 @@
+# Licensed to the Apache Software Foundation (ASF) under one or more
+# contributor license agreements.  See the NOTICE file distributed with
+# this work for additional information regarding copyright ownership.
+# The ASF licenses this file to You under the Apache License, Version 2.0
+# (the "License"); you may not use this file except in compliance with
+# the License.  You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+#
+
+# EditorConfig is awesome: https://EditorConfig.org
+
+# top-most EditorConfig file
+root = true
+
+[*]
+charset = utf-8
+end_of_line = lf
+indent_style = space
+# The line max length is 120, match checkstyle rules.
+max_line_length = 120
+insert_final_newline = true
+trim_trailing_whitespace = true
+
+[*.json]
+tab_width = 2
+indent_size = 2
+
+[*.{yml,yaml}]
+tab_width = 2
+indent_size = 2
+
+[*.xml]
+ij_xml_attribute_wrap = off
+ij_xml_text_wrap = off
+ij_xml_keep_blank_lines = 1
+
+[pom.xml]
+indent_size = 2
+
+[*.java]
+indent_size = 4
+tab_width = 4
+
+[*.js]
+indent_size = 2
+
+[*.ts]
+indent_size = 2

.gitattributes

@@ -17,7 +17,6 @@
 
 /home export-ignore
 /hip export-ignore
-/template-marketplace export-ignore
 /.github export-ignore
 /.idea export-ignore
 /.devcontainer export-ignore

.github/labeler.yml

@@ -90,24 +90,24 @@ e2e:
 backend:
   - changed-files:
       - any-glob-to-any-file:
-          - "alerter/**/*"
-          - "collector/**/*"
-          - "common/**/*"
-          - "grafana/**/*"
-          - "manager/**/*"
-          - "push/**/*"
-          - "remoting/**/*"
-          - "warehouse/**/*"
+          - "hertzbeat-alerter/**/*"
+          - "hertzbeat-collector/**/*"
+          - "hertzbeat-common/**/*"
+          - "hertzbeat-grafana/**/*"
+          - "hertzbeat-manager/**/*"
+          - "hertzbeat-push/**/*"
+          - "hertzbeat-remoting/**/*"
+          - "hertzbeat-warehouse/**/*"
 
 collector:
   - changed-files:
       - any-glob-to-any-file:
-          - "collector/**/*"
+          - "hertzbeat-collector/**/*"
             
 monitoring-template:
   - changed-files:
       - any-glob-to-any-file:
-          - "manager/src/main/resources/define/**/*"
+          - "hertzbeat-manager/src/main/resources/define/**/*"
 
 HIP:
   - changed-files:

.github/workflows/backend-build-test.yml

@@ -38,6 +38,10 @@ on:
       - 'script/**'
       - 'material/**'
 
+concurrency:
+  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
+  cancel-in-progress: true
+
 jobs:
   backend-build:
     runs-on: ubuntu-latest
@@ -46,16 +50,58 @@ jobs:
       - uses: ./script/ci/github-actions/setup-deps
 
       - name: Build with Maven
-        run: mvnd clean -B package -Prelease -Dmaven.test.skip=false --file pom.xml
+        run: mvnd clean -B package -pl '!hertzbeat-e2e' -Prelease -Dmaven.test.skip=false --file pom.xml
 
       - name: Upload coverage reports to Codecov
         uses: codecov/codecov-action@v4.0.1
         with:
           token: ${{ secrets.CODECOV_TOKEN }}
+          fail_ci_if_error: false
           verbose: true
 
+      - name: Upload backend distribution
+        uses: actions/upload-artifact@v4
+        with:
+          name: backend-dist-${{ github.run_id }}
+          path: dist/
+          retention-days: 1
+          compression-level: 0
+
+  backend-maven-e2e:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+      - uses: ./script/ci/github-actions/setup-deps
+
+      - name: Build backend Maven E2E modules
+        run: |
+          mvnd clean -B package \
+            -pl hertzbeat-e2e/hertzbeat-collector-common-e2e,hertzbeat-e2e/hertzbeat-collector-kafka-e2e,hertzbeat-e2e/hertzbeat-collector-basic-e2e,hertzbeat-e2e/hertzbeat-collector-mysql-r2dbc-e2e,hertzbeat-e2e/hertzbeat-log-e2e \
+            -am \
+            -Dmaven.test.skip=false \
+            --file pom.xml
+
+      - name: Upload Maven E2E coverage reports to Codecov
+        uses: codecov/codecov-action@v4.0.1
+        with:
+          token: ${{ secrets.CODECOV_TOKEN }}
+          fail_ci_if_error: false
+          verbose: true
+
+  backend-image-e2e:
+    needs: backend-build
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Download backend distribution
+        uses: actions/download-artifact@v4
+        with:
+          name: backend-dist-${{ github.run_id }}
+          path: dist/
+
       - name: Build Image
-        uses: docker/build-push-action@v3
+        uses: docker/build-push-action@53b7df96c91f9c12dcc8a07bcb9ccacbed38856a  # v7.3.0
         with:
           context: ./dist
           file: ./script/docker/server/Dockerfile
@@ -64,13 +110,10 @@ jobs:
 
       - name: Run E2E
         run: |
-          sudo curl -L https://github.com/docker/compose/releases/download/v2.23.0/docker-compose-linux-x86_64 -o /usr/local/bin/docker-compose
-          sudo chmod u+x /usr/local/bin/docker-compose
-          
           cd e2e
-          sudo docker-compose version
-          sudo docker-compose up --exit-code-from testing --remove-orphans
-      
+          docker compose version
+          docker compose up --exit-code-from testing --remove-orphans
+
       # upload application logs
       - name: Upload logs & API test reports
         uses: actions/upload-artifact@v4
@@ -80,4 +123,3 @@ jobs:
           path: |
             e2e/logs/
             e2e/report/
-

.github/workflows/collector-native-build.yml

@@ -0,0 +1,89 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+name: Collector Native Release
+
+run-name: Native collector release build (${{ github.ref_name }})
+
+on:
+  workflow_dispatch:
+
+jobs:
+  build-native-collector:
+    name: Native collector (${{ matrix.platform }})
+    permissions:
+      contents: read
+    timeout-minutes: 120
+    runs-on: ${{ matrix.runner }}
+    strategy:
+      fail-fast: false
+      matrix:
+        include:
+          - platform: linux-amd64
+            runner: ubuntu-24.04
+            archive_ext: tar.gz
+          - platform: linux-arm64
+            runner: ubuntu-24.04-arm
+            archive_ext: tar.gz
+          - platform: macos-amd64
+            runner: macos-13
+            archive_ext: tar.gz
+          - platform: macos-arm64
+            runner: macos-14
+            archive_ext: tar.gz
+          - platform: windows-amd64
+            runner: windows-latest
+            archive_ext: zip
+
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Set up GraalVM JDK 25
+        uses: graalvm/setup-graalvm@186d0493a2df5eb62df5ecc498883d18fd58c303  # v1.6.2
+        with:
+          distribution: graalvm-community
+          java-version: '25'
+          github-token: ${{ secrets.GITHUB_TOKEN }}
+          cache: maven
+          native-image-job-reports: 'true'
+
+      - name: Verify toolchain
+        shell: pwsh
+        run: |
+          java -version
+          native-image --version
+          mvn -version
+
+      - name: Build native collector package
+        run: mvn -B -pl hertzbeat-collector/hertzbeat-collector-collector -am -Pnative -DskipTests package
+
+      - name: Locate native collector package
+        id: package
+        shell: pwsh
+        run: |
+          $package = Get-ChildItem -Path "dist/apache-hertzbeat-collector-native-*-${{ matrix.platform }}-bin.${{ matrix.archive_ext }}" | Select-Object -First 1
+          if (-not $package) {
+            throw "Native collector package not found for ${{ matrix.platform }}"
+          }
+          "archive=$($package.FullName)" >> $env:GITHUB_OUTPUT
+
+      - name: Upload native collector package
+        uses: actions/upload-artifact@v4
+        with:
+          name: apache-hertzbeat-collector-native-${{ matrix.platform }}
+          path: ${{ steps.package.outputs.archive }}
+          retention-days: 14

.github/workflows/doc-build-test.yml

@@ -27,6 +27,10 @@ on:
     paths:
       - 'home/**'
 
+concurrency:
+  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
+  cancel-in-progress: true
+
 jobs:
   docs-build:
     runs-on: ubuntu-latest
@@ -34,14 +38,27 @@ jobs:
       - uses: actions/checkout@v4
         with:
           fetch-depth: 0
+      - uses: pnpm/action-setup@v4
+        with:
+          version: 10
+      - uses: actions/setup-node@v4
+        with:
+          node-version: '20'
+          cache: pnpm
+          cache-dependency-path: home/pnpm-lock.yaml
       - uses: actions/setup-python@v4
         with:
           python-version: '3.8'
 
       - name: Check Markdown
-        uses: DavidAnson/markdownlint-cli2-action@v16
+        uses: DavidAnson/markdownlint-cli2-action@8de2aa07cae85fd17c0b35642db70cf5495f1d25  # v24.0.0
         with:
-          globs: './home/**/*.md'
+          globs: |
+            ./home/README.md
+            ./home/blog/**/*.md
+            ./home/docs/**/*.md
+            ./home/i18n/zh-cn/docusaurus-plugin-content-blog/**/*.md
+            ./home/i18n/zh-cn/docusaurus-plugin-content-docs/current/**/*.md
 
       - name: Check filenames
         run: python ./script/ci/docs/check_file_name.py ./script/ci/docs/check_file_name.json
@@ -49,14 +66,15 @@ jobs:
       - name: Dead Link Check
         run: |
           sudo npm install -g markdown-link-check@3.8.7
-          find ./home -name "*.md" > all_md_files.txt
+          find ./home/docs ./home/blog ./home/i18n/zh-cn/docusaurus-plugin-content-docs/current ./home/i18n/zh-cn/docusaurus-plugin-content-blog -name "*.md" > all_md_files.txt
+          printf '%s\n' ./home/README.md >> all_md_files.txt
           grep -vFf ./script/ci/exclude_files.txt all_md_files.txt > to_check.txt
           xargs -P 8 -a to_check.txt -I{} markdown-link-check -c ./script/ci/link_check.json -q "{}"
 
-      - name: NPM INSTALL
+      - name: PNPM INSTALL
         working-directory: home
-        run: npm install
+        run: pnpm install
 
-      - name: NPM BUILD
+      - name: PNPM BUILD
         working-directory: home
-        run: npm run build
+        run: pnpm run build

.github/workflows/doc-deploy.yml

@@ -0,0 +1,94 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+name: DOC Deploy
+
+on:
+  # Trigger on push to master branch when home directory files are changed
+  push:
+    branches: [ master ]
+    paths:
+      - 'home/**'
+
+  # Allow manual workflow trigger
+  workflow_dispatch:
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: true
+
+# Set permissions for deployment
+permissions:
+  contents: write
+
+jobs:
+  deploy:
+    name: Deploy Documentation to asf-site Branch
+    runs-on: ubuntu-latest
+
+    steps:
+      # Checkout the repository code
+      - name: Checkout Repository
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+
+      # Setup Node.js environment
+      - name: Setup Node.js
+        uses: actions/setup-node@v4
+        with:
+          node-version: '20'
+          cache: pnpm
+          cache-dependency-path: home/pnpm-lock.yaml
+
+      # Setup pnpm
+      - name: Setup pnpm
+        uses: pnpm/action-setup@v4
+        with:
+          version: latest
+
+      # Install dependencies in home directory
+      - name: Install Dependencies
+        working-directory: home
+        run: pnpm install --frozen-lockfile
+
+      # Build the documentation site
+      - name: Build Documentation
+        working-directory: home
+        run: pnpm run build
+        env:
+          NODE_OPTIONS: --max-old-space-size=4096
+
+      # Deploy to asf-site branch using peaceiris/actions-gh-pages
+      - name: Deploy to asf-site Branch
+        uses: peaceiris/actions-gh-pages@v3
+        with:
+          github_token: ${{ secrets.GITHUB_TOKEN }}
+          publish_dir: ./home/build
+          publish_branch: asf-site
+          force_orphan: true
+          user_name: 'github-actions[bot]'
+          user_email: 'github-actions[bot]@users.noreply.github.com'
+          commit_message: 'Deploy documentation to asf-site branch'
+
+      # Output deployment status
+      - name: Deployment Summary
+        run: |
+          echo "Documentation deployed successfully!"
+          echo "Deployment branch: asf-site"
+          echo "Source branch: ${{ github.ref_name }}"
+          echo "Commit SHA: ${{ github.sha }}"

.github/workflows/frontend-build-test.yml

@@ -30,14 +30,26 @@ on:
     paths:
       - 'web-app/**'
 
+concurrency:
+  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
+  cancel-in-progress: true
+
 jobs:
   build:
     runs-on: ubuntu-latest
     steps:
     - uses: actions/checkout@v4
-    - name: Yarn Install
+    - uses: pnpm/action-setup@v4
+      with:
+        version: 10
+    - uses: actions/setup-node@v4
+      with:
+        node-version: '20'
+        cache: pnpm
+        cache-dependency-path: web-app/pnpm-lock.yaml
+    - name: Install
       working-directory: web-app
-      run: yarn
+      run: pnpm install
     - name: EsLint Test
       working-directory: web-app
-      run: yarn lint:ts
+      run: pnpm lint:ts

.github/workflows/license-checker.yml

@@ -26,6 +26,10 @@ on:
   pull_request:
     branches: [ master, dev ]
 
+concurrency:
+  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
+  cancel-in-progress: true
+
 jobs:
   check-license-header:
     name: check-license-header

.github/workflows/mcp-bashserver-test.yml

@@ -0,0 +1,97 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+name: MCP Bash Server CI
+
+on:
+  push:
+    paths:
+      - 'mcp-servers/mcp-bash-server/**'
+      - '.github/workflows/mcp-bashserver-test.yml'
+  pull_request:
+    paths:
+      - 'mcp-servers/mcp-bash-server/**'
+      - '.github/workflows/mcp-bashserver-test.yml'
+
+env:
+  CARGO_TERM_COLOR: always
+  RUST_VERSION: 1.88.0
+
+jobs:
+  test:
+    name: Test MCP Bash Server
+    runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        profile: [dev, release]
+    
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@v4
+
+      - name: Setup Rust toolchain
+        uses: dtolnay/rust-toolchain@4be7066ada62dd38de10e7b70166bc74ed198c30  # stable
+        with:
+          toolchain: ${{ env.RUST_VERSION }}
+          components: rustfmt, clippy
+
+      - name: Cache cargo registry
+        uses: actions/cache@v4
+        with:
+          path: |
+            ~/.cargo/registry/index/
+            ~/.cargo/registry/cache/
+            ~/.cargo/git/db/
+          key: ${{ runner.os }}-cargo-registry-${{ hashFiles('**/Cargo.lock') }}
+          restore-keys: |
+            ${{ runner.os }}-cargo-registry-
+
+      - name: Cache cargo build
+        uses: actions/cache@v4
+        with:
+          path: target/
+          key: ${{ runner.os }}-cargo-build-${{ matrix.profile }}-${{ hashFiles('**/Cargo.lock') }}
+          restore-keys: |
+            ${{ runner.os }}-cargo-build-${{ matrix.profile }}-
+            ${{ runner.os }}-cargo-build-
+
+      - name: Check code format
+        run: cargo fmt --manifest-path ./mcp-servers/mcp-bash-server/Cargo.toml --check
+
+      - name: Run cargo check
+        run: |
+          if [ "${{ matrix.profile }}" = "release" ]; then
+            cargo check --release --manifest-path ./mcp-servers/mcp-bash-server/Cargo.toml
+          else
+            cargo check --manifest-path ./mcp-servers/mcp-bash-server/Cargo.toml
+          fi
+
+      - name: Run clippy
+        run: |
+          if [ "${{ matrix.profile }}" = "release" ]; then
+            cargo clippy --release --manifest-path ./mcp-servers/mcp-bash-server/Cargo.toml -- -D warnings
+          else
+            cargo clippy --manifest-path ./mcp-servers/mcp-bash-server/Cargo.toml -- -D warnings
+          fi
+
+      - name: Run tests
+        run: |
+          if [ "${{ matrix.profile }}" = "release" ]; then
+            cargo test --release --manifest-path ./mcp-servers/mcp-bash-server/Cargo.toml
+          else
+            cargo test --manifest-path ./mcp-servers/mcp-bash-server/Cargo.toml
+          fi

.github/workflows/monitor-e2e-test.yml

@@ -27,6 +27,11 @@ on:
     - cron: '0 1 * * *'
   push:
     branches: [ action* ]
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: true
+
 jobs:
   check-license-header:
     name: Monitor E2E Test
@@ -36,9 +41,9 @@ jobs:
       - uses: actions/checkout@v4
       - uses: ./script/ci/github-actions/setup-deps
       - name: Build with Maven
-        run: mvn clean -B package -Prelease -Dmaven.test.skip=true --file pom.xml
+        run: mvnd -B clean package -Prelease -Dmaven.test.skip=true --file pom.xml
       - name: Build Image
-        uses: docker/build-push-action@v3
+        uses: docker/build-push-action@53b7df96c91f9c12dcc8a07bcb9ccacbed38856a  # v7.3.0
         with:
           context: ./dist
           file: ./script/docker/server/Dockerfile
@@ -46,8 +51,6 @@ jobs:
           tags: apache/hertzbeat:test
       - name: Run K8s Monitor E2E Test
         run: |
-          sudo curl -L https://github.com/docker/compose/releases/download/v2.23.0/docker-compose-linux-x86_64 -o /usr/local/bin/docker-compose
-          sudo chmod u+x /usr/local/bin/docker-compose
           cd e2e/k8s
-          sudo docker-compose version
-          sudo docker-compose up --exit-code-from testing --remove-orphans
+          docker compose version
+          docker compose up --exit-code-from testing --remove-orphans

.github/workflows/nightly-build.yml

@@ -24,6 +24,10 @@ on:
   push:
     branches: [ action* ]
 
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: true
+
 jobs:
   build:
     runs-on: ubuntu-latest
@@ -31,39 +35,44 @@ jobs:
     steps:
     - uses: actions/checkout@v4
     - uses: ./script/ci/github-actions/setup-deps
-        
+    - uses: pnpm/action-setup@v4
+      with:
+        version: 10
+    - uses: actions/setup-node@v4
+      with:
+        node-version: '20'
+        cache: pnpm
+        cache-dependency-path: web-app/pnpm-lock.yaml
+
     - name: Build the Frontend
       run: |
         cd web-app
-        yarn install
-        yarn package
-        
+        pnpm install
+        pnpm package
+
     - name: Build the Backend
       run: |
-        mvn clean install
-        mvn clean package -Prelease -DskipTests
-        cd hertzbeat-collector
-        mvn clean package -Pcluster -DskipTests
+        mvnd -B clean package -Prelease,cluster -Dmaven.test.skip=false --file pom.xml
 
-    - uses: docker/setup-qemu-action@v3
-    - uses: docker/setup-buildx-action@v3
+    - uses: docker/setup-qemu-action@ce360397dd3f832beb865e1373c09c0e9f86d70a
+    - uses: docker/setup-buildx-action@4d04d5d9486b7bd6fa91e7baf45bbb4f8b9deedd
     - name: Log in to Docker Hub
-      uses: docker/login-action@v3
+      uses: docker/login-action@af1e73f918a031802d376d3c8bbc3fe56130a9b0  # v4.4.0
       with:
         username: ${{ secrets.DOCKERHUB_USER }}
         password: ${{ secrets.DOCKERHUB_TOKEN }}
-        
+
     - name: Build and Push Server
-      uses: docker/build-push-action@v6
+      uses: docker/build-push-action@53b7df96c91f9c12dcc8a07bcb9ccacbed38856a  # v7.3.0
       with:
         context: ./dist
         file: ./script/docker/server/Dockerfile
         platforms: linux/amd64,linux/arm64
         push: true
         tags: apache/hertzbeat:nightly
-        
+
     - name: Build and Push Collector
-      uses: docker/build-push-action@v6
+      uses: docker/build-push-action@53b7df96c91f9c12dcc8a07bcb9ccacbed38856a  # v7.3.0
       with:
         context: ./dist
         file: ./script/docker/collector/Dockerfile

.gitpod.Dockerfile

@@ -3,5 +3,5 @@ FROM gitpod/workspace-full
 USER gitpod
 
 RUN bash -c ". /home/gitpod/.sdkman/bin/sdkman-init.sh && \
-    sdk install java 17.0.3-ms && \
-    sdk default java 17.0.3-ms"
+    sdk install java 21.0.2-tem && \
+    sdk default java 21.0.2-tem"

.gitpod.yml

@@ -4,7 +4,7 @@ image:
 tasks:
 
     - name: Run backend
-      before: cd hertzbeat-manager
+      before: cd hertzbeat-startup
       command: |
           gp sync-await setup-backend
           mvn spring-boot:run
@@ -13,7 +13,7 @@ tasks:
       before: cd web-app
       command: |
           gp sync-await setup-frontend
-          yarn start --public-host "`gp url 4200`"
+          pnpm start --public-host "`gp url 4200`"
       openMode: split-right
 
     - name: Setup backend
@@ -25,7 +25,7 @@ tasks:
 
     - name: Setup frontend
       init: |
-          cd web-app && yarn install
+          cd web-app && pnpm install
       command: |
           gp sync-done setup-frontend
           exit 0
@@ -44,7 +44,7 @@ vscode:
 
 ports:
     - port: 4200
-      name: Hertzbeat
+      name: HertzBeat
       onOpen: open-browser
 
     - port: 1157

.licenserc.yaml

@@ -39,6 +39,7 @@ header:
     - '**/*.js'
     - '**/*.less'
     - '**/*.txt'
+    - '**/*.st'
     - '**/target/**'
     - '.gitattributes'
     - '**/.gitignore'
@@ -66,7 +67,9 @@ header:
     - '.gitpod.yml'
     - 'karma.conf.js'
     - 'proxy.conf.js'
+    - 'pnpm-lock.yaml'
     - '.helmignore'
+    - 'script/helm/**'
     - 'web-app/src/app/core/**'
     - 'web-app/src/app/layout/**'
     - 'web-app/src/app/routes/exception/**'

.markdownlint-cli2.jsonc

@@ -15,7 +15,13 @@
 // limitations under the License.
 //
 {
-  "globs": ["home/**/*.md"],
+  "globs": [
+    "home/README.md",
+    "home/blog/**/*.md",
+    "home/docs/**/*.md",
+    "home/i18n/zh-cn/docusaurus-plugin-content-blog/**/*.md",
+    "home/i18n/zh-cn/docusaurus-plugin-content-docs/current/**/*.md"
+  ],
   "config": {
     "default": true,
     "MD001": true,
@@ -31,14 +37,15 @@
     "MD025": true,
     "MD029": true,
     "MD033": {
-      "allowed_elements": ["table", "tr", "td", "a", "img", "sub", "b", "br", "img", "tbody", "mark", "font"]
+      "allowed_elements": ["table", "tr", "td", "a", "img", "sub", "b", "br", "img", "tbody", "mark", "font", "Tabs", "TabItem"]
     },
     "MD036": false,
     "MD040": true,
     "MD045": true,
     "MD046": true,
     "MD047": true,
-    "MD052": true
+    "MD052": true,
+    "MD060": false
   },
   "ignores": [
     "**/node_modules/**",

CONTRIBUTING.md

@@ -1,10 +1,10 @@
-## Contributor Guide [中文贡献者指南](#贡献者指南)    
+## Contributor Guide [中文贡献者指南](#贡献者指南)
 
-> We are committed to maintaining a happy community that helps each other, welcome every contributor to join us!   
+> We are committed to maintaining a happy community that helps each other, welcome every contributor to join us!
 
-### Kinds of Contributions   
+### Kinds of Contributions
 
-> In the HertzBeat community, there are many ways to contribute:   
+> In the HertzBeat community, there are many ways to contribute:
 
 - 💻**Code**: Can help the community complete some tasks, write new features or fix some bugs;
 
@@ -20,90 +20,88 @@
 
 - 💬**Suggestion**: You can also make some suggestions to the project or community to promote the healthy development of the community;
 
-More see [Contribution Types](https://allcontributors.org/docs/en/emoji-key)    
+More see [Contribution Types](https://allcontributors.org/en/reference/emoji-key/)
 
-Even small corrections to typos are very welcome :)   
+Even small corrections to typos are very welcome :)
 
-### Getting HertzBeat up and running   
+### Getting HertzBeat up and running
 
 > To get HertzBeat code running on your development tools, and able to debug with breakpoints.
-> This is a front-end and back-end separation project. To start the local code, the back-end [manager](manager) and the front-end [web-app](web-app) must be started separately.  
+> This is a front-end and back-end separation project. To start the local code, the back-end [startup](hertzbeat-startup) and the front-end [web-app](web-app) must be started separately.
 
 
 #### Backend start
 
-1. Requires `maven3+`, `java17` and `lombok` environments
+1. Requires `maven3+`, `java25` and `lombok` environments
 
-2. (Optional) Modify the configuration file: `manager/src/main/resources/application.yml`
+2. (Optional) Modify the configuration file: `hertzbeat-startup/src/main/resources/application.yml`
 
 3. Execute under the project root directory: `mvn clean install -DskipTests`
 
 4. Add VM Options: `--add-opens=java.base/java.nio=org.apache.arrow.memory.core,ALL-UNNAMED`
 
-5. Start `springboot manager` service: `manager/src/main/java/org/apache/hertzbeat/hertzbeat-manager/Manager.java`
+5. Start `springboot startup` service: `hertzbeat-startup/src/main/java/org/apache/hertzbeat/startup/HertzBeatApplication.java`
 
 #### Frontend start
 
-1. Need `Node Yarn` Environment, Make sure `Node.js >= 18`
+1. Need `Node pnpm` Environment, Make sure `Node.js >= 18`
 
 2. Cd to the `web-app` directory: `cd web-app`
 
-3. Install yarn if not existed `npm install -g yarn`
+3. Install pnpm if not existed `npm install -g pnpm`
 
-4. Install Dependencies: `yarn install` or `yarn install --registry=https://registry.npmmirror.com` in `web-app`
+4. Install Dependencies: `pnpm install` or `pnpm install --registry=https://registry.npmmirror.com` in `web-app`
 
-5. Install angular-cli globally: `yarn global add @angular/cli@15` or `yarn global add @angular/cli@15 --registry=https://registry.npmmirror.com`
+5. After the local backend is started, start the local frontend in the web-app directory: `pnpm start`
 
-6. After the local backend is started, start the local frontend in the web-app directory: `ng serve --open`
-
-7. Browser access to localhost:4200 to start, default account/password is *admin/hertzbeat*
+6. Browser access to localhost:4200 to start, default account/password is *admin/hertzbeat*
 
 
-### Find tasks   
+### Find tasks
 
-Find the issue you are interested in! On our GitHub repo issue list, we often publish some issues with the label good first issue or status: volunteer wanted. 
-These issues welcome the help of contributors. Among them, good first issues tend to have low thresholds and are suitable for novices.  
+Find the issue you are interested in! On our GitHub repo issue list, we often publish some issues with the label good first issue or status: volunteer wanted.
+These issues welcome the help of contributors. Among them, good first issues tend to have low thresholds and are suitable for novices.
 
-Of course, if you have a good idea, you can also propose it directly on GitHub Discussion or contact with community.  
+Of course, if you have a good idea, you can also propose it directly on GitHub Discussion or contact with community.
 
-### Submit Pull Request  
+### Submit Pull Request
 
-1. First you need to fork your target [hertzbeat repository](https://github.com/apache/hertzbeat).   
+1. First you need to fork your target [hertzbeat repository](https://github.com/apache/hertzbeat).
 2. Then download the code locally with git command:
     ```shell
-    git clone git@github.com:${YOUR_USERNAME}/hertzbeat.git #Recommended  
+    git clone git@github.com:${YOUR_USERNAME}/hertzbeat.git #Recommended
     ```
-3. After the download is complete, please refer to the getting started guide or README file of the target repository to initialize the project.  
+3. After the download is complete, please refer to the getting started guide or README file of the target repository to initialize the project.
 4. Then, you can refer to the following command to submit the code:
     ```shell
-    git checkout -b a-feature-branch #Recommended  
+    git checkout -b a-feature-branch #Recommended
     ```
-5. Submit the coed as a commit, the commit message format specification required: [module name or type name]feature or bugfix or doc: custom message.  
+5. Submit the code as a commit, the commit message format specification required: [module name or type name]feature or bugfix or doc: custom message.
     ```shell
-    git add <modified file/path> 
-    git commit -m '[docs]feature: necessary instructions' #Recommended 
+    git add <modified file/path>
+    git commit -m '[docs]feature: necessary instructions' #Recommended
     ```
-6. Push to the remote repository   
+6. Push to the remote repository
     ```shell
-    git push origin a-feature-branch   
+    git push origin a-feature-branch
     ```
-7. Then you can initiate a new PR (Pull Request) on GitHub.  
+7. Then you can initiate a new PR (Pull Request) on GitHub.
 
-Please note that the title of the PR needs to conform to our spec, and write the necessary description in the PR to facilitate code review by Committers and other contributors.   
+Please note that the title of the PR needs to conform to our spec, and write the necessary description in the PR to facilitate code review by Committers and other contributors.
 
-### Wait for the code to be merged   
+### Wait for the code to be merged
 
-After submitting the PR, the Committee or the community's friends will review the code you submitted (Code Review), and will propose some modification suggestions or conduct some discussions. Please pay attention to your PR in time.  
+After submitting the PR, the Committee or the community's friends will review the code you submitted (Code Review), and will propose some modification suggestions or conduct some discussions. Please pay attention to your PR in time.
 
-If subsequent changes are required, there is no need to initiate a new PR. After submitting a commit on the original branch and pushing it to the remote repository, the PR will be automatically updated.  
+If subsequent changes are required, there is no need to initiate a new PR. After submitting a commit on the original branch and pushing it to the remote repository, the PR will be automatically updated.
 
-In addition, our project has a relatively standardized and strict CI inspection process. After submitting PR, CI will be triggered. Please pay attention to whether it passes the CI inspection.  
+In addition, our project has a relatively standardized and strict CI inspection process. After submitting PR, CI will be triggered. Please pay attention to whether it passes the CI inspection.
 
-Finally, the Committers can merge the PR into the master branch.   
+Finally, the Committers can merge the PR into the master branch.
 
-### After the code is merged   
+### After the code is merged
 
-After the code has been merged, you can delete the development branch on both the local and remote repositories:   
+After the code has been merged, you can delete the development branch on both the local and remote repositories:
 
 ```shell
 git branch -d a-dev-branch
@@ -114,18 +112,18 @@ On the master/main branch, you can do the following to sync the upstream reposit
 
 ```shell
 git remote add upstream https://github.com/apache/hertzbeat.git #Bind the remote warehouse, if it has been executed, it does not need to be executed again
-git checkout master 
+git checkout master
 git pull upstream master
 ```
 
 ### HertzBeat Improvement Proposal (HIP)
 If you have major new features(e.g., support metrics push gateway, support logs monitoring), you need to write a design document known as a HertzBeat Improvement Proposal (HIP). Before starting to write a HIP, make sure you follow the process [here](https://github.com/apache/hertzbeat/tree/master/hip).
 
-### How to become a Committer?  
+### How to become a Committer?
 
-With the above steps, you are a contributor to HertzBeat. Repeat the previous steps to stay active in the community, keep at, you can become a Committer!    
+With the above steps, you are a contributor to HertzBeat. Repeat the previous steps to stay active in the community, keep at, you can become a Committer!
 
-### Join Discussion   
+### Join Discussion
 
 [Join the Mailing Lists](https://lists.apache.org/list.html?dev@hertzbeat.apache.org) : Mail to `dev-subscribe@hertzbeat.apache.org` to subscribe mailing lists.
 
@@ -133,32 +131,21 @@ Add WeChat account `ahertzbeat` to pull you into the WeChat group.
 
 ## 🥐 Architecture
 
-- **[manager](https://github.com/apache/hertzbeat/tree/master/hertzbeat-manager)** Provide monitoring management, system management basic services.
-> Provides monitoring management, monitoring configuration management, system user management, etc.
-- **[collector](https://github.com/apache/hertzbeat/tree/master/collector)** Provide metrics data collection services.
-> Use common protocols to remotely collect and obtain peer-to-peer metrics data.
-- **[warehouse](https://github.com/apache/hertzbeat/tree/master/warehouse)** Provide monitoring data warehousing services.
-> Metrics data management, data query, calculation and statistics.
-- **[alerter](https://github.com/apache/hertzbeat/tree/master/hertzbeat-alerter)** Provide alert service.
-> Alarm calculation trigger, monitoring status linkage, alarm configuration, and alarm notification.
-- **[web-app](https://github.com/apache/hertzbeat/tree/master/web-app)** Provide web ui.
-> Angular Web UI.
-
 ![hertzBeat](home/static/img/docs/hertzbeat-arch.png)
 
-<br>  
+<br>
 
 ------
 
 <br>
 
-## 贡献者指南    
+## 贡献者指南
 
-> 非常欢迎参与项目贡献，我们致力于维护一个互相帮助的快乐社区。  
+> 非常欢迎参与项目贡献，我们致力于维护一个互相帮助的快乐社区。
 
-### 贡献方式   
+### 贡献方式
 
-> 在 HertzBeat 社区，贡献方式有很多:  
+> 在 HertzBeat 社区，贡献方式有很多:
 
 - 💻**代码**：可以帮助社区完成一些任务、编写新的feature或者是修复一些bug；
 
@@ -172,111 +159,109 @@ Add WeChat account `ahertzbeat` to pull you into the WeChat group.
 
 - 💡**布道**：可以帮助宣传或推广 HertzBeat 社区，在 meetup 或 summit 中演讲；
 
-- 💬**建议**：也可以对项目或者社区提出一些建议，促进社区的良性发展；  
+- 💬**建议**：也可以对项目或者社区提出一些建议，促进社区的良性发展；
 
-更多贡献方式参见 [Contribution Types](https://allcontributors.org/docs/en/emoji-key)
+更多贡献方式参见 [Contribution Types](https://allcontributors.org/en/reference/emoji-key/)
 
-即便是小到错别字的修正我们也都非常欢迎 :)   
+即便是小到错别字的修正我们也都非常欢迎 :)
 
-### 让 HertzBeat 运行起来   
+### 让 HertzBeat 运行起来
 
-> 让 HertzBeat 的代码在您的开发工具上运行起来，并且能够断点调试。   
-> 此为前后端分离项目，本地代码启动需将后端[manager](manager)和前端[web-app](web-app)分别启动生效。
+> 让 HertzBeat 的代码在您的开发工具上运行起来，并且能够断点调试。
+> 此为前后端分离项目，本地代码启动需将后端[hertzbeat-startup](hertzbeat-startup)和前端[web-app](web-app)分别启动生效。
 
 #### 后端启动
 
-1. 需要 `maven3+`, `java17` 和 `lombok` 环境
+1. 需要 `maven3+`, `java25` 和 `lombok` 环境
 
-2. (可选)修改配置文件配置信息-`manager/src/main/resources/application.yml`
+2. (可选)修改配置文件配置信息-`hertzbeat-startup/src/main/resources/application.yml`
 
 3. 在项目根目录运行编译: `mvn clean install -DskipTests`
 
 4. 在 `jvm` 加入参数 `--add-opens=java.base/java.nio=org.apache.arrow.memory.core,ALL-UNNAMED`
 
-5. 启动`springboot manager`服务 `manager/src/main/java/org/apache/hertzbeat/hertzbeat-manager/Manager.java`
+5. 启动`springboot startup`服务 `hertzbeat-startup/src/main/java/org/apache/hertzbeat/startup/HertzBeatApplication.java`
 
 
 #### 前端启动
 
-1. 需要 `nodejs yarn` 环境, Make sure `Node.js >= 18`
+1. 需要 `nodejs pnpm` 环境, Make sure `Node.js >= 18`
 
 2. 进入 `web-app` 目录: `cd web-app`
 
-3. 安装yarn: `npm install -g yarn`
+3. 安装pnpm: `npm install -g pnpm`
 
-4. 在前端工程目录 `web-app` 下执行: `yarn install` or `yarn install --registry=https://registry.npmmirror.com` in `web-app`
+4. 在前端工程目录 `web-app` 下执行: `pnpm install` or `pnpm install --registry=https://registry.npmmirror.com` in `web-app`
 
-5. 全局安装 `angular-cli`: `yarn global add @angular/cli@15` or `yarn global add @angular/cli@15 --registry=https://registry.npmmirror.com`
+5. 待本地后端启动后，在web-app目录下启动本地前端 `pnpm start`
 
-6. 待本地后端启动后，在web-app目录下启动本地前端 `ng serve --open`
+6. 浏览器访问 localhost:4200 即可开始，默认账号密码 *admin/hertzbeat*
 
-7. 浏览器访问 localhost:4200 即可开始，默认账号密码 *admin/hertzbeat*
-
-### 寻找任务  
+### 寻找任务
 
 寻找您感兴趣的Issue！在我们的GitHub仓库和邮件列表中，我们经常会发布一些带有 good first issue 或者 status: volunteer wanted 标签的issue，这些issue都欢迎贡献者的帮助。
-其中good first issue往往门槛较低、适合新手。   
+其中good first issue往往门槛较低、适合新手。
 
-当然，如果您有好的想法，也可以直接在GitHub Discussion 中提出或者联系社区。  
+当然，如果您有好的想法，也可以直接在GitHub Discussion 中提出或者联系社区。
 
 ### 提交 Pull Request
 
 1. 首先您需要 Fork 目标仓库 [hertzbeat repository](https://github.com/apache/hertzbeat).
-2. 然后 用git命令 将代码下载到本地:  
+2. 然后 用git命令 将代码下载到本地:
     ```shell
-    git clone git@github.com:${YOUR_USERNAME}/hertzbeat.git #Recommended  
+    git clone git@github.com:${YOUR_USERNAME}/hertzbeat.git #Recommended
     ```
 3. 下载完成后，请参考目标仓库的入门指南或者 README 文件对项目进行初始化。
-4. 接着，您可以参考如下命令进行代码的提交, 切换新的分支, 进行开发:  
+4. 接着，您可以参考如下命令进行代码的提交, 切换新的分支, 进行开发:
     ```shell
-    git checkout -b a-feature-branch #Recommended  
+    git checkout -b a-feature-branch #Recommended
     ```
-5. 提交 commit , commit 描述信息需要符合约定格式: [module name or type name]feature or bugfix or doc: custom message. 
+5. 提交 commit , commit 描述信息需要符合约定格式: [module name or type name]feature or bugfix or doc: custom message.
     ```shell
-    git add <modified file/path> 
-    git commit -m '[docs]feature: necessary instructions' #Recommended 
+    git add <modified file/path>
+    git commit -m '[docs]feature: necessary instructions' #Recommended
     ```
-6. 推送到远程仓库   
+6. 推送到远程仓库
     ```shell
-    git push origin a-feature-branch   
+    git push origin a-feature-branch
     ```
 7. 然后您就可以在 GitHub 上发起新的 PR (Pull Request)。
 
-请注意 PR 的标题需要符合我们的规范，并且在 PR 中写上必要的说明，来方便 Committer 和其他贡献者进行代码审查。 
+请注意 PR 的标题需要符合我们的规范，并且在 PR 中写上必要的说明，来方便 Committer 和其他贡献者进行代码审查。
 
-### 等待PR代码被合并  
+### 等待PR代码被合并
 
-在提交了 PR 后，Committer 或者社区的小伙伴们会对您提交的代码进行审查（Code Review），会提出一些修改建议，或者是进行一些讨论，请及时关注您的PR。 
+在提交了 PR 后，Committer 或者社区的小伙伴们会对您提交的代码进行审查（Code Review），会提出一些修改建议，或者是进行一些讨论，请及时关注您的PR。
 
 若后续需要改动，不需要发起一个新的 PR，在原有的分支上提交 commit 并推送到远程仓库后，PR会自动更新。
 
 另外，我们的项目有比较规范和严格的 CI 检查流程，在提交 PR 之后会触发 CI，请注意是否通过 CI 检查。
 
-最后，Committer 可以将 PR 合并入 master 主分支。  
+最后，Committer 可以将 PR 合并入 master 主分支。
 
-### 代码被合并后  
+### 代码被合并后
 
-在代码被合并后，您就可以在本地和远程仓库删除这个开发分支了：  
+在代码被合并后，您就可以在本地和远程仓库删除这个开发分支了：
 
 ```shell
 git branch -d a-dev-branch
 git push origin --delete a-dev-branch
 ```
 
-在主分支上，您可以执行以下操作来同步上游仓库：  
+在主分支上，您可以执行以下操作来同步上游仓库：
 
 ```shell
 git remote add upstream https://github.com/apache/hertzbeat.git #Bind the remote warehouse, if it has been executed, it does not need to be executed again
-git checkout master 
+git checkout master
 git pull upstream master
 ```
 
 ### HertzBeat 改进提案 (HIP)
 如果您有重大的新特性（例如，支持指标推送网关，日志监控等），您需要编写一个被称为 HertzBeat 改进提案（HertzBeat Improvement Proposal，HIP）的设计文档。在开始编写 HIP 之前，请确保您遵循了[这里](https://github.com/apache/hertzbeat/tree/master/hip)的流程。
 
-### 如何成为Committer？  
+### 如何成为Committer？
 
-通过上述步骤，您就是 HertzBeat 的贡献者了。重复前面的步骤，在社区中保持活跃，坚持下去，您就能成为 Committer！  
+通过上述步骤，您就是 HertzBeat 的贡献者了。重复前面的步骤，在社区中保持活跃，坚持下去，您就能成为 Committer！
 
 ### 加入讨论交流
 
@@ -286,15 +271,4 @@ Add WeChat account `ahertzbeat` to pull you into the WeChat group.
 
 ### 模块
 
-- **[manager](https://github.com/apache/hertzbeat/tree/master/hertzbeat-manager)** 提供监控管理,系统管理基础服务
-> 提供对监控的管理，监控应用配置的管理，系统用户租户后台管理等。
-- **[collector](https://github.com/apache/hertzbeat/tree/master/collector)** 提供监控数据采集服务
-> 使用通用协议远程采集获取对端指标数据。
-- **[warehouse](https://github.com/apache/hertzbeat/tree/master/warehouse)** 提供监控数据仓储服务
-> 采集指标结果数据管理，数据落盘，查询，计算统计。
-- **[alerter](https://github.com/apache/hertzbeat/tree/master/hertzbeat-alerter)** 提供告警服务
-> 告警计算触发，任务状态联动，告警配置，告警通知。
-- **[web-app](https://github.com/apache/hertzbeat/tree/master/web-app)** 提供可视化控制台页面
-> 监控告警系统可视化控制台前端
-
-![hertzBeat](home/static/img/docs/hertzbeat-arch.png)     
+![hertzBeat](home/static/img/docs/hertzbeat-arch.png)

DISCLAIMER

@@ -1,10 +0,0 @@
-Apache HertzBeat (incubating) is an effort undergoing incubation at the Apache 
-Software Foundation (ASF), sponsored by the Apache Incubator PMC.
-
-Incubation is required of all newly accepted projects until a further review
-indicates that the infrastructure, communications, and decision making process
-have stabilized in a manner consistent with other successful ASF projects.
-
-While incubation status is not necessarily a reflection of the completeness
-or stability of the code, it does indicate that the project has yet to be
-fully endorsed by the ASF.

NOTICE

@@ -1,4 +1,4 @@
-Apache HertzBeat (incubating)
+Apache HertzBeat™
 Copyright 2024-2025 The Apache Software Foundation
 
 This product includes software developed at

README.md

@@ -9,10 +9,7 @@
 <b><a href="README.md">English</a></b> | <a href="README_CN.md">中文</a> | <a href="README_JP.md">日本語</a>
 </p>
 
-> A real-time monitoring system with agentless, performance cluster, prometheus-compatible, custom monitoring and status page building capabilities.
-
 [![Discord](https://img.shields.io/badge/Chat-Discord-7289DA?logo=discord)](https://discord.gg/Fb6M73htGr)
-[![Reddit](https://img.shields.io/badge/Reddit-Community-7289DA?logo=reddit)](https://www.reddit.com/r/hertzbeat/)
 [![Twitter](https://img.shields.io/twitter/follow/hertzbeat1024?logo=twitter)](https://x.com/hertzbeat1024)
 [![OpenSSF Best Practices](https://www.bestpractices.dev/projects/8139/badge)](https://www.bestpractices.dev/projects/8139)
 [![codecov](https://codecov.io/gh/apache/HertzBeat/branch/master/graph/badge.svg)](https://app.codecov.io/gh/apache/hertzbeat)
@@ -21,45 +18,41 @@
 [![YouTube Channel Subscribers](https://img.shields.io/youtube/channel/subscribers/UCri75zfWX0GHqJFPENEbLow?logo=youtube&label=YouTube%20Channel)](https://www.youtube.com/channel/UCri75zfWX0GHqJFPENEbLow)
 [![Contribute with Gitpod](https://img.shields.io/badge/Contribute%20with-Gitpod-908a85?logo=gitpod&color=green)](https://gitpod.io/#https://github.com/apache/hertzbeat)
 [![Ask DeepWiki](https://deepwiki.com/badge.svg)](https://deepwiki.com/apache/hertzbeat)
+[![zread](https://img.shields.io/badge/Ask_Zread-_.svg?style=flat&color=00b0aa&labelColor=000000&logo=data%3Aimage%2Fsvg%2Bxml%3Bbase64%2CPHN2ZyB3aWR0aD0iMTYiIGhlaWdodD0iMTYiIHZpZXdCb3g9IjAgMCAxNiAxNiIgZmlsbD0ibm9uZSIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KPHBhdGggZD0iTTQuOTYxNTYgMS42MDAxSDIuMjQxNTZDMS44ODgxIDEuNjAwMSAxLjYwMTU2IDEuODg2NjQgMS42MDE1NiAyLjI0MDFWNC45NjAxQzEuNjAxNTYgNS4zMTM1NiAxLjg4ODEgNS42MDAxIDIuMjQxNTYgNS42MDAxSDQuOTYxNTZDNS4zMTUwMiA1LjYwMDEgNS42MDE1NiA1LjMxMzU2IDUuNjAxNTYgNC45NjAxVjIuMjQwMUM1LjYwMTU2IDEuODg2NjQgNS4zMTUwMiAxLjYwMDEgNC45NjE1NiAxLjYwMDFaIiBmaWxsPSIjZmZmIi8%2BCjxwYXRoIGQ9Ik00Ljk2MTU2IDEwLjM5OTlIMi4yNDE1NkMxLjg4ODEgMTAuMzk5OSAxLjYwMTU2IDEwLjY4NjQgMS42MDE1NiAxMS4wMzk5VjEzLjc1OTlDMS42MDE1NiAxNC4xMTM0IDEuODg4MSAxNC4zOTk5IDIuMjQxNTYgMTQuMzk5OUg0Ljk2MTU2QzUuMzE1MDIgMTQuMzk5OSA1LjYwMTU2IDE0LjExMzQgNS42MDE1NiAxMy43NTk5VjExLjAzOTlDNS42MDE1NiAxMC42ODY0IDUuMzE1MDIgMTAuMzk5OSA0Ljk2MTU2IDEwLjM5OTlaIiBmaWxsPSIjZmZmIi8%2BCjxwYXRoIGQ9Ik0xMy43NTg0IDEuNjAwMUgxMS4wMzg0QzEwLjY4NSAxLjYwMDEgMTAuMzk4NCAxLjg4NjY0IDEwLjM5ODQgMi4yNDAxVjQuOTYwMUMxMC4zOTg0IDUuMzEzNTYgMTAuNjg1IDUuNjAwMSAxMS4wMzg0IDUuNjAwMUgxMy43NTg0QzE0LjExMTkgNS42MDAxIDE0LjM5ODQgNS4zMTM1NiAxNC4zOTg0IDQuOTYwMVYyLjI0MDFDMTQuMzk4NCAxLjg4NjY0IDE0LjExMTkgMS42MDAxIDEzLjc1ODQgMS42MDAxWiIgZmlsbD0iI2ZmZiIvPgo8cGF0aCBkPSJNNCAxMkwxMiA0TDQgMTJaIiBmaWxsPSIjZmZmIi8%2BCjxwYXRoIGQ9Ik00IDEyTDEyIDQiIHN0cm9rZT0iI2ZmZiIgc3Ryb2tlLXdpZHRoPSIxLjUiIHN0cm9rZS1saW5lY2FwPSJyb3VuZCIvPgo8L3N2Zz4K&logoColor=ffffff)](https://zread.ai/apache/hertzbeat)
 
-**Home: [hertzbeat.apache.org](https://hertzbeat.apache.org)**   
+**Home: [hertzbeat.apache.org](https://hertzbeat.apache.org)**
 **Email: <a href="mailto:dev-subscribe@hertzbeat.apache.org">Mail to `dev-subscribe@hertzbeat.apache.org`</a> to subscribe mailing lists**
 
 
 ## 🎡 <font color="green">Introduction</font>
 
-[Apache HertzBeat](https://github.com/apache/hertzbeat) (incubating) is an easy-to-use, open source, real-time monitoring system with agentless, high performance cluster, prometheus-compatible, offers powerful custom monitoring and status page building capabilities.   
+[Apache HertzBeat™](https://github.com/apache/hertzbeat) is an AI-powered next-generation open source real-time observability system. Unified metrics and logs collection, centralized alerting distribution, intelligent management and analysis. No Agent required, high performance cluster, provides powerful custom monitoring and status page building capabilities.
 
 ### Features
 
-* Combines **monitoring, alarm, and notification** features into one platform, and supports monitoring for web service, program, database, cache, os, webserver, middleware, bigdata, cloud-native, network, custom and more.
-* Easy to use and agentless, web-based and with one-click monitoring and alerting, zero learning curve.
-* Makes protocols such as `Http, Jmx, Ssh, Snmp, Jdbc, Prometheus` configurable, allowing you to collect any metrics by simply configuring the template `YML` file online. Imagine being able to quickly adapt to a new monitoring type like K8s or Docker simply by configuring online with HertzBeat.
-* Compatible with the `Prometheus` ecosystem and more, can monitoring what `Prometheus` can monitoring with few clicks on webui.
-* High performance, supports horizontal expansion of multi-collector clusters, multi-isolated network monitoring and cloud-edge collaboration.
-* Provides flexible alarm threshold rules and timely notifications delivered via  `Discord` `Slack` `Telegram` `Email` `Dingtalk` `WeChat` `FeiShu` `Webhook` `SMS` `ServerChan`.
-* Provides powerful status page building capabilities, easily communicate the real-time status of your service to users.
+- Integrates **collection + analysis + alerting + notification** into one platform, with new AI-powered interactions and features under HertzBeat AI, and built-in MCP Server capabilities.
+- Unified metrics platform, agentless, Prometheus-compatible, supports application services, programs, databases, caches, operating systems, big data, middleware, web servers, cloud-native, networks, custom monitoring and more.
+- Unified logging platform, seamlessly integrates multiple log sources through OTLP protocol for reporting.
+- Unified alerting platform, integrates internal alerts with various external alert sources, unified alert processing and analysis, flexible real-time and periodic threshold rules, grouping convergence, silence, suppression, etc.
+- Unified message distribution, alerts processed by the alerting platform are distributed via `Email` `Discord` `Slack` `Telegram` `DingTalk` `WeChat` `FeiShu` `SMS` `Webhook` `ServerChan` and other methods.
+- Makes protocols such as `Http, Jmx, Ssh, Snmp, Jdbc, Prometheus` configurable, allowing you to collect any metrics by simply configuring the template `YML` file online. Imagine being able to quickly adapt to a new monitoring type like K8s or Docker simply by configuring online with HertzBeat.
+- High performance, supports horizontal expansion of multi-collector clusters, multi-isolated network monitoring and cloud-edge collaboration.
+- Provides powerful status page building capabilities, easily communicate the real-time status of your service to users.
 
-> HertzBeat's powerful customization, multi-type support, high performance, easy expansion, and low coupling, aims to help users quickly build their own monitoring system.      
+> HertzBeat's unified platform, AI intelligence, powerful customization, multi-type support, high performance, and easy expansion, aims to help users quickly and conveniently achieve observability requirements.
 
 ----
 
-![hertzbeat](home/static/img/home/1.png)
-
-![hertzbeat](home/static/img/home/status.png)
-
-![hertzbeat](home/static/img/home/9.png)
-
 ----
 
-## 🥐 Architecture   
+## 🥐 Architecture
 
-![hertzBeat](home/static/img/docs/hertzbeat-arch.png)
+![HertzBeat](home/static/img/docs/hertzbeat-arch.png)
 
-## ⛄ Supported   
+## ⛄ Supported
 
-> We define all monitoring collection types such as `mysql`, `jvm`, and `k8s` as `YML` monitoring templates, allowing users to import them to support corresponding types of monitoring.
-> Welcome everyone to contribute your customized general monitoring type YML template during use.
+> We define all metrics collection types such as `mysql`, `jvm`, and `k8s` as `YML` templates, allowing users to import them to support corresponding types of monitoring.
+> Welcome everyone to contribute your customized general metrics type YML template during use.
 
 
 - [Website](https://raw.githubusercontent.com/apache/hertzbeat/master/hertzbeat-manager/src/main/resources/define/app-website.yml), [Port Telnet](https://raw.githubusercontent.com/apache/hertzbeat/master/hertzbeat-manager/src/main/resources/define/app-port.yml),
@@ -99,18 +92,18 @@
   [HuaweiSwitch](https://raw.githubusercontent.com/apache/hertzbeat/master/hertzbeat-manager/src/main/resources/define/app-huawei_switch.yml), [TpLinkSwitch](https://raw.githubusercontent.com/apache/hertzbeat/master/hertzbeat-manager/src/main/resources/define/app-tplink_switch.yml),
   [H3cSwitch](https://raw.githubusercontent.com/apache/hertzbeat/master/hertzbeat-manager/src/main/resources/define/app-h3c_switch.yml)
 - And More Your Custom Template.
-- Notified Support `Discord` `Slack` `Telegram` `Email` `Dingtalk` `WeChat` `FeiShu` `Webhook` `SMS` `ServerChan`.
+- Notified Support `Discord` `Slack` `Telegram` `Email` `DingTalk` `WeChat` `FeiShu` `Webhook` `SMS` `ServerChan`.
 
 
-## 🐕 Quick Start   
+## 🐕 Quick Start
 
 - If you wish to deploy HertzBeat locally, please refer to the following Deployment Documentation for instructions.
 
-### 🍞 Install HertzBeat   
+### 🍞 Install HertzBeat
 
-> HertzBeat supports installation through source code, docker or package, cpu support x86/arm64.   
+> HertzBeat supports installation through source code, docker or package, cpu support x86/arm64.
 
-##### 1：Install quickly via docker   
+##### 1：Install quickly via docker
 
 1. Just one command to get started
 
@@ -118,7 +111,7 @@
    docker run -d -p 1157:1157 -p 1158:1158 --name hertzbeat apache/hertzbeat
    ```
 
-2. Access `http://localhost:1157` to start, default account: `admin/hertzbeat`  
+2. Access `http://localhost:1157` to start, default account: `admin/hertzbeat`
 
 3. Deploy collector clusters (Optional)
 
@@ -132,16 +125,16 @@
    - `-e MANAGER_PORT=1158` : set the main hertzbeat server port, default 1158.
 
 
-Detailed config refer to [Install HertzBeat via Docker](https://hertzbeat.apache.org/docs/start/docker-deploy)   
+Detailed config refer to [Install HertzBeat via Docker](https://hertzbeat.apache.org/docs/start/docker-deploy)
 
-##### 2：Install via package  
+##### 2：Install via package
 
-1. Download the release package `hertzbeat-xx.tar.gz` [Download](https://hertzbeat.apache.org/docs/download)
-2. Configure the HertzBeat configuration yml file `hertzbeat/config/application.yml` (optional)  
-3. Run command `$ ./bin/startup.sh ` or `bin/startup.bat`   
-4. Access `http://localhost:1157` to start, default account: `admin/hertzbeat`  
+1. Download the release package `apache-hertzbeat-xx-bin.tar.gz` [Download](https://hertzbeat.apache.org/docs/download)
+2. Configure the HertzBeat configuration yml file `hertzbeat/config/application.yml` (optional)
+3. Run command `$ ./bin/startup.sh ` or `bin/startup.bat`
+4. Access `http://localhost:1157` to start, default account: `admin/hertzbeat`
 5. Deploy collector clusters (Optional)
-    - Download the release package `hertzbeat-collector-xx.tar.gz` to new machine [Download](https://hertzbeat.apache.org/docs/download)
+    - Download the release package `apache-hertzbeat-collector-xx-bin.tar.gz` (JVM collector) or the native collector package for your platform, such as `apache-hertzbeat-collector-native-xx-linux-amd64-bin.tar.gz` or `apache-hertzbeat-collector-native-xx-windows-amd64-bin.zip`, to the new machine [Download](https://hertzbeat.apache.org/docs/download)
     - Configure the collector configuration yml file `hertzbeat-collector/config/application.yml`: unique `identity` name, running `mode` (public or private), hertzbeat `manager-host`, hertzbeat `manager-port`
       ```yaml
       collector:
@@ -154,25 +147,27 @@ Detailed config refer to [Install HertzBeat via Docker](https://hertzbeat.apache
               manager-host: ${MANAGER_HOST:127.0.0.1}
               manager-port: ${MANAGER_PORT:1158}
       ```
-    - Run command `$ ./bin/startup.sh ` or `bin/startup.bat`
-    - Access `http://localhost:1157` and you will see the registered new collector in dashboard 
+    - If you do not provide JDBC drivers in `ext-lib`, MySQL, MariaDB, and OceanBase can use the built-in query engine and run on the native collector package as well. TiDB follows the same rule for its SQL query metric set.
+    - If `mysql-connector-j` is present in `ext-lib`, the built-in server collector or JVM collector automatically prefers JDBC after restart for MySQL, MariaDB, and OceanBase. TiDB follows the same rule for its SQL query metric set, while its HTTP metrics are unchanged. Oracle and DB2 still require the JVM collector package because they depend on external JDBC drivers.
+    - Run `$ ./bin/startup.sh ` or `bin/startup.bat` for the JVM collector package. Run `$ ./bin/startup.sh ` for Linux or macOS native collector packages, and `bin\\startup.bat` for the Windows native collector package.
+    - Access `http://localhost:1157` and you will see the registered new collector in dashboard
 
-Detailed config refer to [Install HertzBeat via Package](https://hertzbeat.apache.org/docs/start/package-deploy)   
+Detailed config refer to [Install HertzBeat via Package](https://hertzbeat.apache.org/docs/start/package-deploy)
 
-##### 3：Start via source code        
+##### 3：Start via source code
 
-1. Local source code debugging needs to start the back-end project `manager` and the front-end project `web-app`.  
-2. Backend：need `maven3+`, `java17`, `lombok`, add VM options in IDE: ` --add-opens=java.base/java.nio=org.apache.arrow.memory.core,ALL-UNNAMED `, then start the `manager` service. 
-3. Web：need `nodejs npm angular-cli` environment, Run `ng serve --open` in `web-app` directory after backend startup.  
-4. Access `http://localhost:4200` to start, default account: `admin/hertzbeat`  
+1. Local source code debugging needs to start the back-end project `hertzbeat-startup` and the front-end project `web-app`.
+2. Backend：need `maven3+`, `java25`, `lombok`, add VM options in IDE: ` --add-opens=java.base/java.nio=org.apache.arrow.memory.core,ALL-UNNAMED `, then start the `hertzbeat-startup` service.
+3. Web：need `nodejs` and `pnpm` environment, run `pnpm install` then `pnpm start` in `web-app` directory after backend startup.
+4. Access `http://localhost:4200` to start, default account: `admin/hertzbeat`
 
-Detailed steps refer to [CONTRIBUTING](CONTRIBUTING.md)        
+Detailed steps refer to [CONTRIBUTING](CONTRIBUTING.md)
 
-##### 4：Install All(hertzbeat+postgresql+tsdb) via Docker-compose  
+##### 4：Install All(hertzbeat+postgresql+tsdb) via Docker-compose
 
 Install the postgresql/mysql database, victoria-metrics/iotdb/tdengine database and hertzbeat at one time through [docker-compose deployment script](script/docker-compose).
 
-Detailed steps refer to [Install via Docker-Compose](script/docker-compose/README.md)      
+Detailed steps refer to [Install via Docker-Compose](script/docker-compose/README.md)
 
 ##### 5: Install All(hertzbeat+collector+postgresql+tsdb) via kubernetes helm charts
 
@@ -184,8 +179,8 @@ Detailed steps refer to [Artifact Hub](https://artifacthub.io/packages/helm/hert
 
 ## ✨ Contributors
 
-Thanks to these wonderful people, welcome to join us:     
-[Contributor Guide](CONTRIBUTING.md)   
+Thanks to these wonderful people, welcome to join us:
+[Contributor Guide](CONTRIBUTING.md)
 
 <!-- ALL-CONTRIBUTORS-LIST:START - Do not remove or modify this section -->
 <!-- prettier-ignore-start -->
@@ -361,7 +356,7 @@ Thanks to these wonderful people, welcome to join us:
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/lisongning"><img src="https://avatars.githubusercontent.com/u/93140178?v=4?s=100" width="100px;" alt="lisongning"/><br /><sub><b>lisongning</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=lisongning" title="Code">💻</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/YutingNie"><img src="https://avatars.githubusercontent.com/u/104416402?v=4?s=100" width="100px;" alt="YutingNie"/><br /><sub><b>YutingNie</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=YutingNie" title="Code">💻</a> <a href="https://github.com/apache/hertzbeat/commits?author=YutingNie" title="Documentation">📖</a> <a href="#design-YutingNie" title="Design">🎨</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/mikezzb"><img src="https://avatars.githubusercontent.com/u/23418428?v=4?s=100" width="100px;" alt="Mike Zhou"/><br /><sub><b>Mike Zhou</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=mikezzb" title="Code">💻</a> <a href="https://github.com/apache/hertzbeat/commits?author=mikezzb" title="Documentation">📖</a> <a href="#design-mikezzb" title="Design">🎨</a></td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/a-little-fool"><img src="https://avatars.githubusercontent.com/u/105542329?v=4?s=100" width="100px;" alt="小笨蛋"/><br /><sub><b>小笨蛋</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=a-little-fool" title="Code">💻</a> <a href="https://github.com/apache/hertzbeat/commits?author=a-little-fool" title="Documentation">📖</a> <a href="#blog-a-little-fool" title="Blogposts">📝</a> <a href="https://github.com/apache/hertzbeat/issues?q=author%3Aa-little-fool" title="Bug reports">🐛</a> <a href="#design-a-little-fool" title="Design">🎨</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/lynx009"><img src="https://avatars.githubusercontent.com/u/105542329?v=4?s=100" width="100px;" alt="lynx009"/><br /><sub><b>lynx009</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=lynx009" title="Documentation">📖</a></td>
     </tr>
     <tr>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/littlezhongzer"><img src="https://avatars.githubusercontent.com/u/33685289?v=4?s=100" width="100px;" alt="littlezhongzer"/><br /><sub><b>littlezhongzer</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=littlezhongzer" title="Code">💻</a></td>
@@ -385,7 +380,7 @@ Thanks to these wonderful people, welcome to join us:
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/1036664317"><img src="https://avatars.githubusercontent.com/u/7696697?v=4?s=100" width="100px;" alt="moghn"/><br /><sub><b>moghn</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=1036664317" title="Documentation">📖</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/xiaoguolong"><img src="https://avatars.githubusercontent.com/u/33684988?v=4?s=100" width="100px;" alt="xiaoguolong"/><br /><sub><b>xiaoguolong</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=xiaoguolong" title="Code">💻</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/Clownsw"><img src="https://avatars.githubusercontent.com/u/28394742?v=4?s=100" width="100px;" alt="Smliexx"/><br /><sub><b>Smliexx</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=Clownsw" title="Code">💻</a> <a href="https://github.com/apache/hertzbeat/issues?q=author%3AClownsw" title="Bug reports">🐛</a></td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Calvin979"><img src="https://avatars.githubusercontent.com/u/131688897?v=4?s=100" width="100px;" alt="Naruse"/><br /><sub><b>Naruse</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=Calvin979" title="Documentation">📖</a> <a href="https://github.com/apache/hertzbeat/commits?author=Calvin979" title="Code">💻</a> <a href="#design-Calvin979" title="Design">🎨</a> <a href="https://github.com/apache/hertzbeat/issues?q=author%3ACalvin979" title="Bug reports">🐛</a> <a href="https://github.com/apache/hertzbeat/commits?author=Calvin979" title="Tests">⚠️</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Calvin979"><img src="https://avatars.githubusercontent.com/u/131688897?v=4?s=100" width="100px;" alt="Calvin"/><br /><sub><b>Calvin</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=Calvin979" title="Documentation">📖</a> <a href="https://github.com/apache/hertzbeat/commits?author=Calvin979" title="Code">💻</a> <a href="#design-Calvin979" title="Design">🎨</a> <a href="https://github.com/apache/hertzbeat/issues?q=author%3ACalvin979" title="Bug reports">🐛</a> <a href="https://github.com/apache/hertzbeat/commits?author=Calvin979" title="Tests">⚠️</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/bbelide2"><img src="https://avatars.githubusercontent.com/u/26840796?v=4?s=100" width="100px;" alt="Bala Sukesh"/><br /><sub><b>Bala Sukesh</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=bbelide2" title="Code">💻</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/jinyaoMa"><img src="https://avatars.githubusercontent.com/u/25066570?v=4?s=100" width="100px;" alt="Jinyao Ma"/><br /><sub><b>Jinyao Ma</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=jinyaoMa" title="Code">💻</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://linuxsuren.github.io/open-source-best-practice/"><img src="https://avatars.githubusercontent.com/u/1450685?v=4?s=100" width="100px;" alt="Rick"/><br /><sub><b>Rick</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=LinuxSuRen" title="Code">💻</a> <a href="https://github.com/apache/hertzbeat/commits?author=LinuxSuRen" title="Tests">⚠️</a></td>
@@ -529,6 +524,33 @@ Thanks to these wonderful people, welcome to join us:
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/xiaomizhou2"><img src="https://avatars.githubusercontent.com/u/47807926?v=4?s=100" width="100px;" alt="zhangyaxi"/><br /><sub><b>zhangyaxi</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=xiaomizhou2" title="Code">💻</a> <a href="https://github.com/apache/hertzbeat/commits?author=xiaomizhou2" title="Tests">⚠️</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/RainBondsongyg"><img src="https://avatars.githubusercontent.com/u/94501396?v=4?s=100" width="100px;" alt="songyg"/><br /><sub><b>songyg</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=RainBondsongyg" title="Documentation">📖</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/lx1229"><img src="https://avatars.githubusercontent.com/u/44620005?v=4?s=100" width="100px;" alt="Liuxin"/><br /><sub><b>Liuxin</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=lx1229" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/yy549159265"><img src="https://avatars.githubusercontent.com/u/40821310?v=4?s=100" width="100px;" alt="yy549159265"/><br /><sub><b>yy549159265</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=yy549159265" title="Code">💻</a> <a href="https://github.com/apache/hertzbeat/commits?author=yy549159265" title="Tests">⚠️</a> <a href="#design-yy549159265" title="Design">🎨</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/cto-huhang"><img src="https://avatars.githubusercontent.com/u/53338629?v=4?s=100" width="100px;" alt="cto-huhang"/><br /><sub><b>cto-huhang</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=cto-huhang" title="Documentation">📖</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Saramanda9988"><img src="https://avatars.githubusercontent.com/u/176664901?v=4?s=100" width="100px;" alt="LunaRain_079"/><br /><sub><b>LunaRain_079</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=Saramanda9988" title="Documentation">📖</a> <a href="https://github.com/apache/hertzbeat/commits?author=Saramanda9988" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/delei"><img src="https://avatars.githubusercontent.com/u/17263766?v=4?s=100" width="100px;" alt="DeleiGuo"/><br /><sub><b>DeleiGuo</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=delei" title="Documentation">📖</a> <a href="https://github.com/apache/hertzbeat/commits?author=delei" title="Code">💻</a> <a href="https://github.com/apache/hertzbeat/commits?author=delei" title="Tests">⚠️</a> <a href="https://github.com/apache/hertzbeat/issues?q=author%3Adelei" title="Bug reports">🐛</a></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/chingjustwe"><img src="https://avatars.githubusercontent.com/u/13643747?v=4?s=100" width="100px;" alt="Rocky, Chi"/><br /><sub><b>Rocky, Chi</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=chingjustwe" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/rowankid"><img src="https://avatars.githubusercontent.com/u/18652781?v=4?s=100" width="100px;" alt="Wenqi Luo"/><br /><sub><b>Wenqi Luo</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/issues?q=author%3Arowankid" title="Bug reports">🐛</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/tuzuy"><img src="https://avatars.githubusercontent.com/u/95274591?v=4?s=100" width="100px;" alt="tuzuy"/><br /><sub><b>tuzuy</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=tuzuy" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/carlpinto25"><img src="https://avatars.githubusercontent.com/u/117299909?v=4?s=100" width="100px;" alt="carl pinto"/><br /><sub><b>carl pinto</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=carlpinto25" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://cxhello.top/"><img src="https://avatars.githubusercontent.com/u/49056040?v=4?s=100" width="100px;" alt="cxhello"/><br /><sub><b>cxhello</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=cxhello" title="Documentation">📖</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jl15988"><img src="https://avatars.githubusercontent.com/u/70638770?v=4?s=100" width="100px;" alt="会功夫的李白"/><br /><sub><b>会功夫的李白</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=jl15988" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://blog.aytop.cloud/"><img src="https://avatars.githubusercontent.com/u/37127008?v=4?s=100" width="100px;" alt="Albert.Yang"/><br /><sub><b>Albert.Yang</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=AlbertYang0801" title="Code">💻</a></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://blog.tokenlen.top/"><img src="https://avatars.githubusercontent.com/u/150590575?v=4?s=100" width="100px;" alt="zhou yong kang"/><br /><sub><b>zhou yong kang</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=mengnankkkk" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/warrobe"><img src="https://avatars.githubusercontent.com/u/89446159?v=4?s=100" width="100px;" alt="warrobe"/><br /><sub><b>warrobe</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=warrobe" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Jetiaime"><img src="https://avatars.githubusercontent.com/u/93769000?v=4?s=100" width="100px;" alt="TeAmo"/><br /><sub><b>TeAmo</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=Jetiaime" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/pentium100"><img src="https://avatars.githubusercontent.com/u/27917?v=4?s=100" width="100px;" alt="pentium100"/><br /><sub><b>pentium100</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=pentium100" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/dedyks"><img src="https://avatars.githubusercontent.com/u/23741665?v=4?s=100" width="100px;" alt="Dedy Kurniawan Santoso"/><br /><sub><b>Dedy Kurniawan Santoso</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=dedyks" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/KOYR"><img src="https://avatars.githubusercontent.com/u/53216619?v=4?s=100" width="100px;" alt="KOYR"/><br /><sub><b>KOYR</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=KOYR" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Lathika226"><img src="https://avatars.githubusercontent.com/u/178710568?v=4?s=100" width="100px;" alt="LathikaBaddam"/><br /><sub><b>LathikaBaddam</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=Lathika226" title="Documentation">📖</a></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://shadwal.space/"><img src="https://avatars.githubusercontent.com/u/119167601?v=4?s=100" width="100px;" alt="Sahil Shadwal"/><br /><sub><b>Sahil Shadwal</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=Sahil-Shadwal" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/BhanuNidumolu"><img src="https://avatars.githubusercontent.com/u/180380413?v=4?s=100" width="100px;" alt="N.Bhanu Prasad"/><br /><sub><b>N.Bhanu Prasad</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=BhanuNidumolu" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://prakashh-portfolio.vercel.app/"><img src="https://avatars.githubusercontent.com/u/183058331?v=4?s=100" width="100px;" alt="Prakash Kumar"/><br /><sub><b>Prakash Kumar</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=Prakash1185" title="Code">💻</a></td>
     </tr>
   </tbody>
 </table>
@@ -536,7 +558,7 @@ Thanks to these wonderful people, welcome to join us:
 <!-- markdownlint-restore -->
 <!-- prettier-ignore-end -->
 
-<!-- ALL-CONTRIBUTORS-LIST:END -->  
+<!-- ALL-CONTRIBUTORS-LIST:END -->
 
 ## 💬 Join discussion
 
@@ -548,14 +570,10 @@ Thanks to these wonderful people, welcome to join us:
 
 WeChat Group : Add friend `ahertzbeat` and invite to the group.
 
-WeChat Public : Search ID `usthecom`.
-
-[QQ Group](https://qm.qq.com/q/xxqecSC2cw) : Group num `1035688434`
+WeChat Official Account : Search ID `usthecom`.
 
 [Github Discussion](https://github.com/apache/hertzbeat/discussions)
 
-[Reddit Community](https://www.reddit.com/r/hertzbeat/)
-
 [Follow Us Twitter](https://x.com/hertzbeat1024)
 
 [Subscribe YouTube](https://www.youtube.com/channel/UCri75zfWX0GHqJFPENEbLow)
@@ -572,8 +590,8 @@ HertzBeat is built on so many great open source projects, thanks to them!
 <p align="left">
 <img src="./home/static/img/home/cncf-landscape-left-logo.svg" width="300">&nbsp;&nbsp;<img src="./home/static/img/home/cncf-right-logo.svg" width="345" />
 <br /><br />
-HertzBeat has been included in the <a href="https://landscape.cncf.io/guide?item=observability-and-analysis--monitoring--hertzbeat#observability-and-analysis--monitoring">
-CNCF Observability And Analysis - Monitoring Landscape.</a>
+HertzBeat has been included in the <a href="https://landscape.cncf.io/?item=observability-and-analysis--observability--hertzbeat">
+CNCF Observability And Analysis - Observability Landscape.</a>
 </p>
 
 ## 🛡️ License

README_CN.md

@@ -9,10 +9,7 @@
 <a href="README.md">English</a> | <b><a href="README_CN.md">中文</a></b> | <a href="README_JP.md">日本語</a>
 </p>
 
-> 实时监控系统，无需 Agent，性能集群，兼容 Prometheus，自定义监控和状态页构建能力。
-
 [![Discord](https://img.shields.io/badge/Chat-Discord-7289DA?logo=discord)](https://discord.gg/Fb6M73htGr)
-[![Reddit](https://img.shields.io/badge/Reddit-Community-7289DA?logo=reddit)](https://www.reddit.com/r/hertzbeat/)
 [![Twitter](https://img.shields.io/twitter/follow/hertzbeat1024?logo=twitter)](https://x.com/hertzbeat1024)
 [![OpenSSF Best Practices](https://www.bestpractices.dev/projects/8139/badge)](https://www.bestpractices.dev/projects/8139)
 [![codecov](https://codecov.io/gh/apache/HertzBeat/branch/master/graph/badge.svg)](https://app.codecov.io/gh/apache/hertzbeat)
@@ -28,29 +25,24 @@
 
 ## 🎡 <font color="green">介绍</font>
 
-[Apache HertzBeat](https://github.com/apache/hertzbeat) （incubating）是一个易用友好的开源实时监控告警系统，无需 Agent，高性能集群，兼容 Prometheus，提供强大的自定义监控和状态页构建能力。     
+[Apache HertzBeat™](https://github.com/apache/hertzbeat) 是 AI 驱动的下一代开源实时观测系统。指标日志统一收集，告警一站分发，智能管控分析。无需 Agent，高性能集群，提供强大的自定义监控和状态页构建能力。     
 
 ### 特点
 
-- 集 **监控+告警+通知** 为一体，支持对应用服务，应用程序，数据库，缓存，操作系统，大数据，中间件，Web 服务器，云原生，网络，自定义等监控阈值告警通知一步到位。
-- 易用友好，无需 `Agent`，全 `WEB` 页面操作，鼠标点一点就能监控告警，无需学习成本。    
-- 将 `Http, Jmx, Ssh, Snmp, Jdbc, Prometheus` 等协议规范可配置化，只需在浏览器配置监控模板 `YML` 就能使用这些协议去自定义采集想要的指标。您相信只需简单配置即可快速适配一款 `K8s` 或 `Docker` 等新的监控类型吗？  
-- 兼容 `Prometheus` 的系统生态并且更多，只需页面操作就可以监控 `Prometheus` 所能监控的。
+- 集```采集+分析+告警+通知```为一体，HertzBeat AI 驱动下的新交互与功能，也内置 MCP Server 对外能力。
+- 统一的指标平台，无需 Agent，兼容 Prometheus，支持应用服务，程序，数据库，缓存，操作系统，大数据，中间件，Web 服务器，云原生，网络，自定义等。
+- 统一的日志平台，通过 OTLP 协议多日志源无缝对接上报。
+- 统一的告警平台，内部告警与外部多种告警源集成接入，统一告警处理分析，灵活的实时与周期阈值规则，分组收敛，静默，抑制等。
+- 统一的消息分发，告警平台处理后通过 `邮件` `Discord` `Slack` `Telegram` `钉钉` `微信` `飞书` `短信` `Webhook` `Server酱` 等方式分发通知。
+- 将 `Http, Jmx, Ssh, Snmp, Jdbc, Prometheus` 等协议规范可配置化，只需配置模板 `YML` 就能自定义采集指标。您相信只需简单配置即可快速适配一款 `K8s` 或 `Docker` 等新的监控类型吗？
 - 高性能，支持多采集器集群横向扩展，支持多隔离网络监控，云边协同。
-- 灵活的告警阈值规则，`邮件` `Discord` `Slack` `Telegram` `钉钉` `微信` `飞书` `短信` `Webhook` `Server酱` 等方式消息及时送达。
 - 提供强大的状态页构建能力，轻松向用户传达您产品服务的实时状态。
 
 
-> `HertzBeat`的强大自定义，多类型支持，高性能，易扩展，低耦合，希望能帮助用户快速搭建自有监控系统。    
+> `HertzBeat`的统一平台，AI智能，强大自定义，多类型支持，高性能，易扩展，希望能帮助用户快速方便实现观测需求。    
 
 ----
 
-![hertzbeat](home/static/img/home/1.png)
-
-![hertzbeat](home/static/img/home/status.png)
-
-![hertzbeat](home/static/img/home/9.png)
-
 ----
 
 ## 🥐 模块  
@@ -59,8 +51,8 @@
 
 ## ⛄ 已支持    
 
-> 我们将监控采集类型（mysql,jvm,k8s）都定义为 `yml` 监控模板，用户可以导入这些模板来支持对应类型的监控!    
-> 欢迎大家一起贡献你使用过程中自定义的通用监控类型监控模板。
+> 我们将监控采集类型（mysql,jvm,k8s）都定义为 `yml` 模板，用户可以导入这些模板来支持对应类型的监控!    
+> 欢迎大家一起贡献你使用过程中自定义的通用指标模板。
 
 - [Website](https://raw.githubusercontent.com/apache/hertzbeat/master/hertzbeat-manager/src/main/resources/define/app-website.yml), [Port Telnet](https://raw.githubusercontent.com/apache/hertzbeat/master/hertzbeat-manager/src/main/resources/define/app-port.yml),
   [Http Api](https://raw.githubusercontent.com/apache/hertzbeat/master/hertzbeat-manager/src/main/resources/define/app-api.yml), [Ping Connect](https://raw.githubusercontent.com/apache/hertzbeat/master/hertzbeat-manager/src/main/resources/define/app-ping.yml),
@@ -98,7 +90,7 @@
 - [CiscoSwitch](https://raw.githubusercontent.com/apache/hertzbeat/master/hertzbeat-manager/src/main/resources/define/app-cisco_switch.yml), [HpeSwitch](https://raw.githubusercontent.com/apache/hertzbeat/master/hertzbeat-manager/src/main/resources/define/app-hpe_switch.yml),
   [HuaweiSwitch](https://raw.githubusercontent.com/apache/hertzbeat/master/hertzbeat-manager/src/main/resources/define/app-huawei_switch.yml), [TpLinkSwitch](https://raw.githubusercontent.com/apache/hertzbeat/master/hertzbeat-manager/src/main/resources/define/app-tplink_switch.yml),
   [H3cSwitch](https://raw.githubusercontent.com/apache/hertzbeat/master/hertzbeat-manager/src/main/resources/define/app-h3c_switch.yml)
-- 和更多自定义监控模板。
+- 和更多自定义指标模板。
 - 通知支持 `Discord` `Slack` `Telegram` `邮件` `钉钉` `微信` `飞书` `短信` `Webhook` `Server酱`。
 
 ## 🐕 快速开始  
@@ -134,12 +126,12 @@
 
 ##### 方式二：通过安装包安装
 
-1. 下载您系统环境对应的安装包 `hertzbeat-xx.tar.gz` [Download](https://hertzbeat.apache.org/docs/download)
+1. 下载您系统环境对应的安装包 `apache-hertzbeat-xx-bin.tar.gz` [Download](https://hertzbeat.apache.org/docs/download)
 2. 配置 HertzBeat 的配置文件 `hertzbeat/config/application.yml` (可选)
 3. 部署启动 `$ ./bin/startup.sh ` 或 `bin/startup.bat`
 4. 浏览器访问 `http://localhost:1157` 即可开始，默认账号密码 `admin/hertzbeat`
 5. 部署采集器集群（可选）
-   - 下载采集器安装包 `hertzbeat-collector-xx.tar.gz` 到规划的另一台部署主机上 [Download](https://hertzbeat.apache.org/docs/download)
+   - 下载采集器安装包 `apache-hertzbeat-collector-xx-bin.tar.gz`（JVM 采集器）或与你目标平台匹配的 Native 采集器安装包，例如 `apache-hertzbeat-collector-native-xx-linux-amd64-bin.tar.gz`、`apache-hertzbeat-collector-native-xx-windows-amd64-bin.zip`，到规划的另一台部署主机上 [Download](https://hertzbeat.apache.org/docs/download)
    - 配置采集器的配置文件 `hertzbeat-collector/config/application.yml` 里面的连接主 HertzBeat 服务的对外 IP，端口，当前采集器名称(需保证唯一性)等参数 `identity` `mode` (public or private) `manager-host` `manager-port`
      ```yaml
      collector:
@@ -152,16 +144,18 @@
              manager-host: ${MANAGER_HOST:127.0.0.1}
              manager-port: ${MANAGER_PORT:1158}
      ```
-   - 启动 `$ ./bin/startup.sh ` 或 `bin/startup.bat`
+   - 如果没有在 `ext-lib` 中提供 JDBC 驱动，MySQL、MariaDB、OceanBase 可以直接使用内置查询引擎，也可以使用 Native 采集器安装包；TiDB 的 SQL 查询指标也遵循同样规则。
+   - 如果在 `ext-lib` 中放入了 `mysql-connector-j`，主程序内置采集器或 JVM 采集器会在重启后自动优先走 JDBC；这一点现在适用于 MySQL、MariaDB、OceanBase，TiDB 的 SQL 查询指标也遵循同样规则，而它的 HTTP 指标不受影响。Oracle、DB2 仍然必须使用 JVM 采集器安装包，因为它们依赖外置 JDBC 驱动。
+   - JVM 采集器安装包使用 `$ ./bin/startup.sh ` 或 `bin/startup.bat` 启动。Linux 或 macOS 的 Native 采集器安装包使用 `$ ./bin/startup.sh ` 启动，Windows 的 Native 采集器安装包使用 `bin\\startup.bat` 启动
    - 浏览器访问主 HertzBeat 服务 `http://localhost:1157` 查看概览页面即可看到注册上来的新采集器
 
 更多配置详细步骤参考 [通过安装包安装HertzBeat](https://hertzbeat.apache.org/docs/start/package-deploy)
 
 ##### 方式三：本地代码启动
 
-1. 此为前后端分离项目，本地代码调试需要分别启动后端工程 `manager` 和前端工程 `web-app`
-2. 后端：需要 `maven3+`, `java17` 和 `lombok` 环境，修改 `YML` 配置信息，添加JVM参数`--add-opens=java.base/java.nio=org.apache.arrow.memory.core,ALL-UNNAMED`后启动 `manager` 服务即可。
-3. 前端：需要 `nodejs npm angular-cli`环境，待本地后端启动后，在 `web-app` 目录下启动 `ng serve --open`
+1. 此为前后端分离项目，本地代码调试需要分别启动后端工程 `hertzbeat-startup` 和前端工程 `web-app`
+2. 后端：需要 `maven3+`, `java25` 和 `lombok` 环境，修改 `YML` 配置信息，添加JVM参数`--add-opens=java.base/java.nio=org.apache.arrow.memory.core,ALL-UNNAMED`后启动 `hertzbeat-startup` 服务即可。
+3. 前端：需要 `nodejs` 和 `pnpm` 环境，待本地后端启动后，在 `web-app` 目录下执行 `pnpm install` 再执行 `pnpm start`
 4. 浏览器访问 `http://localhost:4200` 即可开始，默认账号密码 `admin/hertzbeat`
 
 详细步骤参考 [参与贡献之本地代码启动](CONTRIBUTING.md)
@@ -359,7 +353,7 @@ Thanks these wonderful people, welcome to join us:
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/lisongning"><img src="https://avatars.githubusercontent.com/u/93140178?v=4?s=100" width="100px;" alt="lisongning"/><br /><sub><b>lisongning</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=lisongning" title="Code">💻</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/YutingNie"><img src="https://avatars.githubusercontent.com/u/104416402?v=4?s=100" width="100px;" alt="YutingNie"/><br /><sub><b>YutingNie</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=YutingNie" title="Code">💻</a> <a href="https://github.com/apache/hertzbeat/commits?author=YutingNie" title="Documentation">📖</a> <a href="#design-YutingNie" title="Design">🎨</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/mikezzb"><img src="https://avatars.githubusercontent.com/u/23418428?v=4?s=100" width="100px;" alt="Mike Zhou"/><br /><sub><b>Mike Zhou</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=mikezzb" title="Code">💻</a> <a href="https://github.com/apache/hertzbeat/commits?author=mikezzb" title="Documentation">📖</a> <a href="#design-mikezzb" title="Design">🎨</a></td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/a-little-fool"><img src="https://avatars.githubusercontent.com/u/105542329?v=4?s=100" width="100px;" alt="小笨蛋"/><br /><sub><b>小笨蛋</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=a-little-fool" title="Code">💻</a> <a href="https://github.com/apache/hertzbeat/commits?author=a-little-fool" title="Documentation">📖</a> <a href="#blog-a-little-fool" title="Blogposts">📝</a> <a href="https://github.com/apache/hertzbeat/issues?q=author%3Aa-little-fool" title="Bug reports">🐛</a> <a href="#design-a-little-fool" title="Design">🎨</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/lynx009"><img src="https://avatars.githubusercontent.com/u/105542329?v=4?s=100" width="100px;" alt="lynx009"/><br /><sub><b>lynx009</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=lynx009" title="Documentation">📖</a></td>
     </tr>
     <tr>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/littlezhongzer"><img src="https://avatars.githubusercontent.com/u/33685289?v=4?s=100" width="100px;" alt="littlezhongzer"/><br /><sub><b>littlezhongzer</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=littlezhongzer" title="Code">💻</a></td>
@@ -383,7 +377,7 @@ Thanks these wonderful people, welcome to join us:
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/1036664317"><img src="https://avatars.githubusercontent.com/u/7696697?v=4?s=100" width="100px;" alt="moghn"/><br /><sub><b>moghn</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=1036664317" title="Documentation">📖</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/xiaoguolong"><img src="https://avatars.githubusercontent.com/u/33684988?v=4?s=100" width="100px;" alt="xiaoguolong"/><br /><sub><b>xiaoguolong</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=xiaoguolong" title="Code">💻</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/Clownsw"><img src="https://avatars.githubusercontent.com/u/28394742?v=4?s=100" width="100px;" alt="Smliexx"/><br /><sub><b>Smliexx</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=Clownsw" title="Code">💻</a> <a href="https://github.com/apache/hertzbeat/issues?q=author%3AClownsw" title="Bug reports">🐛</a></td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Calvin979"><img src="https://avatars.githubusercontent.com/u/131688897?v=4?s=100" width="100px;" alt="Naruse"/><br /><sub><b>Naruse</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=Calvin979" title="Documentation">📖</a> <a href="https://github.com/apache/hertzbeat/commits?author=Calvin979" title="Code">💻</a> <a href="#design-Calvin979" title="Design">🎨</a> <a href="https://github.com/apache/hertzbeat/issues?q=author%3ACalvin979" title="Bug reports">🐛</a> <a href="https://github.com/apache/hertzbeat/commits?author=Calvin979" title="Tests">⚠️</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Calvin979"><img src="https://avatars.githubusercontent.com/u/131688897?v=4?s=100" width="100px;" alt="Calvin"/><br /><sub><b>Calvin</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=Calvin979" title="Documentation">📖</a> <a href="https://github.com/apache/hertzbeat/commits?author=Calvin979" title="Code">💻</a> <a href="#design-Calvin979" title="Design">🎨</a> <a href="https://github.com/apache/hertzbeat/issues?q=author%3ACalvin979" title="Bug reports">🐛</a> <a href="https://github.com/apache/hertzbeat/commits?author=Calvin979" title="Tests">⚠️</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/bbelide2"><img src="https://avatars.githubusercontent.com/u/26840796?v=4?s=100" width="100px;" alt="Bala Sukesh"/><br /><sub><b>Bala Sukesh</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=bbelide2" title="Code">💻</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/jinyaoMa"><img src="https://avatars.githubusercontent.com/u/25066570?v=4?s=100" width="100px;" alt="Jinyao Ma"/><br /><sub><b>Jinyao Ma</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=jinyaoMa" title="Code">💻</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://linuxsuren.github.io/open-source-best-practice/"><img src="https://avatars.githubusercontent.com/u/1450685?v=4?s=100" width="100px;" alt="Rick"/><br /><sub><b>Rick</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=LinuxSuRen" title="Code">💻</a> <a href="https://github.com/apache/hertzbeat/commits?author=LinuxSuRen" title="Tests">⚠️</a></td>
@@ -527,6 +521,33 @@ Thanks these wonderful people, welcome to join us:
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/xiaomizhou2"><img src="https://avatars.githubusercontent.com/u/47807926?v=4?s=100" width="100px;" alt="zhangyaxi"/><br /><sub><b>zhangyaxi</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=xiaomizhou2" title="Code">💻</a> <a href="https://github.com/apache/hertzbeat/commits?author=xiaomizhou2" title="Tests">⚠️</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/RainBondsongyg"><img src="https://avatars.githubusercontent.com/u/94501396?v=4?s=100" width="100px;" alt="songyg"/><br /><sub><b>songyg</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=RainBondsongyg" title="Documentation">📖</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/lx1229"><img src="https://avatars.githubusercontent.com/u/44620005?v=4?s=100" width="100px;" alt="Liuxin"/><br /><sub><b>Liuxin</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=lx1229" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/yy549159265"><img src="https://avatars.githubusercontent.com/u/40821310?v=4?s=100" width="100px;" alt="yy549159265"/><br /><sub><b>yy549159265</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=yy549159265" title="Code">💻</a> <a href="https://github.com/apache/hertzbeat/commits?author=yy549159265" title="Tests">⚠️</a> <a href="#design-yy549159265" title="Design">🎨</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/cto-huhang"><img src="https://avatars.githubusercontent.com/u/53338629?v=4?s=100" width="100px;" alt="cto-huhang"/><br /><sub><b>cto-huhang</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=cto-huhang" title="Documentation">📖</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Saramanda9988"><img src="https://avatars.githubusercontent.com/u/176664901?v=4?s=100" width="100px;" alt="LunaRain_079"/><br /><sub><b>LunaRain_079</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=Saramanda9988" title="Documentation">📖</a> <a href="https://github.com/apache/hertzbeat/commits?author=Saramanda9988" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/delei"><img src="https://avatars.githubusercontent.com/u/17263766?v=4?s=100" width="100px;" alt="DeleiGuo"/><br /><sub><b>DeleiGuo</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=delei" title="Documentation">📖</a> <a href="https://github.com/apache/hertzbeat/commits?author=delei" title="Code">💻</a> <a href="https://github.com/apache/hertzbeat/commits?author=delei" title="Tests">⚠️</a> <a href="https://github.com/apache/hertzbeat/issues?q=author%3Adelei" title="Bug reports">🐛</a></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/chingjustwe"><img src="https://avatars.githubusercontent.com/u/13643747?v=4?s=100" width="100px;" alt="Rocky, Chi"/><br /><sub><b>Rocky, Chi</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=chingjustwe" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/rowankid"><img src="https://avatars.githubusercontent.com/u/18652781?v=4?s=100" width="100px;" alt="Wenqi Luo"/><br /><sub><b>Wenqi Luo</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/issues?q=author%3Arowankid" title="Bug reports">🐛</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/tuzuy"><img src="https://avatars.githubusercontent.com/u/95274591?v=4?s=100" width="100px;" alt="tuzuy"/><br /><sub><b>tuzuy</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=tuzuy" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/carlpinto25"><img src="https://avatars.githubusercontent.com/u/117299909?v=4?s=100" width="100px;" alt="carl pinto"/><br /><sub><b>carl pinto</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=carlpinto25" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://cxhello.top/"><img src="https://avatars.githubusercontent.com/u/49056040?v=4?s=100" width="100px;" alt="cxhello"/><br /><sub><b>cxhello</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=cxhello" title="Documentation">📖</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jl15988"><img src="https://avatars.githubusercontent.com/u/70638770?v=4?s=100" width="100px;" alt="会功夫的李白"/><br /><sub><b>会功夫的李白</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=jl15988" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://blog.aytop.cloud/"><img src="https://avatars.githubusercontent.com/u/37127008?v=4?s=100" width="100px;" alt="Albert.Yang"/><br /><sub><b>Albert.Yang</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=AlbertYang0801" title="Code">💻</a></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://blog.tokenlen.top/"><img src="https://avatars.githubusercontent.com/u/150590575?v=4?s=100" width="100px;" alt="zhou yong kang"/><br /><sub><b>zhou yong kang</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=mengnankkkk" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/warrobe"><img src="https://avatars.githubusercontent.com/u/89446159?v=4?s=100" width="100px;" alt="warrobe"/><br /><sub><b>warrobe</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=warrobe" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Jetiaime"><img src="https://avatars.githubusercontent.com/u/93769000?v=4?s=100" width="100px;" alt="TeAmo"/><br /><sub><b>TeAmo</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=Jetiaime" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/pentium100"><img src="https://avatars.githubusercontent.com/u/27917?v=4?s=100" width="100px;" alt="pentium100"/><br /><sub><b>pentium100</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=pentium100" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/dedyks"><img src="https://avatars.githubusercontent.com/u/23741665?v=4?s=100" width="100px;" alt="Dedy Kurniawan Santoso"/><br /><sub><b>Dedy Kurniawan Santoso</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=dedyks" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/KOYR"><img src="https://avatars.githubusercontent.com/u/53216619?v=4?s=100" width="100px;" alt="KOYR"/><br /><sub><b>KOYR</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=KOYR" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Lathika226"><img src="https://avatars.githubusercontent.com/u/178710568?v=4?s=100" width="100px;" alt="LathikaBaddam"/><br /><sub><b>LathikaBaddam</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=Lathika226" title="Documentation">📖</a></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://shadwal.space/"><img src="https://avatars.githubusercontent.com/u/119167601?v=4?s=100" width="100px;" alt="Sahil Shadwal"/><br /><sub><b>Sahil Shadwal</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=Sahil-Shadwal" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/BhanuNidumolu"><img src="https://avatars.githubusercontent.com/u/180380413?v=4?s=100" width="100px;" alt="N.Bhanu Prasad"/><br /><sub><b>N.Bhanu Prasad</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=BhanuNidumolu" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://prakashh-portfolio.vercel.app/"><img src="https://avatars.githubusercontent.com/u/183058331?v=4?s=100" width="100px;" alt="Prakash Kumar"/><br /><sub><b>Prakash Kumar</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=Prakash1185" title="Code">💻</a></td>
     </tr>
   </tbody>
 </table>
@@ -548,12 +569,8 @@ Thanks these wonderful people, welcome to join us:
 
 微信公众号 : 搜索 ID `usthecom`.
 
-[QQ交流群](https://qm.qq.com/q/xxqecSC2cw) : 群号 `1035688434`
-
 [Github Discussion](https://github.com/apache/hertzbeat/discussions)
 
-[Reddit Community](https://www.reddit.com/r/hertzbeat/)
-
 [Follow Us Twitter](https://x.com/hertzbeat1024)
 
 [Subscribe YouTube](https://www.youtube.com/channel/UCri75zfWX0GHqJFPENEbLow)
@@ -572,8 +589,8 @@ HertzBeat is built on so many great open source projects, thanks to them!
 <p align="left">
 <img src="./home/static/img/home/cncf-landscape-left-logo.svg" width="300">&nbsp;&nbsp;<img src="./home/static/img/home/cncf-right-logo.svg" width="345" />
 <br /><br />
-HertzBeat has been included in the <a href="https://landscape.cncf.io/guide?item=observability-and-analysis--monitoring--hertzbeat#observability-and-analysis--monitoring">
-CNCF Observability And Analysis - Monitoring Landscape.</a>
+HertzBeat has been included in the <a href="https://landscape.cncf.io/?item=observability-and-analysis--observability--hertzbeat">
+CNCF Observability And Analysis - Observability Landscape.</a>
 </p>
 
 ## 🛡️ License

README_JP.md

@@ -7,12 +7,9 @@
 <p align="center">
 <b>Readme</b>:
 <a href="README.md">English</a> | <a href="README_CN.md">中文</a> | <b><a href="README_JP.md">日本語</a></b>
-</p>  
-
-> オープンソースのリアルタイム監視システム、エージェントレス、クラスタ対応、Prometheus互換、カスタムおよびステータスページ付き。
+</p>
 
 [![Discord](https://img.shields.io/badge/Chat-Discord-7289DA?logo=discord)](https://discord.gg/Fb6M73htGr)
-[![Reddit](https://img.shields.io/badge/Reddit-Community-7289DA?logo=reddit)](https://www.reddit.com/r/hertzbeat/)
 [![Twitter](https://img.shields.io/twitter/follow/hertzbeat1024?logo=twitter)](https://x.com/hertzbeat1024)
 [![OpenSSF Best Practices](https://www.bestpractices.dev/projects/8139/badge)](https://www.bestpractices.dev/projects/8139)
 [![codecov](https://codecov.io/gh/apache/HertzBeat/branch/master/graph/badge.svg)](https://app.codecov.io/gh/apache/hertzbeat)
@@ -22,44 +19,38 @@
 [![Contribute with Gitpod](https://img.shields.io/badge/Contribute%20with-Gitpod-908a85?logo=gitpod&color=green)](https://gitpod.io/#https://github.com/apache/hertzbeat)
 
 
-**公式サイト: [hertzbeat.apache.org](https://hertzbeat.apache.org)**    
+**公式サイト: [hertzbeat.apache.org](https://hertzbeat.apache.org)**
 **メール:**　メーリングリストに登録するために、<a href="mailto:dev-subscribe@hertzbeat.apache.org">dev-subscribe@hertzbeat.apache.org</a>にメールを送ってください。
 
 
 ## 🎡 <font color="green">紹介</font>
 
-[Apache HertzBeat](https://github.com/apache/hertzbeat) （incubating）はオープンソースのリアルタイム監視システム、エージェントレス、クラスタ対応、Prometheus互換、カスタムおよびステータスページ付き。     
+[Apache HertzBeat™](https://github.com/apache/hertzbeat) は AI 駆動の次世代オープンソースリアルタイム観測システムです。メトリクスとログの統一収集、アラートの一元配信、インテリジェント管理分析。エージェント不要、高性能クラスタ、強力なカスタム監視とステータスページ構築機能を提供します。
 
 ### 特性
 
-- **モニター・アラーム・通知** を一体化し、Web、データベース、キャッシュ、OS、ミドルウェア、クラウドネイティブ、ネットワークなどをサポート。
-- 使いやすさを重視し、マウスのクリックだけで完全なWebベースの操作が可能。
-- `Http、Jmx、Ssh、Snmp、jdbc、Prometheus`などのプロトコルを設定可能にし、テンプレート`YML`ファイルをオンラインで設定するだけで、あらゆるメトリクスを収集できるようにします。HertzBeatでオンライン設定するだけで、`K8S`や`Docker`のような新しい監視タイプに素早く対応できることを想像してみてください。
-- `Prometheus`のエコシステム互換、Prometheusが監視できるものを、全てオンライン設定によって監視することができます。
-- 高性能で、コレクタークラスタ、マルチアイソレートネットワーク、クラウドエッジをサポート。
-- 柔軟なアラーム閾値ルールで、メール、discord、slack、telegramなどを通じてタイムリーに通知。
-- 強力なステータスページを簡単に構築し、リアルタイムのステータスをユーザーと共有。
+- **収集+分析+アラート+通知**を一つのプラットフォームに統合し、HertzBeat AI 駆動の新しいインタラクションと機能、内蔵 MCP Server 機能を提供。
+- 統一メトリクスプラットフォーム、エージェントレス、Prometheus互換、アプリケーションサービス、プログラム、データベース、キャッシュ、オペレーティングシステム、ビッグデータ、ミドルウェア、Webサーバー、クラウドネイティブ、ネットワーク、カスタム監視などをサポート。
+- 統一ログプラットフォーム、OTLP プロトコルを通じて複数のログソースをシームレスに統合してレポート。
+- 統一アラートプラットフォーム、内部アラートと様々な外部アラートソースを統合接続、統一アラート処理分析、柔軟なリアルタイムと周期的閾値ルール、グループ収束、サイレンス、抑制など。
+- 統一メッセージ配信、アラートプラットフォームで処理後、`メール` `Discord` `Slack` `Telegram` `DingTalk` `WeChat` `FeiShu` `SMS` `Webhook` `ServerChan` などの方法で配信通知。
+- `Http、Jmx、Ssh、Snmp、Jdbc、Prometheus`などのプロトコルを設定可能にし、テンプレート`YML`ファイルをオンラインで設定するだけで、あらゆるメトリクスを収集できるようにします。HertzBeatでオンライン設定するだけで、`K8s`や`Docker`のような新しい監視タイプに素早く対応できることを想像してみてください。
+- 高性能で、コレクタークラスタの水平拡張、マルチ分離ネットワーク監視、クラウドエッジ協調をサポート。
+- 強力なステータスページ構築機能を提供し、サービスのリアルタイムステータスをユーザーに簡単に伝達。
 
-
-> `HertzBeat`の強力なカスタマイズ、多種類のサポート、高性能および容易な拡張性は、ユーザーが迅速に独自の監視システムを構築するのを支援することを目的としています。    
+> `HertzBeat`の統一プラットフォーム、AI インテリジェンス、強力なカスタマイズ、多種類サポート、高性能、容易な拡張性は、ユーザーが迅速かつ便利に観測要件を実現することを支援することを目的としています。
 
 ----
 
-![hertzbeat](home/static/img/home/1.png)
-
-![hertzbeat](home/static/img/home/status.png)
-
-![hertzbeat](home/static/img/home/9.png)
-
 ----
 
-## 🥐 モジュール  
+## 🥐 モジュール
 
-![hertzBeat](home/static/img/docs/hertzbeat-arch.png)      
+![hertzBeat](home/static/img/docs/hertzbeat-arch.png)
 
-## ⛄ 利用可能    
+## ⛄ 利用可能
 
-> `mysql`、`Java仮想マシン`、`k8s` などのすべての監視コレクション タイプを `YML` 監視テンプレートとして定義し、ユーザーがそれらをインポートして対応するタイプの監視をサポートできるようにしています。 
+> `mysql`、`Java仮想マシン`、`k8s` などのすべての監視コレクション タイプを `YML` 監視テンプレートとして定義し、ユーザーがそれらをインポートして対応するタイプの監視をサポートできるようにしています。
 > カスタマイズされた一般的なモニターのテンプレートを提供することを歓迎します。
 
 - [Website](https://raw.githubusercontent.com/apache/hertzbeat/master/hertzbeat-manager/src/main/resources/define/app-website.yml), [Port Telnet](https://raw.githubusercontent.com/apache/hertzbeat/master/hertzbeat-manager/src/main/resources/define/app-port.yml),
@@ -99,9 +90,9 @@
   [HuaweiSwitch](https://raw.githubusercontent.com/apache/hertzbeat/master/hertzbeat-manager/src/main/resources/define/app-huawei_switch.yml), [TpLinkSwitch](https://raw.githubusercontent.com/apache/hertzbeat/master/hertzbeat-manager/src/main/resources/define/app-tplink_switch.yml),
   [H3cSwitch](https://raw.githubusercontent.com/apache/hertzbeat/master/hertzbeat-manager/src/main/resources/define/app-h3c_switch.yml)
 - その他、カスタマイズされたモニターテンプレート。
-- 通知利用可能 `Discord` `Slack` `Telegram` `Email` `Dingtalk` `WeChat` `FeiShu` `Webhook` `SMS` `ServerChan`。
+- 通知利用可能 `Discord` `Slack` `Telegram` `Email` `DingTalk` `WeChat` `FeiShu` `Webhook` `SMS` `ServerChan`。
 
-## 🐕 クイックスタート  
+## 🐕 クイックスタート
 
 - HertzBeat をローカルに展開する場合は、以下のデプロイメントドキュメントを参照してください。
 
@@ -110,13 +101,13 @@
 
 ##### 方式１：Docker
 
-1. `docker` で以下の指令を実行します： 
+1. `docker` で以下の指令を実行します：
 
    ```shell
    docker run -d -p 1157:1157 -p 1158:1158 --name hertzbeat apache/hertzbeat
    ```
 
-2. スタート：`http://localhost:4200`にアクセスします。デフォルトのアカウントとパスワード：`admin/hertzbeat`。
+2. スタート：`http://localhost:1157`にアクセスします。デフォルトのアカウントとパスワード：`admin/hertzbeat`。
 
 3. コレクタークラスタのデプロイメント（オプション）
 
@@ -130,17 +121,17 @@
     - `-e MANAGER_PORT=1158` ：メインhertzbeatサーバポート。
 
 
-詳細ステップ [通过 Docker 方式安装 HertzBeat](https://hertzbeat.apache.org/docs/start/docker-deploy)
+詳細ステップ [Dockerで HertzBeat をインストール](https://hertzbeat.apache.org/docs/start/docker-deploy)
 
 ##### 方式２：インストールパッケージ
 
-1. リリースパッケージをダウンロード `hertzbeat-xx.tar.gz` [Download](https://hertzbeat.apache.org/docs/download)
-2. HertzBeatのymlファイルを設定 `hertzbeat/config/application.yml` （オプション）
-3. コマンド`$ ./bin/startup.sh`または`bin/startup.bat`を実行
-4. スタート：`http://localhost:4200`にアクセスします。デフォルトのアカウントとパスワード：`admin/hertzbeat`
+1. リリースパッケージ `apache-hertzbeat-xx-bin.tar.gz` をダウンロードします [Download](https://hertzbeat.apache.org/docs/download)
+2. HertzBeat の設定ファイル `hertzbeat/config/application.yml` を編集します（任意）
+3. コマンド `$ ./bin/startup.sh` または `bin/startup.bat` を実行します
+4. ブラウザで `http://localhost:1157` にアクセスします。デフォルトのアカウントとパスワードは `admin/hertzbeat` です
 5. コレクタークラスタのデプロイメント（オプション）
-   - コレクターパッケージを別のホストにダウンロード `hertzbeat-collector-xx.tar.gz` [Download](https://hertzbeat.apache.org/docs/download)
-   - コレクターのymlファイルを設定 `hertzbeat-collector/config/application.yml`
+   - 別ホストにコレクターのインストールパッケージ `apache-hertzbeat-collector-xx-bin.tar.gz`（JVM コレクター）または対象プラットフォーム向けの Native コレクターパッケージ（例: `apache-hertzbeat-collector-native-xx-linux-amd64-bin.tar.gz`、`apache-hertzbeat-collector-native-xx-windows-amd64-bin.zip`）をダウンロードします [Download](https://hertzbeat.apache.org/docs/download)
+   - コレクターの設定ファイル `hertzbeat-collector/config/application.yml` を編集します
      ```yaml
      collector:
        dispatch:
@@ -156,25 +147,27 @@
      - `mode: ${MODE:public}`：実行モード(パブリッククラスタまたはプライベートクラウドエッジ)。
      - `manager-host: ${MANAGER_HOST:127.0.0.1}`：メインhertzbeatサーバーのIP。
      - `manager-port: ${MANAGER_PORT:1158}`：メインhertzbeatサーバポート。
-   - コマンド`$ ./bin/startup.sh`または`bin/startup.bat`を実行。
-   - `http://localhost:1157`にアクセスし、登録された新しいコレクターを見ることがでます。
+   - `ext-lib` に JDBC ドライバーを置かない場合、MySQL、MariaDB、OceanBase は組み込みのクエリエンジンを使って Native コレクターパッケージでも監視できます。TiDB も SQL クエリのメトリクスセットについては同じルールです。
+   - `ext-lib` に `mysql-connector-j` を置いた場合は、再起動後に組み込みサーバーコレクターまたは JVM コレクターが MySQL、MariaDB、OceanBase で自動的に JDBC を優先します。TiDB も SQL クエリのメトリクスセットについては同じルールで、HTTP メトリクスは影響を受けません。Oracle と DB2 は引き続き外部 JDBC ドライバーに依存するため、JVM コレクターパッケージを使用してください。
+   - JVM コレクターのインストールパッケージは `$ ./bin/startup.sh` または `bin/startup.bat`、Linux/macOS の Native コレクターパッケージは `$ ./bin/startup.sh`、Windows の Native コレクターパッケージは `bin\\startup.bat` で起動します。
+   - メインの HertzBeat サービス `http://localhost:1157` にアクセスすると、登録された新しいコレクターを確認できます。
 
-詳細ステップ [通过安装包安装HertzBeat](https://hertzbeat.apache.org/docs/start/package-deploy)
+詳細ステップ [インストールパッケージで HertzBeat をインストール](https://hertzbeat.apache.org/docs/start/package-deploy)
 
 ##### 方式３：ローカルの実行
 
-1. ローカルの実行には、バックエンドのプロジェクト`manager`とフロントエンドのプロジェクト`web-app`を起動する必要があります。
-2. バックエンド：`maven3+`、`java17`と`lombok`の環境は必要です。`YML` 設定を修正し、Java仮想マシンパラメータに`--add-opens=java.base/java.nio=org.apache.arrow.memory.core,ALL-UNNAMED` を追加し、`manager` を起動します。
-3. フロントエンド：`nodejs npm angular-cli`の環境は必要です。ローカルのバックエンドが立ち上がったら、`web-app` ディレクトリで `ng serve --open` というコマンドを実行します。
+1. ローカルの実行には、バックエンドのプロジェクト`hertzbeat-startup`とフロントエンドのプロジェクト`web-app`を起動する必要があります。
+2. バックエンド：`maven3+`、`Java25`、`lombok` の環境が必要です。`YML` 設定を修正し、Java 仮想マシンパラメータに `--add-opens=java.base/java.nio=org.apache.arrow.memory.core,ALL-UNNAMED` を追加して `hertzbeat-startup` を起動します。
+3. フロントエンド：`nodejs` と `pnpm` の環境が必要です。ローカルのバックエンドが立ち上がったら、`web-app` ディレクトリで `pnpm install` を実行し、続けて `pnpm start` を実行します。
 4. スタート：`http://localhost:4200`にアクセスします。デフォルトのアカウントとパスワード：`admin/hertzbeat`。
 
 詳細ステップ [貢献ガイド](CONTRIBUTING.md)
 
 ##### 方式４：Docker-Compose
 
-[Docker-Compose 部署脚本](script/docker-compose)でpostgresql/mysqlデータベース、victoria-metrics、iotdb、またはtdengine時系列データベースとHertzbeat一括デプロイ。
+[Docker-Compose 部署脚本](script/docker-compose)でpostgresql/mysqlデータベース、victoria-metrics、iotdb、またはtdengine時系列データベースとHertzBeat一括デプロイ。
 
-詳細ステップ [通过 Docker-Compose 安装 HertzBeat](script/docker-compose/README.md)  
+詳細ステップ [Docker-Compose で HertzBeat をインストール](script/docker-compose/README.md)
 
 ##### 方式５：Kubernetes Helm Charts
 
@@ -186,8 +179,8 @@ Helm ChartでHertzBeatクラスタコンポーネントをKubernetesクラスタ
 
 ## ✨ Contributors
 
-Thanks these wonderful people, welcome to join us:   
-[貢献ガイド](CONTRIBUTING.md)    
+Thanks these wonderful people, welcome to join us:
+[貢献ガイド](CONTRIBUTING.md)
 
 <!-- ALL-CONTRIBUTORS-LIST:START - Do not remove or modify this section -->
 <!-- prettier-ignore-start -->
@@ -363,7 +356,7 @@ Thanks these wonderful people, welcome to join us:
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/lisongning"><img src="https://avatars.githubusercontent.com/u/93140178?v=4?s=100" width="100px;" alt="lisongning"/><br /><sub><b>lisongning</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=lisongning" title="Code">💻</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/YutingNie"><img src="https://avatars.githubusercontent.com/u/104416402?v=4?s=100" width="100px;" alt="YutingNie"/><br /><sub><b>YutingNie</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=YutingNie" title="Code">💻</a> <a href="https://github.com/apache/hertzbeat/commits?author=YutingNie" title="Documentation">📖</a> <a href="#design-YutingNie" title="Design">🎨</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/mikezzb"><img src="https://avatars.githubusercontent.com/u/23418428?v=4?s=100" width="100px;" alt="Mike Zhou"/><br /><sub><b>Mike Zhou</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=mikezzb" title="Code">💻</a> <a href="https://github.com/apache/hertzbeat/commits?author=mikezzb" title="Documentation">📖</a> <a href="#design-mikezzb" title="Design">🎨</a></td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/a-little-fool"><img src="https://avatars.githubusercontent.com/u/105542329?v=4?s=100" width="100px;" alt="小笨蛋"/><br /><sub><b>小笨蛋</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=a-little-fool" title="Code">💻</a> <a href="https://github.com/apache/hertzbeat/commits?author=a-little-fool" title="Documentation">📖</a> <a href="#blog-a-little-fool" title="Blogposts">📝</a> <a href="https://github.com/apache/hertzbeat/issues?q=author%3Aa-little-fool" title="Bug reports">🐛</a> <a href="#design-a-little-fool" title="Design">🎨</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/lynx009"><img src="https://avatars.githubusercontent.com/u/105542329?v=4?s=100" width="100px;" alt="lynx009"/><br /><sub><b>lynx009</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=lynx009" title="Documentation">📖</a></td>
     </tr>
     <tr>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/littlezhongzer"><img src="https://avatars.githubusercontent.com/u/33685289?v=4?s=100" width="100px;" alt="littlezhongzer"/><br /><sub><b>littlezhongzer</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=littlezhongzer" title="Code">💻</a></td>
@@ -387,7 +380,7 @@ Thanks these wonderful people, welcome to join us:
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/1036664317"><img src="https://avatars.githubusercontent.com/u/7696697?v=4?s=100" width="100px;" alt="moghn"/><br /><sub><b>moghn</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=1036664317" title="Documentation">📖</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/xiaoguolong"><img src="https://avatars.githubusercontent.com/u/33684988?v=4?s=100" width="100px;" alt="xiaoguolong"/><br /><sub><b>xiaoguolong</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=xiaoguolong" title="Code">💻</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/Clownsw"><img src="https://avatars.githubusercontent.com/u/28394742?v=4?s=100" width="100px;" alt="Smliexx"/><br /><sub><b>Smliexx</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=Clownsw" title="Code">💻</a> <a href="https://github.com/apache/hertzbeat/issues?q=author%3AClownsw" title="Bug reports">🐛</a></td>
-      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Calvin979"><img src="https://avatars.githubusercontent.com/u/131688897?v=4?s=100" width="100px;" alt="Naruse"/><br /><sub><b>Naruse</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=Calvin979" title="Documentation">📖</a> <a href="https://github.com/apache/hertzbeat/commits?author=Calvin979" title="Code">💻</a> <a href="#design-Calvin979" title="Design">🎨</a> <a href="https://github.com/apache/hertzbeat/issues?q=author%3ACalvin979" title="Bug reports">🐛</a> <a href="https://github.com/apache/hertzbeat/commits?author=Calvin979" title="Tests">⚠️</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Calvin979"><img src="https://avatars.githubusercontent.com/u/131688897?v=4?s=100" width="100px;" alt="Calvin"/><br /><sub><b>Calvin</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=Calvin979" title="Documentation">📖</a> <a href="https://github.com/apache/hertzbeat/commits?author=Calvin979" title="Code">💻</a> <a href="#design-Calvin979" title="Design">🎨</a> <a href="https://github.com/apache/hertzbeat/issues?q=author%3ACalvin979" title="Bug reports">🐛</a> <a href="https://github.com/apache/hertzbeat/commits?author=Calvin979" title="Tests">⚠️</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/bbelide2"><img src="https://avatars.githubusercontent.com/u/26840796?v=4?s=100" width="100px;" alt="Bala Sukesh"/><br /><sub><b>Bala Sukesh</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=bbelide2" title="Code">💻</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/jinyaoMa"><img src="https://avatars.githubusercontent.com/u/25066570?v=4?s=100" width="100px;" alt="Jinyao Ma"/><br /><sub><b>Jinyao Ma</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=jinyaoMa" title="Code">💻</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://linuxsuren.github.io/open-source-best-practice/"><img src="https://avatars.githubusercontent.com/u/1450685?v=4?s=100" width="100px;" alt="Rick"/><br /><sub><b>Rick</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=LinuxSuRen" title="Code">💻</a> <a href="https://github.com/apache/hertzbeat/commits?author=LinuxSuRen" title="Tests">⚠️</a></td>
@@ -531,6 +524,33 @@ Thanks these wonderful people, welcome to join us:
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/xiaomizhou2"><img src="https://avatars.githubusercontent.com/u/47807926?v=4?s=100" width="100px;" alt="zhangyaxi"/><br /><sub><b>zhangyaxi</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=xiaomizhou2" title="Code">💻</a> <a href="https://github.com/apache/hertzbeat/commits?author=xiaomizhou2" title="Tests">⚠️</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/RainBondsongyg"><img src="https://avatars.githubusercontent.com/u/94501396?v=4?s=100" width="100px;" alt="songyg"/><br /><sub><b>songyg</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=RainBondsongyg" title="Documentation">📖</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/lx1229"><img src="https://avatars.githubusercontent.com/u/44620005?v=4?s=100" width="100px;" alt="Liuxin"/><br /><sub><b>Liuxin</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=lx1229" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/yy549159265"><img src="https://avatars.githubusercontent.com/u/40821310?v=4?s=100" width="100px;" alt="yy549159265"/><br /><sub><b>yy549159265</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=yy549159265" title="Code">💻</a> <a href="https://github.com/apache/hertzbeat/commits?author=yy549159265" title="Tests">⚠️</a> <a href="#design-yy549159265" title="Design">🎨</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/cto-huhang"><img src="https://avatars.githubusercontent.com/u/53338629?v=4?s=100" width="100px;" alt="cto-huhang"/><br /><sub><b>cto-huhang</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=cto-huhang" title="Documentation">📖</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Saramanda9988"><img src="https://avatars.githubusercontent.com/u/176664901?v=4?s=100" width="100px;" alt="LunaRain_079"/><br /><sub><b>LunaRain_079</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=Saramanda9988" title="Documentation">📖</a> <a href="https://github.com/apache/hertzbeat/commits?author=Saramanda9988" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/delei"><img src="https://avatars.githubusercontent.com/u/17263766?v=4?s=100" width="100px;" alt="DeleiGuo"/><br /><sub><b>DeleiGuo</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=delei" title="Documentation">📖</a> <a href="https://github.com/apache/hertzbeat/commits?author=delei" title="Code">💻</a> <a href="https://github.com/apache/hertzbeat/commits?author=delei" title="Tests">⚠️</a> <a href="https://github.com/apache/hertzbeat/issues?q=author%3Adelei" title="Bug reports">🐛</a></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/chingjustwe"><img src="https://avatars.githubusercontent.com/u/13643747?v=4?s=100" width="100px;" alt="Rocky, Chi"/><br /><sub><b>Rocky, Chi</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=chingjustwe" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/rowankid"><img src="https://avatars.githubusercontent.com/u/18652781?v=4?s=100" width="100px;" alt="Wenqi Luo"/><br /><sub><b>Wenqi Luo</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/issues?q=author%3Arowankid" title="Bug reports">🐛</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/tuzuy"><img src="https://avatars.githubusercontent.com/u/95274591?v=4?s=100" width="100px;" alt="tuzuy"/><br /><sub><b>tuzuy</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=tuzuy" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/carlpinto25"><img src="https://avatars.githubusercontent.com/u/117299909?v=4?s=100" width="100px;" alt="carl pinto"/><br /><sub><b>carl pinto</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=carlpinto25" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://cxhello.top/"><img src="https://avatars.githubusercontent.com/u/49056040?v=4?s=100" width="100px;" alt="cxhello"/><br /><sub><b>cxhello</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=cxhello" title="Documentation">📖</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jl15988"><img src="https://avatars.githubusercontent.com/u/70638770?v=4?s=100" width="100px;" alt="会功夫的李白"/><br /><sub><b>会功夫的李白</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=jl15988" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://blog.aytop.cloud/"><img src="https://avatars.githubusercontent.com/u/37127008?v=4?s=100" width="100px;" alt="Albert.Yang"/><br /><sub><b>Albert.Yang</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=AlbertYang0801" title="Code">💻</a></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://blog.tokenlen.top/"><img src="https://avatars.githubusercontent.com/u/150590575?v=4?s=100" width="100px;" alt="zhou yong kang"/><br /><sub><b>zhou yong kang</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=mengnankkkk" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/warrobe"><img src="https://avatars.githubusercontent.com/u/89446159?v=4?s=100" width="100px;" alt="warrobe"/><br /><sub><b>warrobe</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=warrobe" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Jetiaime"><img src="https://avatars.githubusercontent.com/u/93769000?v=4?s=100" width="100px;" alt="TeAmo"/><br /><sub><b>TeAmo</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=Jetiaime" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/pentium100"><img src="https://avatars.githubusercontent.com/u/27917?v=4?s=100" width="100px;" alt="pentium100"/><br /><sub><b>pentium100</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=pentium100" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/dedyks"><img src="https://avatars.githubusercontent.com/u/23741665?v=4?s=100" width="100px;" alt="Dedy Kurniawan Santoso"/><br /><sub><b>Dedy Kurniawan Santoso</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=dedyks" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/KOYR"><img src="https://avatars.githubusercontent.com/u/53216619?v=4?s=100" width="100px;" alt="KOYR"/><br /><sub><b>KOYR</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=KOYR" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Lathika226"><img src="https://avatars.githubusercontent.com/u/178710568?v=4?s=100" width="100px;" alt="LathikaBaddam"/><br /><sub><b>LathikaBaddam</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=Lathika226" title="Documentation">📖</a></td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://shadwal.space/"><img src="https://avatars.githubusercontent.com/u/119167601?v=4?s=100" width="100px;" alt="Sahil Shadwal"/><br /><sub><b>Sahil Shadwal</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=Sahil-Shadwal" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/BhanuNidumolu"><img src="https://avatars.githubusercontent.com/u/180380413?v=4?s=100" width="100px;" alt="N.Bhanu Prasad"/><br /><sub><b>N.Bhanu Prasad</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=BhanuNidumolu" title="Code">💻</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://prakashh-portfolio.vercel.app/"><img src="https://avatars.githubusercontent.com/u/183058331?v=4?s=100" width="100px;" alt="Prakash Kumar"/><br /><sub><b>Prakash Kumar</b></sub></a><br /><a href="https://github.com/apache/hertzbeat/commits?author=Prakash1185" title="Code">💻</a></td>
     </tr>
   </tbody>
 </table>
@@ -538,7 +558,7 @@ Thanks these wonderful people, welcome to join us:
 <!-- markdownlint-restore -->
 <!-- prettier-ignore-end -->
 
-<!-- ALL-CONTRIBUTORS-LIST:END -->  
+<!-- ALL-CONTRIBUTORS-LIST:END -->
 
 ## 💬 コミュニティ交流
 
@@ -552,12 +572,8 @@ WeChatグループ : `ahertzbeat` を検索.
 
 WeChat公式アカウント : `usthecom`を検索.
 
-[QQグループ](https://qm.qq.com/q/xxqecSC2cw) : グループ番号　`1035688434`
-
 [Github Discussion](https://github.com/apache/hertzbeat/discussions)
 
-[Reddit Community](https://www.reddit.com/r/hertzbeat/)
-
 [Follow Us Twitter](https://x.com/hertzbeat1024)
 
 [Subscribe YouTube](https://www.youtube.com/channel/UCri75zfWX0GHqJFPENEbLow)
@@ -576,8 +592,8 @@ HertzBeat is built on so many great open source projects, thanks to them!
 <p align="left">
 <img src="./home/static/img/home/cncf-landscape-left-logo.svg" width="300">&nbsp;&nbsp;<img src="./home/static/img/home/cncf-right-logo.svg" width="345" />
 <br /><br />
-HertzBeat has been included in the <a href="https://landscape.cncf.io/guide?item=observability-and-analysis--monitoring--hertzbeat#observability-and-analysis--monitoring">
-CNCF Observability And Analysis - Monitoring Landscape.</a>
+HertzBeat has been included in the <a href="https://landscape.cncf.io/?item=observability-and-analysis--observability--hertzbeat">
+CNCF Observability And Analysis - Observability Landscape.</a>
 </p>
 
 ## 🛡️ License

SECURITY.md

@@ -1,6 +1,6 @@
 # Security Policy
 
-Apache HertzBeat follows the [ASF vulnerability handling process](https://apache.org/security/#vulnerability-handling)
+Apache HertzBeat™ follows the [ASF vulnerability handling process](https://apache.org/security/#vulnerability-handling)
 
 ## Supported Versions
 
@@ -17,6 +17,6 @@ To report a new vulnerability you have discovered please follow the [ASF vulnera
 
 ## Extra Information  
 
-- [Apache HertzBeat Security Model](https://hertzbeat.apache.org/docs/help/security_model)
+- [Apache HertzBeat™ Security Model](https://hertzbeat.apache.org/docs/help/security_model)
 - [ASF Security](https://www.apache.org/security/)
-- [Apache HertzBeat Document](https://hertzbeat.apache.org/docs/)
+- [Apache HertzBeat™ Document](https://hertzbeat.apache.org/docs/)

e2e/README.md

@@ -1,14 +1,35 @@
 Please add the corresponding e2e (aka end-to-end) test cases if you add or update APIs.
 
 ## How to work
-* Start and watch the [docker-compose](https://docs.docker.com/compose/) via [the script](script/start.sh)
-* Run the e2e testing via [api-testing](https://github.com/LinuxSuRen/api-testing)
-  * It will run the test cases from top to bottom
-  * You can add the necessary asserts to it
+* Start and watch the [Docker Compose](https://docs.docker.com/compose/) environment
+  * The Compose file is `e2e/docker-compose.yml`
+  * The `testing` container uses [api-testing](https://github.com/LinuxSuRen/api-testing)
+  * The main test definition file is `e2e/testsuite.yaml`
+  * Before starting the suite locally, build the `apache/hertzbeat:test` image from the repository root:
+
+    ```bash
+    mvn clean -B package -Prelease -Dmaven.test.skip=true --file pom.xml
+    docker build -t apache/hertzbeat:test -f script/docker/server/Dockerfile ./dist
+    ```
+
+* Run the E2E tests via [api-testing](https://github.com/LinuxSuRen/api-testing)
+  * The test cases run from top to bottom
+  * You can add the necessary assertions there
+  * Test data files are under `e2e/data/`
+  * The test report is generated at `e2e/report/report.md`
+  * HertzBeat logs are written to `e2e/logs/`
 
 ## Run locally
-Please follow these steps if you want to run the e2e testing locally.
+Please follow these steps if you want to run the E2E tests locally.
 
-> Please make sure you have installed docker-compose v2
+> Please make sure that Docker Compose v2 is installed
 
-* Change the directory to `e2e`, then execute `./script/start.sh`
+* Build the local `apache/hertzbeat:test` image from the repository root
+* Change the directory to `e2e`, then run:
+
+  ```bash
+  docker compose up --exit-code-from testing --remove-orphans
+  ```
+
+* If your environment uses the standalone Compose binary, use `docker-compose` instead of `docker compose`
+* After the run, check `e2e/report/report.md` and `e2e/logs/` for the test result and runtime logs

e2e/data/monitor-ftp.json

@@ -5,7 +5,7 @@
       "intervals": 60,
       "tags": [],
       "app": "ftp",
-      "host": "127.0.0.1",
+      "instance": "127.0.0.1",
       "name": "{{.param.monitorFTP}}"
     },
     "params": [

e2e/data/monitor-http.json

@@ -5,7 +5,7 @@
     "intervals": 60,
     "tags": [],
     "app": "api",
-    "host": "127.0.0.1",
+    "instance": "127.0.0.1",
       "name": "{{.param.monitorHTTP}}"
   },
   "params": [

e2e/data/monitor-ping.json

@@ -5,7 +5,7 @@
       "intervals": 60,
       "tags": [],
       "app": "ping",
-      "host": "127.0.0.1",
+      "instance": "127.0.0.1",
       "name": "{{.param.monitorPing}}"
     },
     "params": [

e2e/data/monitor-port.json

@@ -5,7 +5,7 @@
       "intervals": 60,
       "tags": [],
       "app": "port",
-      "host": "127.0.0.1",
+      "instance": "127.0.0.1",
       "name": "{{.param.monitorPort}}"
     },
     "params": [

e2e/data/monitor-sitemap.json

@@ -5,7 +5,7 @@
       "intervals": 60,
       "tags": [],
       "app": "fullsite",
-      "host": "127.0.0.1",
+      "instance": "127.0.0.1",
       "name": "{{.param.monitorSiteMap}}"
     },
     "params": [

e2e/data/monitor-ssl.json

@@ -5,7 +5,7 @@
       "intervals": 60,
       "tags": [],
       "app": "ssl_cert",
-      "host": "127.0.0.1",
+      "instance": "127.0.0.1",
       "name": "{{.param.monitorSSL}}"
     },
     "params": [

e2e/data/monitor-udp.json

@@ -5,7 +5,7 @@
       "intervals": 60,
       "tags": [],
       "app": "udp_port",
-      "host": "127.0.0.1",
+      "instance": "127.0.0.1",
       "name": "{{.param.monitorUDP}}"
     },
     "params": [

e2e/data/monitor-website.json

@@ -5,7 +5,7 @@
       "intervals": 60,
       "tags": [],
       "app": "website",
-      "host": "127.0.0.1",
+      "instance": "127.0.0.1",
       "name": "{{.param.monitorWebsite}}"
     },
     "params": [

e2e/docker-compose.yml

@@ -18,7 +18,7 @@
 version: '3.8'
 services:
   testing:
-    image: ghcr.io/linuxsuren/api-testing:v0.0.17
+    image: ghcr.io/linuxsuren/api-testing:v0.0.19
     environment:
       SERVER: http://hertzbeat:1157
     container_name: e2e-testing

e2e/k8s/data/create_k8s_monitor_data.json

@@ -4,7 +4,7 @@
     "intervals": 10,
     "tags": [],
     "app": "kubernetes",
-    "host": "172.29.0.11",
+    "instance": "172.29.0.11",
     "name": "Brave_Stingray_55yR"
   },
   "collector": "",

e2e/testsuite.yaml

@@ -29,6 +29,7 @@ param:
   monitorUDP: "{{randAlpha 6}}"
   monitorWebsite: "{{randAlpha 6}}"
   monitorFTP: "{{randAlpha 6}}"
+  apiTokenName: "e2e-token-{{randAlpha 6}}"
   labelName: "{{randAlpha 3}}"
 items:
 - name: login
@@ -57,7 +58,7 @@ items:
         "credential": "hertzbeat"
       }
   expect:
-    statusCode: 409
+    statusCode: 500
 - name: monitorList
   request:
     api: /api/monitors?pageIndex=0&pageSize=8
@@ -69,6 +70,8 @@ items:
 - name: missing-auth-header
   request:
     api: /api/monitors
+    header:
+      Accept: application/json
   expect:
     statusCode: 401
 - name: createSitemapMonitor
@@ -385,6 +388,53 @@ items:
     header:
       Authorization: Bearer {{.login.data.token}}
 
+## API Token Management
+- name: generateApiToken
+  request:
+    api: /api/account/token/generate?name={{.apiTokenName}}&expireSeconds=-1
+    method: POST
+    header:
+      Authorization: Bearer {{.login.data.token}}
+  expect:
+    bodyFieldsExpect:
+      code: "0"
+- name: listApiTokens
+  request:
+    api: /api/account/token
+    header:
+      Authorization: Bearer {{.login.data.token}}
+  expect:
+    bodyFieldsExpect:
+      code: "0"
+      data.0.name: "{{.apiTokenName}}"
+      data.0.creator: "admin"
+- name: listApiTokensByGeneratedToken
+  request:
+    api: /api/account/token
+    header:
+      Authorization: Bearer {{.generateApiToken.data.token}}
+  expect:
+    bodyFieldsExpect:
+      code: "0"
+      data.0.name: "{{.apiTokenName}}"
+- name: useGeneratedTokenToCallApi
+  request:
+    api: /api/monitors?pageIndex=0&pageSize=8
+    header:
+      Authorization: Bearer {{.generateApiToken.data.token}}
+  expect:
+    bodyFieldsExpect:
+      code: "0"
+- name: deleteApiToken
+  request:
+    api: /api/account/token/{{(index .listApiTokens.data 0).id | int64}}
+    method: DELETE
+    header:
+      Authorization: Bearer {{.login.data.token}}
+  expect:
+    bodyFieldsExpect:
+      code: "0"
+
 ## Config
 - name: getConfigEmail
   request:

hertzbeat-ai/pom.xml

@@ -0,0 +1,107 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<!--
+  ~ Licensed to the Apache Software Foundation (ASF) under one or more
+  ~ contributor license agreements.  See the NOTICE file distributed with
+  ~ this work for additional information regarding copyright ownership.
+  ~ The ASF licenses this file to You under the Apache License, Version 2.0
+  ~ (the "License"); you may not use this file except in compliance with
+  ~ the License.  You may obtain a copy of the License at
+  ~
+  ~     http://www.apache.org/licenses/LICENSE-2.0
+  ~
+  ~ Unless required by applicable law or agreed to in writing, software
+  ~ distributed under the License is distributed on an "AS IS" BASIS,
+  ~ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+  ~ See the License for the specific language governing permissions and
+  ~ limitations under the License.
+  -->
+<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+		 xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 https://maven.apache.org/xsd/maven-4.0.0.xsd">
+	<modelVersion>4.0.0</modelVersion>
+	<parent>
+		<groupId>org.apache.hertzbeat</groupId>
+		<artifactId>hertzbeat</artifactId>
+		<version>2.0-SNAPSHOT</version>
+	</parent>
+	<artifactId>hertzbeat-ai</artifactId>
+	<version>${hertzbeat.version}</version>
+	<properties>
+		<spring-ai.version>2.0.0</spring-ai.version>
+		<java.version>25</java.version>
+	</properties>
+
+	<dependencies>
+		<dependency>
+			<groupId>org.springframework.ai</groupId>
+			<artifactId>spring-ai-starter-mcp-server-webmvc</artifactId>
+		</dependency>
+		<dependency>
+			<groupId>org.springframework.boot</groupId>
+			<artifactId>spring-boot-starter-webflux</artifactId>
+		</dependency>
+		<dependency>
+			<groupId>org.springframework.boot</groupId>
+			<artifactId>spring-boot-starter-test</artifactId>
+			<scope>test</scope>
+		</dependency>
+		<dependency>
+			<groupId>org.junit.platform</groupId>
+			<artifactId>junit-platform-launcher</artifactId>
+			<scope>test</scope>
+		</dependency>
+		<dependency>
+			<groupId>org.springframework.ai</groupId>
+            <artifactId>spring-ai-openai</artifactId>
+		</dependency>
+        <dependency>
+            <groupId>org.springframework.ai</groupId>
+            <artifactId>spring-ai-client-chat</artifactId>
+        </dependency>
+		<dependency>
+			<groupId>org.apache.hertzbeat</groupId>
+			<artifactId>hertzbeat-common-spring</artifactId>
+		</dependency>
+        <!-- common -->
+        <dependency>
+            <groupId>org.apache.hertzbeat</groupId>
+            <artifactId>hertzbeat-base</artifactId>
+        </dependency>
+		<dependency>
+			<groupId>org.apache.hertzbeat</groupId>
+			<artifactId>hertzbeat-alerter</artifactId>
+		</dependency>
+        <dependency>
+            <groupId>org.apache.hertzbeat</groupId>
+            <artifactId>hertzbeat-manager</artifactId>
+        </dependency>
+		<dependency>
+			<groupId>com.usthe.sureness</groupId>
+			<artifactId>spring-boot3-starter-sureness</artifactId>
+		</dependency>
+
+	</dependencies>
+	<dependencyManagement>
+		<dependencies>
+			<dependency>
+				<groupId>org.springframework.ai</groupId>
+				<artifactId>spring-ai-bom</artifactId>
+				<version>${spring-ai.version}</version>
+				<type>pom</type>
+				<scope>import</scope>
+			</dependency>
+		</dependencies>
+	</dependencyManagement>
+
+	<build>
+		<plugins>
+			<plugin>
+				<groupId>org.springframework.boot</groupId>
+				<artifactId>spring-boot-maven-plugin</artifactId>
+				<configuration>
+					<skip>true</skip>
+				</configuration>
+			</plugin>
+		</plugins>
+	</build>
+
+</project>

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/config/LlmConfig.java

@@ -0,0 +1,151 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+
+package org.apache.hertzbeat.ai.config;
+
+import lombok.extern.slf4j.Slf4j;
+import org.apache.hertzbeat.common.support.event.AiProviderConfigChangeEvent;
+import org.apache.hertzbeat.common.entity.dto.ModelProviderConfig;
+import org.apache.hertzbeat.base.dao.GeneralConfigDao;
+import org.apache.hertzbeat.common.entity.manager.GeneralConfig;
+import org.apache.hertzbeat.common.util.JsonUtil;
+import org.springframework.ai.chat.client.ChatClient;
+import org.springframework.ai.openai.OpenAiChatModel;
+import org.springframework.ai.openai.OpenAiChatOptions;
+import org.springframework.beans.factory.support.DefaultListableBeanFactory;
+import org.springframework.context.ApplicationContext;
+import org.springframework.context.ConfigurableApplicationContext;
+import org.springframework.context.annotation.Bean;
+import org.springframework.context.annotation.Configuration;
+import org.springframework.context.event.EventListener;
+
+/**
+ * Configuration class for Large Language Model (LLM) settings.
+ */
+
+@Configuration
+@Slf4j
+public class LlmConfig {
+
+    private final GeneralConfigDao generalConfigDao;
+    
+    private ApplicationContext applicationContext;
+
+    public LlmConfig(GeneralConfigDao generalConfigDao, ApplicationContext applicationContext) {
+        this.generalConfigDao = generalConfigDao;
+        this.applicationContext = applicationContext;
+    }
+
+    /**
+     * Create ChatClient bean with all dependencies created internally
+     */
+    @Bean
+    public ChatClient openAiChatClient() {
+        return createChatClient();
+    }
+
+    /**
+     * Create ChatClient with all necessary components
+     */
+    private ChatClient createChatClient() {
+
+        GeneralConfig providerConfig = generalConfigDao.findByType("provider");
+        if (providerConfig == null || providerConfig.getContent() == null) {
+            log.warn("LLM Provider is not set, ChatClient bean will not be created");
+            return null;
+        }
+        ModelProviderConfig modelProviderConfig = JsonUtil.fromJson(providerConfig.getContent(), ModelProviderConfig.class);
+
+        if (modelProviderConfig == null || modelProviderConfig.getApiKey() == null) {
+            log.warn("LLM Provider configuration is incomplete, ChatClient bean will not be created");
+            return null;
+        }
+
+        if (modelProviderConfig.getBaseUrl() == null) {
+            if ("openai".equals(modelProviderConfig.getCode())) {
+                modelProviderConfig.setBaseUrl("https://api.openai.com/v1");
+            } else if ("zhipu".equals(modelProviderConfig.getCode())) {
+                modelProviderConfig.setBaseUrl("https://open.bigmodel.cn/api/paas/v4");
+            } else if ("zai".equals(modelProviderConfig.getCode())) {
+                modelProviderConfig.setBaseUrl("https://api.z.ai/api/paas/v4");
+            } else {
+                modelProviderConfig.setBaseUrl("https://api.openai.com/v1");
+            }
+        }
+        
+        if (modelProviderConfig.getModel() == null) {
+            if ("openai".equals(modelProviderConfig.getCode())) {
+                modelProviderConfig.setModel("gpt-5");
+            } else if ("zhipu".equals(modelProviderConfig.getCode())) {
+                modelProviderConfig.setModel("glm-4.6");
+            } else if ("zai".equals(modelProviderConfig.getCode())) {
+                modelProviderConfig.setModel("glm-4.6");
+            } else {
+                modelProviderConfig.setModel("gpt-5");
+            }
+        }
+
+        // Create Chat Options with baseUrl and apiKey
+        OpenAiChatOptions openAiChatOptions = OpenAiChatOptions.builder()
+                .baseUrl(modelProviderConfig.getBaseUrl())
+                .apiKey(modelProviderConfig.getApiKey())
+                .model(modelProviderConfig.getModel())
+                .temperature(0.3)
+                .build();
+
+        // Create Chat Model
+        OpenAiChatModel openAiChatModel = OpenAiChatModel.builder()
+                .options(openAiChatOptions)
+                .build();
+        
+        // Create and return ChatClient
+        return ChatClient.create(openAiChatModel);
+    }
+
+    /**
+     * AI configuration change event listener
+     * Uses ApplicationContext to unregister and re-register the ChatClient bean
+     */
+    @EventListener(AiProviderConfigChangeEvent.class)
+    public void onAiProviderConfigChange(AiProviderConfigChangeEvent event) {
+        log.info("Provider configuration change event received, refreshing ChatClient bean");
+        
+        try {
+            ConfigurableApplicationContext configurableContext = (ConfigurableApplicationContext) applicationContext;
+            DefaultListableBeanFactory beanFactory = (DefaultListableBeanFactory) configurableContext.getBeanFactory();
+            
+            // Remove the existing ChatClient bean
+            if (beanFactory.containsSingleton("openAiChatClient")) {
+                beanFactory.destroySingleton("openAiChatClient");
+                log.info("Existing ChatClient bean destroyed");
+            }
+                        
+            // Create new ChatClient with updated configuration
+            ChatClient newChatClient = createChatClient();
+            
+            // Register the new ChatClient bean
+            beanFactory.registerSingleton("openAiChatClient", newChatClient);
+            
+            log.info("ChatClient bean refreshed successfully with new AI provider configuration");
+            
+        } catch (Exception e) {
+            log.error("Failed to refresh ChatClient bean after configuration change", e);
+        }
+    }
+
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/config/McpContextHolder.java

@@ -0,0 +1,53 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.hertzbeat.ai.config;
+
+import com.usthe.sureness.subject.SubjectSum;
+import org.springframework.core.NamedInheritableThreadLocal;
+
+/**
+ * Context holder for AI agent security context.
+ */
+public final class McpContextHolder {
+    private static final ThreadLocal<SubjectSum> subjectHolder =
+            new NamedInheritableThreadLocal<>("MCP Security and User Identification Context");
+
+    private McpContextHolder() {}
+
+    /**
+     * Attaches the user's context to the current thread.
+     */
+    public static void setSubject(SubjectSum subject) {
+
+        subjectHolder.set(subject);
+    }
+
+    /**
+     * Retrieves the context from the current thread.
+     */
+    public static SubjectSum getSubject() {
+        return subjectHolder.get();
+    }
+
+    /**
+     * Clears the context from the thread to prevent memory leaks.
+     */
+    public static void clear() {
+        subjectHolder.remove();
+    }
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/config/SopI18nConfig.java

@@ -0,0 +1,39 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.hertzbeat.ai.config;
+
+import org.springframework.context.MessageSource;
+import org.springframework.context.annotation.Bean;
+import org.springframework.context.annotation.Configuration;
+import org.springframework.context.support.ResourceBundleMessageSource;
+
+/**
+ * Configuration for SOP internationalization.
+ */
+@Configuration
+public class SopI18nConfig {
+    
+    @Bean("sopMessageSource")
+    public MessageSource sopMessageSource() {
+        ResourceBundleMessageSource messageSource = new ResourceBundleMessageSource();
+        messageSource.setBasename("i18n/messages");
+        messageSource.setDefaultEncoding("UTF-8");
+        messageSource.setUseCodeAsDefaultMessage(true);
+        return messageSource;
+    }
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/controller/ChatController.java

@@ -0,0 +1,169 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.hertzbeat.ai.controller;
+
+import com.usthe.sureness.subject.SubjectSum;
+import com.usthe.sureness.util.SurenessContextHolder;
+import io.swagger.v3.oas.annotations.Operation;
+import io.swagger.v3.oas.annotations.Parameter;
+import io.swagger.v3.oas.annotations.tags.Tag;
+import lombok.extern.slf4j.Slf4j;
+import org.apache.hertzbeat.ai.config.McpContextHolder;
+import org.apache.hertzbeat.ai.pojo.dto.ChatRequestContext;
+import org.apache.hertzbeat.ai.pojo.dto.ChatResponseChunk;
+import org.apache.hertzbeat.ai.pojo.dto.SecurityData;
+import org.apache.hertzbeat.ai.service.ConversationService;
+import org.apache.hertzbeat.common.entity.ai.ChatConversation;
+import org.apache.hertzbeat.common.entity.dto.Message;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.http.ResponseEntity;
+import org.springframework.http.codec.ServerSentEvent;
+import org.springframework.web.bind.annotation.DeleteMapping;
+import org.springframework.web.bind.annotation.GetMapping;
+import org.springframework.web.bind.annotation.PathVariable;
+import org.springframework.web.bind.annotation.PostMapping;
+import org.springframework.web.bind.annotation.RequestBody;
+import org.springframework.web.bind.annotation.RequestMapping;
+import org.springframework.web.bind.annotation.RestController;
+import reactor.core.publisher.Flux;
+
+import jakarta.validation.Valid;
+import java.util.List;
+
+import static org.springframework.http.MediaType.APPLICATION_JSON_VALUE;
+import static org.springframework.http.MediaType.TEXT_EVENT_STREAM_VALUE;
+
+/**
+ * Controller class for handling AI chat requests and conversation management.
+ */
+@Slf4j
+@Tag(name = "AI Chat API")
+@RestController
+@RequestMapping(path = "/api/chat", produces = {APPLICATION_JSON_VALUE})
+public class ChatController {
+
+    private final ConversationService conversationService;
+
+    @Autowired
+    public ChatController(ConversationService conversationService) {
+        this.conversationService = conversationService;
+    }
+
+    /**
+     * Send a message and get a streaming response with conversation tracking
+     *
+     * @param context The chat request context containing message and optional conversationId
+     * @return Flux of ServerSentEvent for streaming response
+     */
+    @PostMapping(value = "/stream", produces = TEXT_EVENT_STREAM_VALUE)
+    @Operation(summary = "Send a chat message with streaming response", description = "Send a message to AI and get a streaming response with conversation tracking")
+    public Flux<ServerSentEvent<ChatResponseChunk>> streamChat(@Valid @RequestBody ChatRequestContext context) {
+        try {
+            // Validate message is not empty
+            SubjectSum subject = SurenessContextHolder.getBindSubject();
+            McpContextHolder.setSubject(subject);
+            if (context.getMessage() == null || context.getMessage().trim().isEmpty()) {
+                ChatResponseChunk errorResponse = ChatResponseChunk.builder()
+                    .conversationId(context.getConversationId())
+                    .response("Error: Message cannot be empty")
+                    .build();
+                return Flux.just(ServerSentEvent.builder(errorResponse)
+                    .event("error")
+                    .build());
+            }
+
+            log.info("Received streaming chat request for conversation: {}", context.getConversationId());
+            return conversationService.streamChat(context.getMessage(), context.getConversationId());
+
+        } catch (Exception e) {
+            log.error("Error in stream chat endpoint: ", e);
+            ChatResponseChunk errorResponse = ChatResponseChunk.builder()
+                .conversationId(context.getConversationId())
+                .response("An error occurred: " + e.getMessage())
+                .build();
+            return Flux.just(ServerSentEvent.builder(errorResponse)
+                .event("error")
+                .build());
+        }
+    }
+
+    /**
+     * Create a new conversation
+     *
+     * @return Created conversation details
+     */
+    @PostMapping(path = "/conversations")
+    @Operation(summary = "Create a new conversation", description = "Create a new conversation")
+    public ResponseEntity<Message<ChatConversation>> createConversation() {
+        ChatConversation conversation = conversationService.createConversation();
+        return ResponseEntity.ok(Message.success(conversation));
+    }
+
+    /**
+     * Get all conversations
+     *
+     * @return List of all conversations
+     */
+    @GetMapping(path = "/conversations")
+    @Operation(summary = "List all conversations", description = "Get a list of all conversations")
+    public ResponseEntity<Message<List<ChatConversation>>> listConversations() {
+        List<ChatConversation> conversations = conversationService.getAllConversations();
+        return ResponseEntity.ok(Message.success(conversations));
+    }
+
+    /**
+     * Get conversation history
+     *
+     * @param conversationId The conversation ID
+     * @return Conversation details with message history
+     */
+    @GetMapping(path = "/conversations/{conversationId}")
+    @Operation(summary = "Get conversation history", description = "Get detailed information and message history for a specific conversation")
+    public ResponseEntity<Message<ChatConversation>> getConversation(
+        @Parameter(description = "Conversation ID", example = "12345678") @PathVariable(value = "conversationId") Long conversationId) {
+        ChatConversation conversation = conversationService.getConversation(conversationId);
+        return ResponseEntity.ok(Message.success(conversation));
+    }
+
+    /**
+     * Delete a conversation
+     *
+     * @param conversationId The conversation ID to delete
+     * @return Success or error message
+     */
+    @DeleteMapping(path = "/conversations/{conversationId}")
+    @Operation(summary = "Delete conversation", description = "Delete a specific conversation and all its messages")
+    public ResponseEntity<Message<Void>> deleteConversation(
+        @Parameter(description = "Conversation ID", example = "2345678") @PathVariable("conversationId") Long conversationId) {
+        conversationService.deleteConversation(conversationId);
+        return ResponseEntity.ok(Message.success());
+    }
+
+    /**
+     * Save data submitted by secure form
+     * @param securityData security data
+     * @return save result
+     */
+    @PostMapping(path = "/security")
+    @Operation(summary = "save security data", description = "Save security data")
+    public ResponseEntity<Message<Boolean>> commitSecurityData(@Valid @RequestBody SecurityData securityData) {
+        return ResponseEntity.ok(Message.success(conversationService.saveSecurityData(securityData)));
+    }
+
+
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/controller/SopController.java

@@ -0,0 +1,180 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.hertzbeat.ai.controller;
+
+import io.swagger.v3.oas.annotations.Operation;
+import io.swagger.v3.oas.annotations.Parameter;
+import io.swagger.v3.oas.annotations.tags.Tag;
+import java.util.HashMap;
+import java.util.List;
+import java.util.Map;
+import java.util.stream.Collectors;
+import lombok.extern.slf4j.Slf4j;
+import org.apache.hertzbeat.ai.sop.engine.SopEngine;
+import org.apache.hertzbeat.ai.sop.model.SopDefinition;
+import org.apache.hertzbeat.ai.sop.model.SopResult;
+import org.apache.hertzbeat.ai.sop.registry.SkillRegistry;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.http.MediaType;
+import org.springframework.http.ResponseEntity;
+import org.springframework.web.bind.annotation.GetMapping;
+import org.springframework.web.bind.annotation.PathVariable;
+import org.springframework.web.bind.annotation.PostMapping;
+import org.springframework.web.bind.annotation.RequestBody;
+import org.springframework.web.bind.annotation.RequestMapping;
+import org.springframework.web.bind.annotation.RestController;
+import reactor.core.publisher.Flux;
+
+/**
+ * Controller for AI SOP (Standard Operating Procedure) execution.
+ */
+@Slf4j
+@RestController
+@RequestMapping("/api/ai/sop")
+@Tag(name = "AI SOP", description = "AI Standard Operating Procedure Management")
+public class SopController {
+
+    private final SkillRegistry skillRegistry;
+    private final SopEngine sopEngine;
+
+    @Autowired
+    public SopController(SkillRegistry skillRegistry, SopEngine sopEngine) {
+        this.skillRegistry = skillRegistry;
+        this.sopEngine = sopEngine;
+    }
+
+    /**
+     * List all available SOP skills.
+     */
+    @GetMapping("/skills")
+    @Operation(summary = "List available SOP skills", 
+               description = "Get all registered SOP skill definitions")
+    public ResponseEntity<List<Map<String, String>>> listSkills() {
+        List<Map<String, String>> skills = skillRegistry.getAllSkills().stream()
+                .map(skill -> {
+                    Map<String, String> info = new HashMap<>();
+                    info.put("name", skill.getName());
+                    info.put("description", skill.getDescription());
+                    info.put("version", skill.getVersion());
+                    return info;
+                })
+                .collect(Collectors.toList());
+        return ResponseEntity.ok(skills);
+    }
+
+    /**
+     * Get details of a specific SOP skill.
+     */
+    @GetMapping("/skills/{skillName}")
+    @Operation(summary = "Get SOP skill details", 
+               description = "Get detailed definition of a specific SOP skill")
+    public ResponseEntity<SopDefinition> getSkillDetails(
+            @Parameter(description = "Name of the SOP skill") 
+            @PathVariable String skillName) {
+        SopDefinition skill = skillRegistry.getSkill(skillName);
+        if (skill == null) {
+            return ResponseEntity.notFound().build();
+        }
+        return ResponseEntity.ok(skill);
+    }
+
+    /**
+     * Execute a SOP skill with streaming output (SSE mode).
+     * Use this for real-time progress updates in UI.
+     */
+    @PostMapping(value = "/execute/{skillName}", produces = MediaType.TEXT_EVENT_STREAM_VALUE)
+    @Operation(summary = "Execute SOP skill (streaming)", 
+               description = "Execute a SOP skill with streaming output for real-time progress")
+    public Flux<String> executeSopStream(
+            @Parameter(description = "Name of the SOP skill to execute") 
+            @PathVariable String skillName,
+            @Parameter(description = "Input parameters for the SOP") 
+            @RequestBody(required = false) Map<String, Object> params) {
+        
+        log.info("Executing SOP skill (stream): {} with params: {}", skillName, params);
+        
+        SopDefinition skill = skillRegistry.getSkill(skillName);
+        if (skill == null) {
+            return Flux.just("Error: SOP skill not found: " + skillName);
+        }
+        
+        Map<String, Object> inputParams = params != null ? params : new HashMap<>();
+        
+        return sopEngine.execute(skill, inputParams)
+                .doOnNext(msg -> log.debug("SOP output: {}", msg))
+                .doOnError(e -> log.error("SOP execution error: {}", e.getMessage()))
+                .doOnComplete(() -> log.info("SOP {} execution completed", skillName));
+    }
+    
+    /**
+     * Execute a SOP skill synchronously and return unified result.
+     * Use this for AI tool calls and programmatic access.
+     */
+    @PostMapping(value = "/execute/{skillName}/sync", produces = MediaType.APPLICATION_JSON_VALUE)
+    @Operation(summary = "Execute SOP skill (sync)", 
+               description = "Execute a SOP skill synchronously and return unified result")
+    public ResponseEntity<SopResult> executeSopSync(
+            @Parameter(description = "Name of the SOP skill to execute") 
+            @PathVariable String skillName,
+            @Parameter(description = "Input parameters for the SOP") 
+            @RequestBody(required = false) Map<String, Object> params) {
+        
+        log.info("Executing SOP skill (sync): {} with params: {}", skillName, params);
+        
+        SopDefinition skill = skillRegistry.getSkill(skillName);
+        if (skill == null) {
+            SopResult errorResult = SopResult.builder()
+                    .sopName(skillName)
+                    .status("FAILED")
+                    .error("SOP skill not found: " + skillName)
+                    .build();
+            return ResponseEntity.notFound().build();
+        }
+        
+        Map<String, Object> inputParams = params != null ? params : new HashMap<>();
+        
+        SopResult result = sopEngine.executeSync(skill, inputParams);
+        return ResponseEntity.ok(result);
+    }
+    
+    /**
+     * Execute a SOP skill and return AI-friendly text response.
+     * Use this when SOP is called as a tool by AI.
+     */
+    @PostMapping(value = "/execute/{skillName}/ai", produces = MediaType.TEXT_PLAIN_VALUE)
+    @Operation(summary = "Execute SOP skill (AI format)", 
+               description = "Execute a SOP and return AI-friendly text response")
+    public ResponseEntity<String> executeSopForAi(
+            @Parameter(description = "Name of the SOP skill to execute") 
+            @PathVariable String skillName,
+            @Parameter(description = "Input parameters for the SOP") 
+            @RequestBody(required = false) Map<String, Object> params) {
+        
+        log.info("Executing SOP skill (AI): {} with params: {}", skillName, params);
+        
+        SopDefinition skill = skillRegistry.getSkill(skillName);
+        if (skill == null) {
+            return ResponseEntity.ok("Error: SOP skill not found: " + skillName);
+        }
+        
+        Map<String, Object> inputParams = params != null ? params : new HashMap<>();
+        
+        SopResult result = sopEngine.executeSync(skill, inputParams);
+        return ResponseEntity.ok(result.toAiResponse());
+    }
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/controller/SopScheduleController.java

@@ -0,0 +1,131 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.hertzbeat.ai.controller;
+
+import io.swagger.v3.oas.annotations.Operation;
+import io.swagger.v3.oas.annotations.tags.Tag;
+import java.util.List;
+import org.apache.hertzbeat.ai.service.SopScheduleService;
+import org.apache.hertzbeat.common.entity.ai.SopSchedule;
+import org.apache.hertzbeat.common.entity.dto.Message;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.http.ResponseEntity;
+import org.springframework.web.bind.annotation.DeleteMapping;
+import org.springframework.web.bind.annotation.GetMapping;
+import org.springframework.web.bind.annotation.PathVariable;
+import org.springframework.web.bind.annotation.PostMapping;
+import org.springframework.web.bind.annotation.PutMapping;
+import org.springframework.web.bind.annotation.RequestBody;
+import org.springframework.web.bind.annotation.RequestMapping;
+import org.springframework.web.bind.annotation.RequestParam;
+import org.springframework.web.bind.annotation.RestController;
+
+/**
+ * REST Controller for managing scheduled SOP executions.
+ */
+@Tag(name = "SOP Schedule API", description = "Manage scheduled SOP executions")
+@RestController
+@RequestMapping("/api/ai/schedule")
+public class SopScheduleController {
+
+    private final SopScheduleService sopScheduleService;
+    private final org.apache.hertzbeat.ai.sop.registry.SkillRegistry skillRegistry;
+
+    @Autowired
+    public SopScheduleController(SopScheduleService sopScheduleService,
+                                  org.apache.hertzbeat.ai.sop.registry.SkillRegistry skillRegistry) {
+        this.sopScheduleService = sopScheduleService;
+        this.skillRegistry = skillRegistry;
+    }
+
+    @Operation(summary = "Get all available SOP skills")
+    @GetMapping("/skills")
+    public ResponseEntity<Message<List<java.util.Map<String, String>>>> getAvailableSkills() {
+        List<java.util.Map<String, String>> skills = new java.util.ArrayList<>();
+        for (var skill : skillRegistry.getAllSkills()) {
+            java.util.Map<String, String> skillInfo = new java.util.HashMap<>();
+            skillInfo.put("name", skill.getName());
+            skillInfo.put("description", skill.getDescription());
+            skills.add(skillInfo);
+        }
+        return ResponseEntity.ok(Message.success(skills));
+    }
+
+    @Operation(summary = "Get all schedules for a conversation")
+    @GetMapping("/conversation/{conversationId}")
+    public ResponseEntity<Message<List<SopSchedule>>> getSchedulesByConversation(
+            @PathVariable Long conversationId) {
+        List<SopSchedule> schedules = sopScheduleService.getSchedulesByConversation(conversationId);
+        return ResponseEntity.ok(Message.success(schedules));
+    }
+
+    @Operation(summary = "Get a schedule by ID")
+    @GetMapping("/{id}")
+    public ResponseEntity<Message<SopSchedule>> getSchedule(@PathVariable Long id) {
+        SopSchedule schedule = sopScheduleService.getSchedule(id);
+        if (schedule == null) {
+            return ResponseEntity.ok(Message.fail((byte) 404, "Schedule not found"));
+        }
+        return ResponseEntity.ok(Message.success(schedule));
+    }
+
+    @Operation(summary = "Create a new scheduled SOP task")
+    @PostMapping
+    public ResponseEntity<Message<SopSchedule>> createSchedule(@RequestBody SopSchedule schedule) {
+        try {
+            SopSchedule created = sopScheduleService.createSchedule(schedule);
+            return ResponseEntity.ok(Message.success(created));
+        } catch (IllegalArgumentException e) {
+            return ResponseEntity.ok(Message.fail((byte) 400, e.getMessage()));
+        }
+    }
+
+    @Operation(summary = "Update an existing schedule")
+    @PutMapping("/{id}")
+    public ResponseEntity<Message<SopSchedule>> updateSchedule(
+            @PathVariable Long id, 
+            @RequestBody SopSchedule schedule) {
+        try {
+            schedule.setId(id);
+            SopSchedule updated = sopScheduleService.updateSchedule(schedule);
+            return ResponseEntity.ok(Message.success(updated));
+        } catch (IllegalArgumentException e) {
+            return ResponseEntity.ok(Message.fail((byte) 400, e.getMessage()));
+        }
+    }
+
+    @Operation(summary = "Delete a schedule")
+    @DeleteMapping("/{id}")
+    public ResponseEntity<Message<Void>> deleteSchedule(@PathVariable Long id) {
+        sopScheduleService.deleteSchedule(id);
+        return ResponseEntity.ok(Message.success());
+    }
+
+    @Operation(summary = "Toggle schedule enabled status")
+    @PutMapping("/{id}/toggle")
+    public ResponseEntity<Message<SopSchedule>> toggleSchedule(
+            @PathVariable Long id,
+            @RequestParam boolean enabled) {
+        try {
+            SopSchedule updated = sopScheduleService.toggleSchedule(id, enabled);
+            return ResponseEntity.ok(Message.success(updated));
+        } catch (IllegalArgumentException e) {
+            return ResponseEntity.ok(Message.fail((byte) 400, e.getMessage()));
+        }
+    }
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/dao/ChatConversationDao.java

@@ -0,0 +1,29 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.hertzbeat.ai.dao;
+
+import org.apache.hertzbeat.common.entity.ai.ChatConversation;
+import org.springframework.data.jpa.repository.JpaRepository;
+import org.springframework.stereotype.Repository;
+
+/**
+ * Repository interface for Conversation entities
+ */
+@Repository
+public interface ChatConversationDao extends JpaRepository<ChatConversation, Long> {
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/dao/ChatMessageDao.java

@@ -0,0 +1,45 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.hertzbeat.ai.dao;
+
+import org.apache.hertzbeat.common.entity.ai.ChatMessage;
+import org.springframework.data.jpa.repository.JpaRepository;
+import org.springframework.stereotype.Repository;
+
+import java.util.List;
+
+/**
+ * Repository interface for Message entities
+ */
+@Repository
+public interface ChatMessageDao extends JpaRepository<ChatMessage, Long> {
+
+    /**
+     * Find all messages by conversation id, ordered by create time
+     * @param conversationId conversation id
+     * @return list of messages
+     */
+    List<ChatMessage> findByConversationIdOrderByGmtCreateAsc(Long conversationId);
+
+    /**
+     * Find all messages by conversation ids, ordered by create time
+     * @param conversationIds list of conversation ids
+     * @return list of messages
+     */
+    List<ChatMessage> findByConversationIdInOrderByGmtCreateAsc(List<Long> conversationIds);
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/dao/SopScheduleDao.java

@@ -0,0 +1,61 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.hertzbeat.ai.dao;
+
+import java.time.LocalDateTime;
+import java.util.List;
+import org.apache.hertzbeat.common.entity.ai.SopSchedule;
+import org.springframework.data.jpa.repository.JpaRepository;
+import org.springframework.data.jpa.repository.JpaSpecificationExecutor;
+import org.springframework.data.jpa.repository.Query;
+import org.springframework.data.repository.query.Param;
+import org.springframework.stereotype.Repository;
+
+/**
+ * Repository for SopSchedule entity operations.
+ */
+@Repository
+public interface SopScheduleDao extends JpaRepository<SopSchedule, Long>, JpaSpecificationExecutor<SopSchedule> {
+
+    /**
+     * Find all schedules for a specific conversation.
+     * @param conversationId The conversation ID
+     * @return List of schedules
+     */
+    List<SopSchedule> findByConversationId(Long conversationId);
+
+    /**
+     * Find all enabled schedules that are due for execution.
+     * @param currentTime The current time to compare against
+     * @return List of due schedules
+     */
+    @Query("SELECT s FROM SopSchedule s WHERE s.enabled = true AND s.nextRunTime <= :currentTime")
+    List<SopSchedule> findDueSchedules(@Param("currentTime") LocalDateTime currentTime);
+
+    /**
+     * Find all enabled schedules.
+     * @return List of enabled schedules
+     */
+    List<SopSchedule> findByEnabledTrue();
+
+    /**
+     * Delete all schedules for a conversation.
+     * @param conversationId The conversation ID
+     */
+    void deleteByConversationId(Long conversationId);
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/pojo/dto/ChatRequestContext.java

@@ -0,0 +1,50 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+
+package org.apache.hertzbeat.ai.pojo.dto;
+
+import lombok.AllArgsConstructor;
+import lombok.Builder;
+import lombok.Data;
+import lombok.NoArgsConstructor;
+
+import java.util.List;
+import org.apache.hertzbeat.common.entity.ai.ChatMessage;
+
+/**
+ * Chat request context for AI chat endpoint.
+ */
+@Data
+@Builder
+@NoArgsConstructor
+@AllArgsConstructor
+public class ChatRequestContext {
+    /**
+     * The user's message (required)
+     */
+    private String message;
+    /**
+     * Optional conversation ID for context
+     */
+    private Long conversationId;
+
+    /**
+     * Conversation history messages for context
+     */
+    private List<ChatMessage> conversationHistory;
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/pojo/dto/ChatResponseChunk.java

@@ -0,0 +1,48 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.hertzbeat.ai.pojo.dto;
+
+import io.swagger.v3.oas.annotations.media.Schema;
+import lombok.AllArgsConstructor;
+import lombok.Builder;
+import lombok.Data;
+import lombok.NoArgsConstructor;
+
+/**
+ * Chat response DTO for AI responses.
+ */
+@Data
+@Builder
+@NoArgsConstructor
+@AllArgsConstructor
+@Schema(description = "Chat response")
+public class ChatResponseChunk {
+
+    @Schema(description = "Conversation ID", example = "123")
+    private Long conversationId;
+
+    @Schema(description = "AI response message", example = "Here are your monitors...")
+    private String response;
+
+    @Schema(description = "User message ID", example = "123")
+    private Long userMessageId;
+    
+    @Schema(description = "Assistant message ID", example = "123")
+    private Long assistantMessageId;
+
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/pojo/dto/SecurityData.java

@@ -0,0 +1,38 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.hertzbeat.ai.pojo.dto;
+
+import io.swagger.v3.oas.annotations.media.Schema;
+import jakarta.validation.constraints.NotNull;
+import lombok.Data;
+
+/**
+ * security data
+ */
+@Data
+public class SecurityData {
+
+    @NotNull
+    @Schema(description = "Conversation ID", example = "123")
+    private Long conversationId;
+
+    @NotNull
+    @Schema(description = "security data", example = "{\"password\":\"xxxxx\"}")
+    private String securityData;
+
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/schedule/SopScheduleExecutor.java

@@ -0,0 +1,175 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.hertzbeat.ai.schedule;
+
+import java.time.LocalDateTime;
+import java.util.HashMap;
+import java.util.List;
+import java.util.Map;
+import lombok.extern.slf4j.Slf4j;
+import org.apache.hertzbeat.ai.dao.ChatMessageDao;
+import org.apache.hertzbeat.ai.service.SopScheduleService;
+import org.apache.hertzbeat.ai.sop.engine.SopEngine;
+import org.apache.hertzbeat.ai.sop.model.SopResult;
+import org.apache.hertzbeat.ai.sop.registry.SkillRegistry;
+import org.apache.hertzbeat.ai.utils.SopMessageUtil;
+import org.apache.hertzbeat.common.entity.ai.ChatMessage;
+import org.apache.hertzbeat.common.entity.ai.SopSchedule;
+import org.apache.hertzbeat.common.util.JsonUtil;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.context.annotation.Lazy;
+import org.springframework.scheduling.annotation.EnableScheduling;
+import org.springframework.scheduling.annotation.Scheduled;
+import org.springframework.stereotype.Component;
+
+/**
+ * Scheduled executor that checks for due SOP schedules and executes them.
+ * Runs every minute to check if any schedules are due for execution.
+ */
+@Slf4j
+@Component
+@EnableScheduling
+public class SopScheduleExecutor {
+
+    /**
+     * Role identifier for system push messages in conversations.
+     */
+    public static final String ROLE_SYSTEM_PUSH = "system_push";
+
+    private final SopScheduleService sopScheduleService;
+    private final SopEngine sopEngine;
+    private final SkillRegistry skillRegistry;
+    private final ChatMessageDao chatMessageDao;
+
+    @Autowired
+    public SopScheduleExecutor(SopScheduleService sopScheduleService,
+                               @Lazy SopEngine sopEngine,
+                               @Lazy SkillRegistry skillRegistry,
+                               ChatMessageDao chatMessageDao) {
+        this.sopScheduleService = sopScheduleService;
+        this.sopEngine = sopEngine;
+        this.skillRegistry = skillRegistry;
+        this.chatMessageDao = chatMessageDao;
+    }
+
+    /**
+     * Check for due schedules every minute and execute them.
+     */
+    @Scheduled(fixedRate = 60000) // Every minute
+    public void checkAndExecuteDueSchedules() {
+        try {
+            List<SopSchedule> dueSchedules = sopScheduleService.getDueSchedules();
+            
+            if (dueSchedules.isEmpty()) {
+                return;
+            }
+            
+            log.info("Found {} due schedules to execute", dueSchedules.size());
+            
+            for (SopSchedule schedule : dueSchedules) {
+                executeSchedule(schedule);
+            }
+        } catch (Exception e) {
+            log.error("Error checking due schedules", e);
+        }
+    }
+
+    /**
+     * Execute a single scheduled SOP and push result to conversation.
+     */
+    private void executeSchedule(SopSchedule schedule) {
+        log.info("Executing scheduled SOP {} for conversation {}", 
+                schedule.getSopName(), schedule.getConversationId());
+        
+        try {
+            // Check if skill exists
+            var definition = skillRegistry.getSkill(schedule.getSopName());
+            if (definition == null) {
+                log.warn("Skill {} not found, skipping schedule {}", 
+                        schedule.getSopName(), schedule.getId());
+                return;
+            }
+            
+            // Parse parameters
+            Map<String, Object> params = new HashMap<>();
+            if (schedule.getSopParams() != null && !schedule.getSopParams().isEmpty()) {
+                try {
+                    params = JsonUtil.fromJson(schedule.getSopParams(), Map.class);
+                } catch (Exception e) {
+                    log.warn("Failed to parse SOP params: {}", schedule.getSopParams());
+                }
+            }
+            
+            // Execute SOP
+            SopResult result = sopEngine.executeSync(definition, params);
+            
+            // Create push message
+            String messageContent = formatPushMessage(schedule, result);
+            
+            // Save message to conversation
+            ChatMessage pushMessage = ChatMessage.builder()
+                    .conversationId(schedule.getConversationId())
+                    .role(ROLE_SYSTEM_PUSH)
+                    .content(messageContent)
+                    .build();
+            
+            chatMessageDao.save(pushMessage);
+            
+            log.info("Successfully pushed SOP result to conversation {}", 
+                    schedule.getConversationId());
+            
+        } catch (Exception e) {
+            log.error("Failed to execute scheduled SOP {} for conversation {}", 
+                    schedule.getSopName(), schedule.getConversationId(), e);
+            
+            // Still save an error message
+            String errorContent = SopMessageUtil.getMessage("schedule.push.error.prefix") + " " + schedule.getSopName() 
+                    + "\n\n" + SopMessageUtil.getMessage("schedule.push.error.label") + " " + e.getMessage();
+            ChatMessage errorMessage = ChatMessage.builder()
+                    .conversationId(schedule.getConversationId())
+                    .role(ROLE_SYSTEM_PUSH)
+                    .content(errorContent)
+                    .build();
+            chatMessageDao.save(errorMessage);
+            
+        } finally {
+            // Update schedule times
+            sopScheduleService.updateAfterExecution(schedule.getId());
+        }
+    }
+
+    /**
+     * Format the push message content with SOP result.
+     */
+    private String formatPushMessage(SopSchedule schedule, SopResult result) {
+        StringBuilder sb = new StringBuilder();
+        sb.append(SopMessageUtil.getMessage("schedule.push.report.title")).append("\n\n");
+        sb.append(SopMessageUtil.getMessage("schedule.push.report.skill")).append(": ").append(schedule.getSopName()).append("\n");
+        sb.append(SopMessageUtil.getMessage("schedule.push.report.time")).append(": ").append(LocalDateTime.now()).append("\n\n");
+        sb.append("---\n\n");
+        
+        if ("SUCCESS".equals(result.getStatus())) {
+            sb.append(result.getContent());
+        } else {
+            sb.append(SopMessageUtil.getMessage("schedule.push.report.failed")).append("\n\n");
+            sb.append(result.getError());
+        }
+        
+        return sb.toString();
+    }
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/service/ChatClientProviderService.java

@@ -0,0 +1,42 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+
+package org.apache.hertzbeat.ai.service;
+
+import org.apache.hertzbeat.ai.pojo.dto.ChatRequestContext;
+import reactor.core.publisher.Flux;
+
+/**
+ * Service for interacting with LLM providers (like OpenAI, Anthropic, etc.)
+ */
+public interface ChatClientProviderService {
+
+    /**
+     * Stream chat response from the LLM
+     *
+     * @param context Chat request context containing message and conversation history
+     * @return Flux of string chunks from the LLM response
+     */
+    Flux<String> streamChat(ChatRequestContext context);
+
+    /**
+     * Check if provider is properly configured
+     * @return true if configured and enabled
+     */
+    boolean isConfigured();
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/service/ConversationService.java

@@ -0,0 +1,80 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+
+package org.apache.hertzbeat.ai.service;
+
+import org.apache.hertzbeat.ai.pojo.dto.ChatResponseChunk;
+import org.apache.hertzbeat.ai.pojo.dto.SecurityData;
+import org.apache.hertzbeat.common.entity.ai.ChatConversation;
+import org.springframework.http.codec.ServerSentEvent;
+import reactor.core.publisher.Flux;
+
+import java.util.List;
+
+/**
+ * Service for managing chat conversations and interactions with LLM providers.
+ */
+public interface ConversationService {
+
+    /**
+     * Send a message and receive a streaming response
+     *
+     * @param message        The user's message
+     * @param conversationId Optional conversation ID for continuing a chat
+     * @return Flux of ServerSentEvent for streaming the response
+     */
+    Flux<ServerSentEvent<ChatResponseChunk>> streamChat(String message, Long conversationId);
+
+    /**
+     * Create a new conversation
+     *
+     * @return Created conversation data
+     */
+    ChatConversation createConversation();
+
+    /**
+     * Get conversation history for a specific conversation
+     *
+     * @param conversationId Conversation ID
+     * @return Conversation data including messages
+     */
+    ChatConversation getConversation(Long conversationId);
+
+    /**
+     * Get all conversations for the current user
+     *
+     * @return List of conversations
+     */
+    List<ChatConversation> getAllConversations();
+
+    /**
+     * Delete a conversation
+     *
+     * @param conversationId Conversation ID to delete
+     */
+    void deleteConversation(Long conversationId);
+
+    /**
+     * save security data for a conversation
+     *
+     * @param securityData   securityData
+     * @return save result
+     */
+    Boolean saveSecurityData(SecurityData securityData);
+
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/service/McpServerService.java

@@ -0,0 +1,33 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+
+package org.apache.hertzbeat.ai.service;
+
+import org.springframework.ai.tool.ToolCallbackProvider;
+
+/**
+ * Service interface for MCP server operations.
+ */
+public interface McpServerService {
+    
+    /**
+     * Provides the HertzBeat tools for the MCP server
+     * @return ToolCallbackProvider with all HertzBeat monitoring tools
+     */
+    ToolCallbackProvider hertzbeatTools();
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/service/SopScheduleService.java

@@ -0,0 +1,81 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.hertzbeat.ai.service;
+
+import java.util.List;
+import org.apache.hertzbeat.common.entity.ai.SopSchedule;
+
+/**
+ * Service interface for managing scheduled SOP executions.
+ */
+public interface SopScheduleService {
+
+    /**
+     * Create a new scheduled SOP task.
+     * @param schedule The schedule configuration
+     * @return The created schedule with generated ID
+     */
+    SopSchedule createSchedule(SopSchedule schedule);
+
+    /**
+     * Update an existing schedule.
+     * @param schedule The updated schedule
+     * @return The updated schedule
+     */
+    SopSchedule updateSchedule(SopSchedule schedule);
+
+    /**
+     * Delete a schedule by ID.
+     * @param id The schedule ID
+     */
+    void deleteSchedule(Long id);
+
+    /**
+     * Get a schedule by ID.
+     * @param id The schedule ID
+     * @return The schedule or null if not found
+     */
+    SopSchedule getSchedule(Long id);
+
+    /**
+     * Get all schedules for a conversation.
+     * @param conversationId The conversation ID
+     * @return List of schedules
+     */
+    List<SopSchedule> getSchedulesByConversation(Long conversationId);
+
+    /**
+     * Toggle the enabled status of a schedule.
+     * @param id The schedule ID
+     * @param enabled The new enabled status
+     * @return The updated schedule
+     */
+    SopSchedule toggleSchedule(Long id, boolean enabled);
+
+    /**
+     * Get all schedules that are due for execution.
+     * @return List of due schedules
+     */
+    List<SopSchedule> getDueSchedules();
+
+    /**
+     * Update the execution times after a schedule runs.
+     * @param id The schedule ID
+     */
+    void updateAfterExecution(Long id);
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/service/impl/ChatClientProviderServiceImpl.java

@@ -0,0 +1,220 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+
+package org.apache.hertzbeat.ai.service.impl;
+
+import java.nio.charset.StandardCharsets;
+import java.util.HashMap;
+import java.util.Map;
+import java.util.Objects;
+import lombok.extern.slf4j.Slf4j;
+import org.apache.hertzbeat.ai.sop.model.SopDefinition;
+import org.apache.hertzbeat.ai.sop.model.SopParameter;
+import org.apache.hertzbeat.ai.sop.registry.SkillRegistry;
+import org.apache.hertzbeat.common.entity.ai.ChatMessage;
+import org.apache.hertzbeat.common.entity.dto.ModelProviderConfig;
+import org.apache.hertzbeat.ai.service.ChatClientProviderService;
+import org.apache.hertzbeat.base.dao.GeneralConfigDao;
+import org.apache.hertzbeat.common.entity.manager.GeneralConfig;
+import org.apache.hertzbeat.common.support.event.AiProviderConfigChangeEvent;
+import org.apache.hertzbeat.common.util.JsonUtil;
+import org.springframework.ai.chat.prompt.SystemPromptTemplate;
+import org.springframework.beans.factory.annotation.Value;
+import org.springframework.context.annotation.Lazy;
+import org.springframework.context.event.EventListener;
+import org.springframework.core.io.Resource;
+import org.springframework.stereotype.Service;
+import org.apache.hertzbeat.ai.pojo.dto.ChatRequestContext;
+import org.springframework.ai.chat.client.ChatClient;
+import org.springframework.ai.chat.messages.AssistantMessage;
+import org.springframework.ai.chat.messages.Message;
+import org.springframework.ai.chat.messages.UserMessage;
+import org.springframework.ai.tool.ToolCallbackProvider;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.beans.factory.annotation.Qualifier;
+import org.springframework.context.ApplicationContext;
+import reactor.core.publisher.Flux;
+
+import java.io.IOException;
+import java.util.ArrayList;
+import java.util.List;
+
+/**
+ * Implementation of the {@link ChatClientProviderService}. Provides functionality to interact with the ChatClient for
+ * handling chat messages.
+ */
+@Slf4j
+@Service
+public class ChatClientProviderServiceImpl implements ChatClientProviderService {
+
+    private static final String SKILLS_PLACEHOLDER = "{dynamically_injected_skills_list}";
+    private static final String CONVERSATION_ID_PLACEHOLDER = "{current_conversation_id}";
+
+    private final ApplicationContext applicationContext;
+
+    private final GeneralConfigDao generalConfigDao;
+
+    private ModelProviderConfig modelProviderConfig;
+
+
+    private final SkillRegistry skillRegistry;
+
+    @Autowired
+    @Qualifier("hertzbeatTools")
+    private ToolCallbackProvider toolCallbackProvider;
+
+    private boolean isConfigured = false;
+
+    @Value("classpath:/prompt/system-message.st")
+    private Resource systemResource;
+
+    @Value("classpath:/prompt/extra-message-protected.st")
+    private Resource extraResourceProtected;
+
+
+    @Autowired
+    public ChatClientProviderServiceImpl(ApplicationContext applicationContext,
+        GeneralConfigDao generalConfigDao,
+        @Lazy SkillRegistry skillRegistry) {
+        this.applicationContext = applicationContext;
+        this.generalConfigDao = generalConfigDao;
+        this.skillRegistry = skillRegistry;
+    }
+
+    @Override
+    public Flux<String> streamChat(ChatRequestContext context) {
+        try {
+            // Get the current (potentially refreshed) ChatClient instance
+            ChatClient chatClient = applicationContext.getBean("openAiChatClient", ChatClient.class);
+
+            List<Message> messages = new ArrayList<>();
+
+            // Add conversation history if available
+            if (context.getConversationHistory() != null && !context.getConversationHistory().isEmpty()) {
+                for (ChatMessage historyMessage : context.getConversationHistory()) {
+                    if ("user".equals(historyMessage.getRole())) {
+                        messages.add(new UserMessage(historyMessage.getContent()));
+                    } else if ("assistant".equals(historyMessage.getRole())) {
+                        messages.add(new AssistantMessage(historyMessage.getContent()));
+                    }
+                }
+            }
+
+            messages.add(new UserMessage(context.getMessage()));
+
+            log.info("Starting streaming chat for conversation: {}", context.getConversationId());
+
+            // Build system prompt with dynamic skills list and conversation ID
+            // The conversationId is injected into the prompt so AI can pass it to schedule tools
+            String systemPrompt = buildSystemPrompt(context.getConversationId());
+
+            return chatClient.prompt()
+                .messages(messages)
+                .system(systemPrompt)
+                .tools(toolCallbackProvider)
+                .stream()
+                .content()
+                .doOnComplete(() -> log.info("Streaming completed for conversation: {}", context.getConversationId()))
+                .doOnError(error -> log.error("Error in streaming chat: {}", error.getMessage(), error));
+
+        } catch (Exception e) {
+            log.error("Error setting up streaming chat: {}", e.getMessage(), e);
+            return Flux.error(e);
+        }
+    }
+
+    /**
+     * Build the system prompt with dynamically injected skills list and conversation ID.
+     */
+    private String buildSystemPrompt(Long conversationId) {
+        try {
+            String template = systemResource.getContentAsString(StandardCharsets.UTF_8);
+            String skillsList = generateSkillsList();
+            template = template
+                .replace(SKILLS_PLACEHOLDER, skillsList)
+                .replace(CONVERSATION_ID_PLACEHOLDER, String.valueOf(conversationId));
+
+            // add extra prompt for protected model to guide it to use protected tools
+            if (Objects.equals(modelProviderConfig.getParticipationModel(), "PROTECTED")) {
+                Map<String, Object> metadata = new HashMap<>();
+                metadata.put("conversationId", conversationId);
+                return template + SystemPromptTemplate.builder().resource(extraResourceProtected).build()
+                    .create(metadata)
+                    .getContents();
+            } else {
+                return template;
+            }
+
+        } catch (IOException e) {
+            log.error("Failed to read system prompt template: {}", e.getMessage());
+            return "";
+        }
+    }
+
+
+    /**
+     * Generate a formatted list of available skills for the system prompt.
+     */
+    private String generateSkillsList() {
+        List<SopDefinition> skills = skillRegistry.getAllSkills();
+
+        if (skills.isEmpty()) {
+            return "No skills currently available. Use listSkills tool to refresh.";
+        }
+
+        StringBuilder sb = new StringBuilder();
+        for (SopDefinition skill : skills) {
+            sb.append("- **").append(skill.getName()).append("**: ");
+            sb.append(skill.getDescription());
+
+            // Add parameter hints
+            if (skill.getParameters() != null && !skill.getParameters().isEmpty()) {
+                sb.append(" (requires: ");
+                List<String> paramNames = new ArrayList<>();
+                for (SopParameter param : skill.getParameters()) {
+                    if (param.isRequired()) {
+                        paramNames.add(param.getName());
+                    }
+                }
+                sb.append(String.join(", ", paramNames));
+                sb.append(")");
+            }
+            sb.append("\n");
+        }
+
+        return sb.toString();
+    }
+
+    @EventListener(AiProviderConfigChangeEvent.class)
+    public void onAiProviderConfigChange(AiProviderConfigChangeEvent event) {
+        GeneralConfig providerConfig = generalConfigDao.findByType("provider");
+        this.modelProviderConfig = JsonUtil.fromJson(providerConfig.getContent(), ModelProviderConfig.class);
+    }
+
+    @Override
+    public boolean isConfigured() {
+        if (!isConfigured) {
+            GeneralConfig providerConfig = generalConfigDao.findByType("provider");
+            ModelProviderConfig modelProviderConfig = JsonUtil.fromJson(providerConfig.getContent(),
+                ModelProviderConfig.class);
+            isConfigured = modelProviderConfig != null && modelProviderConfig.getApiKey() != null;
+            this.modelProviderConfig = modelProviderConfig;
+        }
+        return isConfigured;
+    }
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/service/impl/ConversationServiceImpl.java

@@ -0,0 +1,215 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.hertzbeat.ai.service.impl;
+
+import java.util.Optional;
+import lombok.extern.slf4j.Slf4j;
+import org.apache.hertzbeat.ai.dao.ChatConversationDao;
+import org.apache.hertzbeat.ai.dao.ChatMessageDao;
+import org.apache.hertzbeat.ai.pojo.dto.ChatRequestContext;
+import org.apache.hertzbeat.ai.pojo.dto.ChatResponseChunk;
+import org.apache.hertzbeat.ai.pojo.dto.SecurityData;
+import org.apache.hertzbeat.ai.service.ChatClientProviderService;
+import org.apache.hertzbeat.ai.service.ConversationService;
+import org.apache.hertzbeat.common.entity.ai.ChatConversation;
+import org.apache.hertzbeat.common.entity.ai.ChatMessage;
+import org.apache.hertzbeat.common.util.AesUtil;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.data.domain.Sort;
+import org.springframework.http.codec.ServerSentEvent;
+import org.springframework.stereotype.Service;
+import org.springframework.transaction.annotation.Transactional;
+import reactor.core.publisher.Flux;
+
+import java.util.Collections;
+import java.util.List;
+import java.util.Map;
+import java.util.UUID;
+import java.util.stream.Collectors;
+
+/**
+ * Implementation of the ConversationService interface for managing chat conversations.
+ */
+@Slf4j
+@Service
+public class ConversationServiceImpl implements ConversationService {
+
+    @Autowired
+    private ChatConversationDao conversationDao;
+
+    @Autowired
+    private ChatMessageDao messageDao;
+
+    @Autowired
+    private ChatClientProviderService chatClientProviderService;
+
+    @Override
+    public Flux<ServerSentEvent<ChatResponseChunk>> streamChat(String message, Long conversationId) {
+
+        // Check if provider is properly configured
+        if (!chatClientProviderService.isConfigured()) {
+            ChatResponseChunk errorResponse = ChatResponseChunk.builder()
+                .conversationId(conversationId)
+                .response("Provider is not configured. Please configure your AI Provider.")
+                .build();
+            return Flux.just(ServerSentEvent.builder(errorResponse)
+                .event("error")
+                .build());
+        }
+
+        log.info("Starting streaming conversation: {}", conversationId);
+        ChatConversation conversation = conversationDao.findById(conversationId)
+            .orElseThrow(() -> new IllegalArgumentException("Conversation not found: " + conversationId));
+
+        // Manually load messages for conversation history
+        List<ChatMessage> messages = messageDao.findByConversationIdOrderByGmtCreateAsc(conversationId);
+        conversation.setMessages(messages);
+
+        if (conversation.getTitle().startsWith("conversation")) {
+            // Auto-generate title from first user message
+            String title = message.length() > 30 ? message.substring(0, 27) + "..." : message;
+            conversation.setTitle(title);
+            conversationDao.save(conversation);
+        }
+
+        // Add user message to conversation
+        ChatMessage chatMessage = ChatMessage.builder()
+            .conversationId(conversationId)
+            .content(message)
+            .role("user")
+            .build();
+        chatMessage = messageDao.save(chatMessage);
+
+        ChatRequestContext context = ChatRequestContext.builder()
+            .message(message)
+            .conversationId(conversationId)
+            .conversationHistory(messages)
+            .build();
+
+        // Stream response from AI service
+        StringBuilder fullResponse = new StringBuilder();
+        ChatMessage finalChatMessage = chatMessage;
+        return chatClientProviderService.streamChat(context)
+            .map(chunk -> {
+                fullResponse.append(chunk);
+                ChatResponseChunk responseChunk = ChatResponseChunk.builder()
+                    .conversationId(conversationId)
+                    .userMessageId(finalChatMessage.getId())
+                    .response(chunk)
+                    .build();
+
+                return ServerSentEvent.builder(responseChunk)
+                    .event("message")
+                    .build();
+            })
+            .concatWith(Flux.defer(() -> {
+                // Add the complete AI response to conversation
+                ChatMessage assistantMessage = ChatMessage.builder()
+                    .conversationId(conversationId)
+                    .content(fullResponse.toString())
+                    .role("assistant")
+                    .build();
+                assistantMessage = messageDao.save(assistantMessage);
+                ChatResponseChunk finalResponse = ChatResponseChunk.builder()
+                    .conversationId(conversationId)
+                    .response("")
+                    .assistantMessageId(assistantMessage.getId())
+                    .build();
+
+                return Flux.just(ServerSentEvent.builder(finalResponse)
+                    .event("complete")
+                    .build());
+            }))
+            .doOnComplete(() -> log.info("Streaming completed for conversation: {}", conversationId))
+            .doOnError(error -> log.error("Error in streaming chat for conversation {}: {}", conversationId,
+                error.getMessage(), error))
+            .onErrorResume(error -> {
+                ChatResponseChunk errorResponse = ChatResponseChunk.builder()
+                    .conversationId(conversationId)
+                    .response("An error occurred: " + error.getMessage())
+                    .userMessageId(finalChatMessage.getId())
+                    .build();
+                return Flux.just(ServerSentEvent.builder(errorResponse)
+                    .event("error")
+                    .build());
+            });
+    }
+
+    @Override
+    public ChatConversation createConversation() {
+        ChatConversation conversation = new ChatConversation();
+        conversation.setTitle("conversation-" + UUID.randomUUID().toString().substring(0, 4));
+        return conversationDao.save(conversation);
+    }
+
+    @Override
+    public ChatConversation getConversation(Long conversationId) {
+        if (conversationId == null) {
+            return null;
+        }
+        ChatConversation conversation = conversationDao.findById(conversationId).orElse(null);
+        if (conversation != null) {
+            List<ChatMessage> messages = messageDao.findByConversationIdOrderByGmtCreateAsc(conversationId);
+            conversation.setMessages(messages);
+        }
+        return conversation;
+    }
+
+    @Override
+    public List<ChatConversation> getAllConversations() {
+        List<ChatConversation> conversations = conversationDao.findAll(Sort.by(Sort.Direction.DESC, "id"));
+        if (conversations.isEmpty()) {
+            return conversations;
+        }
+        List<Long> conversationIds = conversations.stream()
+            .map(ChatConversation::getId)
+            .toList();
+        List<ChatMessage> allMessages = messageDao.findByConversationIdInOrderByGmtCreateAsc(conversationIds);
+        Map<Long, List<ChatMessage>> messagesByConversationId = allMessages.stream()
+            .collect(Collectors.groupingBy(ChatMessage::getConversationId));
+        for (ChatConversation conversation : conversations) {
+            List<ChatMessage> messages = messagesByConversationId.getOrDefault(conversation.getId(),
+                Collections.emptyList());
+            conversation.setMessages(messages);
+        }
+        return conversations;
+    }
+
+    @Override
+    @Transactional(rollbackFor = Exception.class)
+    public void deleteConversation(Long conversationId) {
+        List<ChatMessage> messages = messageDao.findByConversationIdOrderByGmtCreateAsc(conversationId);
+        if (!messages.isEmpty()) {
+            messageDao.deleteAll(messages);
+        }
+        conversationDao.deleteById(conversationId);
+    }
+
+    @Override
+    public Boolean saveSecurityData(SecurityData securityData) {
+        Optional<ChatConversation> chatConversation = conversationDao.findById(securityData.getConversationId());
+        if (chatConversation.isPresent()) {
+            ChatConversation conversation = chatConversation.get();
+            conversation.setSecurityData(AesUtil.aesEncode(securityData.getSecurityData()));
+            conversationDao.save(conversation);
+            return true;
+        }
+        return false;
+    }
+
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/service/impl/McpServerServiceImpl.java

@@ -0,0 +1,66 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+
+package org.apache.hertzbeat.ai.service.impl;
+
+import org.apache.hertzbeat.ai.service.McpServerService;
+import org.apache.hertzbeat.ai.tools.AlertDefineTools;
+import org.apache.hertzbeat.ai.tools.AlertTools;
+import org.apache.hertzbeat.ai.tools.MetricsTools;
+import org.apache.hertzbeat.ai.tools.MonitorTools;
+import org.apache.hertzbeat.ai.tools.ScheduleTools;
+import org.apache.hertzbeat.ai.tools.SkillTools;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.stereotype.Service;
+import org.springframework.ai.tool.ToolCallbackProvider;
+import org.springframework.ai.tool.method.MethodToolCallbackProvider;
+import org.springframework.context.annotation.Bean;
+import org.springframework.context.annotation.Configuration;
+
+/**
+ * Implementation of the McpServerService interface.
+ * This service provides functionality for handling MCP server operations.
+ */
+@Service
+@Configuration
+public class McpServerServiceImpl implements McpServerService {
+    @Autowired
+    private MonitorTools monitorTools;
+    @Autowired
+    private AlertTools alertTools;
+    @Autowired
+    private MetricsTools metricsTools;
+    @Autowired
+    private AlertDefineTools alertDefineTools;
+    @Autowired
+    private SkillTools skillTools;
+    @Autowired
+    private ScheduleTools scheduleTools;
+
+    @Bean
+    public ToolCallbackProvider hertzbeatTools() {
+        // Note: DatabaseTools is NOT exposed to AI directly.
+        // AI should use Skills (via skillTools) to perform database diagnostics.
+        return MethodToolCallbackProvider.builder()
+                .toolObjects(monitorTools, alertTools, alertDefineTools, metricsTools, 
+                             skillTools, scheduleTools)
+                .build();
+    }
+}
+
+

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/service/impl/SopScheduleServiceImpl.java

@@ -0,0 +1,157 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.hertzbeat.ai.service.impl;
+
+import java.time.LocalDateTime;
+import java.util.List;
+import lombok.extern.slf4j.Slf4j;
+import org.apache.hertzbeat.ai.dao.SopScheduleDao;
+import org.apache.hertzbeat.ai.service.SopScheduleService;
+import org.apache.hertzbeat.common.entity.ai.SopSchedule;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.scheduling.support.CronExpression;
+import org.springframework.stereotype.Service;
+import org.springframework.transaction.annotation.Transactional;
+
+/**
+ * Implementation of SopScheduleService for managing scheduled SOP executions.
+ */
+@Slf4j
+@Service
+public class SopScheduleServiceImpl implements SopScheduleService {
+
+    private final SopScheduleDao sopScheduleDao;
+
+    @Autowired
+    public SopScheduleServiceImpl(SopScheduleDao sopScheduleDao) {
+        this.sopScheduleDao = sopScheduleDao;
+    }
+
+    @Override
+    @Transactional
+    public SopSchedule createSchedule(SopSchedule schedule) {
+        // Validate cron expression
+        validateCronExpression(schedule.getCronExpression());
+        
+        // Calculate next run time
+        schedule.setNextRunTime(calculateNextRunTime(schedule.getCronExpression()));
+        schedule.setEnabled(schedule.getEnabled() != null ? schedule.getEnabled() : true);
+        
+        SopSchedule saved = sopScheduleDao.save(schedule);
+        log.info("Created schedule {} for conversation {} with SOP {}", 
+                saved.getId(), saved.getConversationId(), saved.getSopName());
+        return saved;
+    }
+
+    @Override
+    @Transactional
+    public SopSchedule updateSchedule(SopSchedule schedule) {
+        SopSchedule existing = sopScheduleDao.findById(schedule.getId())
+                .orElseThrow(() -> new IllegalArgumentException("Schedule not found: " + schedule.getId()));
+        
+        // Update fields
+        existing.setSopName(schedule.getSopName());
+        existing.setSopParams(schedule.getSopParams());
+        
+        // If cron expression changed, recalculate next run time
+        if (!existing.getCronExpression().equals(schedule.getCronExpression())) {
+            validateCronExpression(schedule.getCronExpression());
+            existing.setCronExpression(schedule.getCronExpression());
+            existing.setNextRunTime(calculateNextRunTime(schedule.getCronExpression()));
+        }
+        
+        if (schedule.getEnabled() != null) {
+            existing.setEnabled(schedule.getEnabled());
+        }
+        
+        return sopScheduleDao.save(existing);
+    }
+
+    @Override
+    @Transactional
+    public void deleteSchedule(Long id) {
+        log.info("Deleting schedule {}", id);
+        sopScheduleDao.deleteById(id);
+    }
+
+    @Override
+    public SopSchedule getSchedule(Long id) {
+        return sopScheduleDao.findById(id).orElse(null);
+    }
+
+    @Override
+    public List<SopSchedule> getSchedulesByConversation(Long conversationId) {
+        return sopScheduleDao.findByConversationId(conversationId);
+    }
+
+    @Override
+    @Transactional
+    public SopSchedule toggleSchedule(Long id, boolean enabled) {
+        SopSchedule schedule = sopScheduleDao.findById(id)
+                .orElseThrow(() -> new IllegalArgumentException("Schedule not found: " + id));
+        
+        schedule.setEnabled(enabled);
+        
+        // If enabling, recalculate next run time
+        if (enabled) {
+            schedule.setNextRunTime(calculateNextRunTime(schedule.getCronExpression()));
+        }
+        
+        log.info("Schedule {} {} ", id, enabled ? "enabled" : "disabled");
+        return sopScheduleDao.save(schedule);
+    }
+
+    @Override
+    public List<SopSchedule> getDueSchedules() {
+        return sopScheduleDao.findDueSchedules(LocalDateTime.now());
+    }
+
+    @Override
+    @Transactional
+    public void updateAfterExecution(Long id) {
+        SopSchedule schedule = sopScheduleDao.findById(id).orElse(null);
+        if (schedule == null) {
+            return;
+        }
+        
+        schedule.setLastRunTime(LocalDateTime.now());
+        schedule.setNextRunTime(calculateNextRunTime(schedule.getCronExpression()));
+        sopScheduleDao.save(schedule);
+        
+        log.debug("Updated schedule {} - Last run: {}, Next run: {}", 
+                id, schedule.getLastRunTime(), schedule.getNextRunTime());
+    }
+
+    private void validateCronExpression(String cronExpression) {
+        try {
+            CronExpression.parse(cronExpression);
+        } catch (IllegalArgumentException e) {
+            throw new IllegalArgumentException("Invalid cron expression: " + cronExpression, e);
+        }
+    }
+
+    private LocalDateTime calculateNextRunTime(String cronExpression) {
+        try {
+            CronExpression cron = CronExpression.parse(cronExpression);
+            return cron.next(LocalDateTime.now());
+        } catch (Exception e) {
+            log.error("Failed to calculate next run time for cron: {}", cronExpression, e);
+            return null;
+        }
+    }
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/sop/engine/SopEngine.java

@@ -0,0 +1,46 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.hertzbeat.ai.sop.engine;
+
+import java.util.Map;
+import org.apache.hertzbeat.ai.sop.model.SopDefinition;
+import org.apache.hertzbeat.ai.sop.model.SopResult;
+import reactor.core.publisher.Flux;
+
+/**
+ * Engine for executing AI SOPs.
+ */
+public interface SopEngine {
+
+    /**
+     * Execute an SOP with the given input parameters (streaming mode).
+     * @param definition The SOP definition to execute.
+     * @param inputParams Input parameters for the SOP.
+     * @return A stream of execution logs/results.
+     */
+    Flux<String> execute(SopDefinition definition, Map<String, Object> inputParams);
+    
+    /**
+     * Execute an SOP synchronously and return a unified result.
+     * Used for AI tool calls and programmatic access.
+     * @param definition The SOP definition to execute.
+     * @param inputParams Input parameters for the SOP.
+     * @return Unified SOP execution result.
+     */
+    SopResult executeSync(SopDefinition definition, Map<String, Object> inputParams);
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/sop/engine/SopEngineImpl.java

@@ -0,0 +1,293 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.hertzbeat.ai.sop.engine;
+
+import java.util.ArrayList;
+import java.util.HashMap;
+import java.util.List;
+import java.util.Map;
+import lombok.extern.slf4j.Slf4j;
+import org.apache.hertzbeat.ai.sop.executor.SopExecutor;
+import org.apache.hertzbeat.ai.sop.model.OutputConfig;
+import org.apache.hertzbeat.ai.sop.model.OutputType;
+import org.apache.hertzbeat.ai.sop.model.SopDefinition;
+import org.apache.hertzbeat.ai.sop.model.SopParameter;
+import org.apache.hertzbeat.ai.sop.model.SopResult;
+import org.apache.hertzbeat.ai.sop.model.SopStep;
+import org.apache.hertzbeat.ai.sop.model.StepResult;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.stereotype.Service;
+import reactor.core.publisher.Flux;
+
+/**
+ * Implementation of the SopEngine.
+ */
+@Slf4j
+@Service
+public class SopEngineImpl implements SopEngine {
+
+    // Thread-local context for each execution
+    private static final ThreadLocal<Map<String, Object>> CONTEXT_BUS = ThreadLocal.withInitial(HashMap::new);
+    
+    private final List<SopExecutor> executors;
+
+    @Autowired
+    public SopEngineImpl(List<SopExecutor> executors) {
+        this.executors = executors;
+    }
+
+    @Override
+    public Flux<String> execute(SopDefinition definition, Map<String, Object> inputParams) {
+        return Flux.create(sink -> {
+            try {
+                log.info("Starting execution of SOP: {}", definition.getName());
+                sink.next("Starting SOP: " + definition.getName() + " (v" + definition.getVersion() + ")");
+                
+                // Initialize context with input parameters
+                Map<String, Object> context = CONTEXT_BUS.get();
+                context.clear();
+                context.putAll(inputParams);
+                
+                // Add language configuration to context
+                OutputConfig outputConfig = definition.getOutput();
+                if (outputConfig != null) {
+                    context.put("_language", outputConfig.getLanguageCode());
+                } else {
+                    context.put("_language", "zh");
+                }
+                
+                for (SopStep step : definition.getSteps()) {
+                    sink.next("Executing step [" + step.getId() + "]: " + step.getType());
+                    
+                    // Find appropriate executor
+                    SopExecutor executor = findExecutor(step.getType());
+                    if (executor == null) {
+                        String error = "No executor found for step type: " + step.getType();
+                        log.error(error);
+                        sink.error(new IllegalArgumentException(error));
+                        return;
+                    }
+                    
+                    // Execute the step
+                    try {
+                        Object result = executor.execute(step, context);
+                        context.put(step.getId(), result);
+                        
+                        // For LLM steps, output the result (the report)
+                        if ("llm".equalsIgnoreCase(step.getType()) && result != null) {
+                            sink.next("--- Report from " + step.getId() + " ---");
+                            sink.next(String.valueOf(result));
+                            sink.next("--- End of Report ---");
+                        }
+                        
+                        sink.next("Step " + step.getId() + " completed");
+                    } catch (Exception e) {
+                        log.error("Error executing step {}: {}", step.getId(), e.getMessage(), e);
+                        sink.error(e);
+                        return;
+                    }
+                }
+                
+                sink.next("SOP " + definition.getName() + " completed successfully.");
+                sink.complete();
+            } catch (Exception e) {
+                log.error("Error executing SOP {}: {}", definition.getName(), e.getMessage(), e);
+                sink.error(e);
+            } finally {
+                CONTEXT_BUS.remove();
+            }
+        });
+    }
+    
+    @Override
+    public SopResult executeSync(SopDefinition definition, Map<String, Object> inputParams) {
+        long startTime = System.currentTimeMillis();
+        List<StepResult> stepResults = new ArrayList<>();
+        Map<String, Object> context = new HashMap<>(inputParams);
+        
+        // Apply default values for parameters that are not provided
+        if (definition.getParameters() != null) {
+            for (SopParameter param : definition.getParameters()) {
+                if (!context.containsKey(param.getName()) && param.getDefaultValue() != null) {
+                    context.put(param.getName(), param.getDefaultValue());
+                }
+            }
+        }
+        
+        // Get output configuration first
+        OutputConfig outputConfig = definition.getOutput();
+        if (outputConfig == null) {
+            outputConfig = OutputConfig.builder()
+                    .type("simple")
+                    .format("text")
+                    .language("zh")
+                    .build();
+        }
+        
+        // Add language configuration to context
+        context.put("_language", outputConfig.getLanguageCode());
+        
+        SopResult.SopResultBuilder resultBuilder = SopResult.builder()
+                .sopName(definition.getName())
+                .sopVersion(definition.getVersion())
+                .startTime(startTime);
+        
+        resultBuilder.outputType(outputConfig.getOutputType());
+        resultBuilder.outputFormat(outputConfig.getFormat() != null ? outputConfig.getFormat() : "text");
+        resultBuilder.language(outputConfig.getLanguageCode());
+        
+        try {
+            log.info("Starting sync execution of SOP: {}", definition.getName());
+            
+            for (SopStep step : definition.getSteps()) {
+                long stepStartTime = System.currentTimeMillis();
+                StepResult.StepResultBuilder stepBuilder = StepResult.builder()
+                        .stepId(step.getId())
+                        .type(step.getType())
+                        .startTime(stepStartTime);
+                
+                // Find appropriate executor
+                SopExecutor executor = findExecutor(step.getType());
+                if (executor == null) {
+                    String error = "No executor found for step type: " + step.getType();
+                    log.error(error);
+                    stepBuilder.status("FAILED")
+                            .error(error)
+                            .endTime(System.currentTimeMillis());
+                    stepResults.add(stepBuilder.build());
+                    
+                    return buildFailedResult(resultBuilder, stepResults, error, startTime);
+                }
+                
+                // Execute the step
+                try {
+                    Object result = executor.execute(step, context);
+                    context.put(step.getId(), result);
+                    
+                    long stepEndTime = System.currentTimeMillis();
+                    stepBuilder.status("SUCCESS")
+                            .output(result)
+                            .endTime(stepEndTime)
+                            .duration(stepEndTime - stepStartTime);
+                    stepResults.add(stepBuilder.build());
+                    
+                } catch (Exception e) {
+                    log.error("Error executing step {}: {}", step.getId(), e.getMessage(), e);
+                    long stepEndTime = System.currentTimeMillis();
+                    stepBuilder.status("FAILED")
+                            .error(e.getMessage())
+                            .endTime(stepEndTime)
+                            .duration(stepEndTime - stepStartTime);
+                    stepResults.add(stepBuilder.build());
+                    
+                    return buildFailedResult(resultBuilder, stepResults, e.getMessage(), startTime);
+                }
+            }
+            
+            // Build successful result
+            long endTime = System.currentTimeMillis();
+            resultBuilder.status("SUCCESS")
+                    .endTime(endTime)
+                    .duration(endTime - startTime)
+                    .steps(stepResults)
+                    .data(context);
+            
+            // Extract summary and content based on output configuration
+            extractOutputContent(resultBuilder, context, outputConfig, stepResults);
+            
+            return resultBuilder.build();
+            
+        } catch (Exception e) {
+            log.error("Error executing SOP {}: {}", definition.getName(), e.getMessage(), e);
+            return buildFailedResult(resultBuilder, stepResults, e.getMessage(), startTime);
+        }
+    }
+    
+    private SopResult buildFailedResult(SopResult.SopResultBuilder builder, 
+            List<StepResult> stepResults, String error, long startTime) {
+        long endTime = System.currentTimeMillis();
+        return builder.status("FAILED")
+                .endTime(endTime)
+                .duration(endTime - startTime)
+                .steps(stepResults)
+                .error(error)
+                .summary("SOP execution failed: " + error)
+                .build();
+    }
+    
+    private void extractOutputContent(SopResult.SopResultBuilder builder, 
+            Map<String, Object> context, OutputConfig outputConfig, List<StepResult> stepResults) {
+        
+        // Extract content from specified step or last LLM step
+        String contentStepId = outputConfig.getContentStep();
+        String summaryStepId = outputConfig.getSummaryStep();
+        
+        // Find content
+        if (contentStepId != null && context.containsKey(contentStepId)) {
+            builder.content(String.valueOf(context.get(contentStepId)));
+        } else {
+            // Default: use the last LLM step's output as content
+            for (int i = stepResults.size() - 1; i >= 0; i--) {
+                StepResult step = stepResults.get(i);
+                if ("llm".equalsIgnoreCase(step.getType()) && step.getOutput() != null) {
+                    builder.content(String.valueOf(step.getOutput()));
+                    break;
+                }
+            }
+        }
+        
+        // Generate summary based on output type
+        OutputType outputType = outputConfig.getOutputType();
+        switch (outputType) {
+            case REPORT:
+                builder.summary("Report generated successfully");
+                break;
+            case DATA:
+                builder.summary("Data retrieved: " + context.size() + " items");
+                break;
+            case ACTION:
+                builder.summary("Action pending confirmation");
+                break;
+            default:
+                builder.summary("Operation completed successfully");
+        }
+        
+        // Override with custom summary step if specified
+        if (summaryStepId != null && context.containsKey(summaryStepId)) {
+            String summaryContent = String.valueOf(context.get(summaryStepId));
+            // Take first line as summary
+            int newlineIndex = summaryContent.indexOf('\n');
+            if (newlineIndex > 0 && newlineIndex < 200) {
+                builder.summary(summaryContent.substring(0, newlineIndex));
+            } else if (summaryContent.length() > 200) {
+                builder.summary(summaryContent.substring(0, 200) + "...");
+            } else {
+                builder.summary(summaryContent);
+            }
+        }
+    }
+    
+    private SopExecutor findExecutor(String type) {
+        for (SopExecutor executor : executors) {
+            if (executor.support(type)) {
+                return executor;
+            }
+        }
+        return null;
+    }
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/sop/executor/LlmExecutor.java

@@ -0,0 +1,110 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.hertzbeat.ai.sop.executor;
+
+import lombok.extern.slf4j.Slf4j;
+import org.apache.hertzbeat.ai.pojo.dto.ChatRequestContext;
+import org.apache.hertzbeat.ai.service.ChatClientProviderService;
+import org.apache.hertzbeat.ai.sop.model.SopStep;
+import org.apache.hertzbeat.ai.utils.SopMessageUtil;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.stereotype.Component;
+
+import java.util.Map;
+
+/**
+ * Executor for 'llm' type steps.
+ * Calls the AI model for reasoning or summarization.
+ * Reuses the existing ChatClientProviderService for LLM interaction.
+ */
+@Slf4j
+@Component
+public class LlmExecutor implements SopExecutor {
+
+    private final ChatClientProviderService chatClientProviderService;
+
+    @Autowired
+    public LlmExecutor(ChatClientProviderService chatClientProviderService) {
+        this.chatClientProviderService = chatClientProviderService;
+    }
+
+    @Override
+    public boolean support(String type) {
+        return "llm".equalsIgnoreCase(type);
+    }
+
+    @Override
+    public Object execute(SopStep step, Map<String, Object> context) {
+        String prompt = step.getPrompt();
+        if (prompt == null || prompt.trim().isEmpty()) {
+            throw new IllegalArgumentException("LLM step must have a 'prompt' field");
+        }
+
+        // Check if LLM is configured
+        if (!chatClientProviderService.isConfigured()) {
+            log.warn("LLM provider is not configured, returning mock response");
+            return "Mock LLM response: Provider not configured";
+        }
+
+        // Resolve variables in prompt from context
+        String resolvedPrompt = resolvePrompt(prompt, context);
+        
+        // Add language instruction based on configuration
+        String language = (String) context.getOrDefault("_language", "zh");
+        resolvedPrompt = addLanguageInstruction(resolvedPrompt, language);
+        
+        log.info("Executing LLM step with prompt length: {}", resolvedPrompt.length());
+
+        try {
+            // Build chat request context
+            ChatRequestContext chatContext = ChatRequestContext.builder()
+                    .message(resolvedPrompt)
+                    .build();
+            
+            // Use existing service to get response (collect stream to string)
+            StringBuilder responseBuilder = new StringBuilder();
+            chatClientProviderService.streamChat(chatContext)
+                    .doOnNext(responseBuilder::append)
+                    .blockLast();
+            
+            String response = responseBuilder.toString();
+            log.debug("LLM response length: {}", response.length());
+            return response;
+        } catch (Exception e) {
+            log.error("Failed to execute LLM step: {}", e.getMessage());
+            throw new RuntimeException("LLM execution failed", e);
+        }
+    }
+    
+    private String addLanguageInstruction(String prompt, String language) {
+        String langInstruction = SopMessageUtil.getMessage("sop.llm.language.instruction", language);
+        return "\n\n[" + langInstruction + "]\n\n" + prompt;
+    }
+
+    private String resolvePrompt(String prompt, Map<String, Object> context) {
+        // Simple variable replacement: ${variable} -> context.get("variable")
+        String result = prompt;
+        for (Map.Entry<String, Object> entry : context.entrySet()) {
+            String placeholder = "${" + entry.getKey() + "}";
+            if (result.contains(placeholder)) {
+                result = result.replace(placeholder, String.valueOf(entry.getValue()));
+            }
+        }
+        return result;
+    }
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/sop/executor/SopExecutor.java

@@ -0,0 +1,43 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.hertzbeat.ai.sop.executor;
+
+import org.apache.hertzbeat.ai.sop.model.SopStep;
+
+import java.util.Map;
+
+/**
+ * Interface for SOP step executors.
+ */
+public interface SopExecutor {
+
+    /**
+     * Check if this executor supports the given step type.
+     * @param type Step type.
+     * @return true if supported.
+     */
+    boolean support(String type);
+
+    /**
+     * Execute the given step.
+     * @param step The step to execute.
+     * @param context Current execution context.
+     * @return Execution result.
+     */
+    Object execute(SopStep step, Map<String, Object> context);
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/sop/executor/ToolExecutor.java

@@ -0,0 +1,90 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.hertzbeat.ai.sop.executor;
+
+import java.util.HashMap;
+import java.util.Map;
+import lombok.extern.slf4j.Slf4j;
+import org.apache.hertzbeat.ai.sop.model.SopStep;
+import org.apache.hertzbeat.ai.sop.registry.ToolRegistry;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.context.annotation.Lazy;
+import org.springframework.stereotype.Component;
+
+/**
+ * Executor for 'tool' type steps.
+ * Uses ToolRegistry to dynamically discover and invoke @Tool annotated methods.
+ */
+@Slf4j
+@Component
+public class ToolExecutor implements SopExecutor {
+
+    private final ToolRegistry toolRegistry;
+
+    @Autowired
+    public ToolExecutor(@Lazy ToolRegistry toolRegistry) {
+        this.toolRegistry = toolRegistry;
+    }
+
+    @Override
+    public boolean support(String type) {
+        return "tool".equalsIgnoreCase(type);
+    }
+
+    @Override
+    public Object execute(SopStep step, Map<String, Object> context) {
+        String toolName = step.getTool();
+        log.info("Executing tool step: {}", toolName);
+
+        Map<String, Object> args = resolveArgs(step.getArgs(), context);
+
+        try {
+            String result = toolRegistry.invoke(toolName, args);
+            log.debug("Tool {} returned result length: {}", toolName, 
+                    result != null ? result.length() : 0);
+            return result;
+        } catch (Exception e) {
+            log.error("Failed to execute tool {}: {}", toolName, e.getMessage());
+            throw new RuntimeException("Tool execution failed: " + toolName, e);
+        }
+    }
+
+    private Map<String, Object> resolveArgs(Map<String, Object> args, Map<String, Object> context) {
+        if (args == null) {
+            return new HashMap<>();
+        }
+
+        Map<String, Object> resolved = new HashMap<>();
+        for (Map.Entry<String, Object> entry : args.entrySet()) {
+            Object value = entry.getValue();
+            if (value instanceof String) {
+                String strValue = (String) value;
+                for (Map.Entry<String, Object> ctxEntry : context.entrySet()) {
+                    String placeholder = "${" + ctxEntry.getKey() + "}";
+                    if (strValue.contains(placeholder)) {
+                        strValue = strValue.replace(placeholder, String.valueOf(ctxEntry.getValue()));
+                    }
+                }
+                resolved.put(entry.getKey(), strValue);
+            } else {
+                resolved.put(entry.getKey(), value);
+            }
+        }
+        return resolved;
+    }
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/sop/model/OutputConfig.java

@@ -0,0 +1,97 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.hertzbeat.ai.sop.model;
+
+import lombok.AllArgsConstructor;
+import lombok.Builder;
+import lombok.Data;
+import lombok.NoArgsConstructor;
+
+/**
+ * Output configuration for SOP definition.
+ * Defines how the SOP result should be formatted and presented.
+ */
+@Data
+@Builder
+@NoArgsConstructor
+@AllArgsConstructor
+public class OutputConfig {
+    
+    /**
+     * Output type: report, simple, data, action
+     */
+    private String type;
+    
+    /**
+     * Output format: markdown, json, text
+     */
+    private String format;
+    
+    /**
+     * Which step's output should be used as the final summary
+     */
+    private String summaryStep;
+    
+    /**
+     * Which step's output should be used as the main content
+     */
+    private String contentStep;
+    
+    /**
+     * Language for LLM responses and SOP output: zh (Chinese), en (English)
+     * Default is zh (Chinese)
+     */
+    private String language;
+    
+    /**
+     * Get language code.
+     * If not specified in skill config, uses system default locale (from user's SystemConfig).
+     */
+    public String getLanguageCode() {
+        if (language == null || language.isEmpty()) {
+            // Use system default locale (set by user's SystemConfig)
+            java.util.Locale defaultLocale = java.util.Locale.getDefault();
+            if (defaultLocale.getLanguage().equals("en")) {
+                return "en";
+            }
+            return "zh"; // Default to Chinese for non-English locales
+        }
+        return language.toLowerCase();
+    }
+    
+    /**
+     * Check if the language is Chinese
+     */
+    public boolean isChinese() {
+        return "zh".equals(getLanguageCode()) || "chinese".equalsIgnoreCase(language);
+    }
+    
+    /**
+     * Get the OutputType enum from string
+     */
+    public OutputType getOutputType() {
+        if (type == null) {
+            return OutputType.SIMPLE;
+        }
+        try {
+            return OutputType.valueOf(type.toUpperCase());
+        } catch (IllegalArgumentException e) {
+            return OutputType.SIMPLE;
+        }
+    }
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/sop/model/OutputType.java

@@ -0,0 +1,44 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.hertzbeat.ai.sop.model;
+
+/**
+ * SOP output type enumeration.
+ * Defines different types of SOP execution results.
+ */
+public enum OutputType {
+    /**
+     * Report type - generates a detailed report (e.g., daily inspection, fault analysis)
+     */
+    REPORT,
+    
+    /**
+     * Simple type - returns simple success/failure result (e.g., restart, clear cache)
+     */
+    SIMPLE,
+    
+    /**
+     * Data type - returns structured data (e.g., query resources, statistics)
+     */
+    DATA,
+    
+    /**
+     * Action type - returns pending actions that require human confirmation
+     */
+    ACTION
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/sop/model/SopDefinition.java

@@ -0,0 +1,65 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.hertzbeat.ai.sop.model;
+
+import lombok.AllArgsConstructor;
+import lombok.Builder;
+import lombok.Data;
+import lombok.NoArgsConstructor;
+
+import java.util.List;
+
+/**
+ * Model representing an AI SOP (Standard Operating Procedure) definition.
+ */
+@Data
+@Builder
+@AllArgsConstructor
+@NoArgsConstructor
+public class SopDefinition {
+
+    /**
+     * Unique name of the SOP skill.
+     */
+    private String name;
+
+    /**
+     * Description of what this SOP does (used by AI for discovery).
+     */
+    private String description;
+
+    /**
+     * Version of the SOP.
+     */
+    private String version;
+
+    /**
+     * Input parameters required by this SOP.
+     */
+    private List<SopParameter> parameters;
+
+    /**
+     * Ordered list of steps to execute.
+     */
+    private List<SopStep> steps;
+    
+    /**
+     * Output configuration for this SOP.
+     */
+    private OutputConfig output;
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/sop/model/SopParameter.java

@@ -0,0 +1,58 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.hertzbeat.ai.sop.model;
+
+import lombok.AllArgsConstructor;
+import lombok.Builder;
+import lombok.Data;
+import lombok.NoArgsConstructor;
+
+/**
+ * Model representing an input parameter for an AI SOP.
+ */
+@Data
+@Builder
+@AllArgsConstructor
+@NoArgsConstructor
+public class SopParameter {
+
+    /**
+     * Name of the parameter.
+     */
+    private String name;
+
+    /**
+     * Type of the parameter (string, long, boolean, etc.).
+     */
+    private String type;
+
+    /**
+     * Description of the parameter.
+     */
+    private String description;
+
+    /**
+     * Whether the parameter is required.
+     */
+    private boolean required;
+
+    /**
+     * Default value if not provided.
+     */
+    private String defaultValue;
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/sop/model/SopResult.java

@@ -0,0 +1,197 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.hertzbeat.ai.sop.model;
+
+import java.util.ArrayList;
+import java.util.HashMap;
+import java.util.List;
+import java.util.Map;
+import lombok.AllArgsConstructor;
+import lombok.Builder;
+import lombok.Data;
+import lombok.NoArgsConstructor;
+import org.apache.hertzbeat.ai.utils.SopMessageUtil;
+
+/**
+ * Unified SOP execution result.
+ * Contains all information about a SOP execution including metadata, output, and step details.
+ */
+@Data
+@Builder
+@NoArgsConstructor
+@AllArgsConstructor
+public class SopResult {
+    
+    // ===== Metadata =====
+    
+    /**
+     * SOP name
+     */
+    private String sopName;
+    
+    /**
+     * SOP version
+     */
+    private String sopVersion;
+    
+    /**
+     * Execution status: SUCCESS, FAILED, PARTIAL
+     */
+    private String status;
+    
+    /**
+     * Start timestamp in milliseconds
+     */
+    private long startTime;
+    
+    /**
+     * End timestamp in milliseconds
+     */
+    private long endTime;
+    
+    /**
+     * Duration in milliseconds
+     */
+    private long duration;
+    
+    // ===== Output Type =====
+    
+    /**
+     * Output type: REPORT, SIMPLE, DATA, ACTION
+     */
+    private OutputType outputType;
+    
+    /**
+     * Output format: markdown, json, text
+     */
+    private String outputFormat;
+    
+    /**
+     * Language code: zh (Chinese), en (English)
+     */
+    @Builder.Default
+    private String language = "zh";
+    
+    // ===== Output Content =====
+    
+    /**
+     * Short summary (one line)
+     */
+    private String summary;
+    
+    /**
+     * Main content (Markdown report / JSON data / etc.)
+     */
+    private String content;
+    
+    /**
+     * Structured data (for programmatic processing)
+     */
+    @Builder.Default
+    private Map<String, Object> data = new HashMap<>();
+    
+    // ===== Step Details =====
+    
+    /**
+     * Execution result of each step
+     */
+    @Builder.Default
+    private List<StepResult> steps = new ArrayList<>();
+    
+    /**
+     * Error message if failed
+     */
+    private String error;
+    
+    /**
+     * Get localized message using i18n.
+     */
+    private String msg(String code) {
+        return SopMessageUtil.getMessage(code, language);
+    }
+    
+    /**
+     * Convert to AI-friendly response format.
+     * Used when SOP is called as a tool by AI.
+     */
+    public String toAiResponse() {
+        StringBuilder sb = new StringBuilder();
+        
+        sb.append(msg("sop.result.title")).append(": ").append(status).append("\n");
+        sb.append(msg("sop.result.name")).append(": ").append(sopName)
+          .append(" (v").append(sopVersion).append(")\n");
+        sb.append(msg("sop.result.duration")).append(": ").append(duration).append("ms\n");
+        
+        if (summary != null && !summary.isEmpty()) {
+            sb.append(msg("sop.result.summary")).append(": ").append(summary).append("\n");
+        }
+        
+        if ("FAILED".equals(status) && error != null) {
+            sb.append(msg("sop.result.error")).append(": ").append(error).append("\n");
+            return sb.toString();
+        }
+        
+        if (outputType == OutputType.REPORT && content != null) {
+            sb.append("\n--- ").append(msg("sop.result.report.title")).append(" ---\n");
+            sb.append(content);
+        } else if (outputType == OutputType.DATA && !data.isEmpty()) {
+            sb.append("\n").append(msg("sop.result.data.title")).append(":\n");
+            for (Map.Entry<String, Object> entry : data.entrySet()) {
+                sb.append("- ").append(entry.getKey()).append(": ").append(entry.getValue()).append("\n");
+            }
+        } else if (outputType == OutputType.SIMPLE) {
+            sb.append(msg("sop.result.simple.complete")).append("\n");
+        }
+        
+        return sb.toString();
+    }
+    
+    /**
+     * Convert to SSE stream format for real-time updates.
+     */
+    public String toSseFormat() {
+        StringBuilder sb = new StringBuilder();
+        sb.append("event: sop_result\n");
+        sb.append("data: {");
+        sb.append("\"sopName\":\"").append(sopName).append("\",");
+        sb.append("\"status\":\"").append(status).append("\",");
+        sb.append("\"duration\":").append(duration).append(",");
+        sb.append("\"outputType\":\"").append(outputType).append("\",");
+        sb.append("\"language\":\"").append(language).append("\",");
+        if (summary != null) {
+            sb.append("\"summary\":\"").append(escapeJson(summary)).append("\",");
+        }
+        if (content != null) {
+            sb.append("\"content\":\"").append(escapeJson(content)).append("\",");
+        }
+        sb.append("\"stepsCount\":").append(steps.size());
+        sb.append("}\n\n");
+        return sb.toString();
+    }
+    
+    private String escapeJson(String text) {
+        if (text == null) {
+            return "";
+        }
+        return text.replace("\\", "\\\\")
+                   .replace("\"", "\\\"")
+                   .replace("\n", "\\n")
+                   .replace("\r", "\\r")
+                   .replace("\t", "\\t");
+    }
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/sop/model/SopStep.java

@@ -0,0 +1,65 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.hertzbeat.ai.sop.model;
+
+import lombok.AllArgsConstructor;
+import lombok.Builder;
+import lombok.Data;
+import lombok.NoArgsConstructor;
+
+import java.util.Map;
+
+/**
+ * Model representing a single step in an AI SOP.
+ */
+@Data
+@Builder
+@AllArgsConstructor
+@NoArgsConstructor
+public class SopStep {
+
+    /**
+     * Unique ID of the step within the SOP.
+     */
+    private String id;
+
+    /**
+     * Type of executor: 'tool', 'llm', 'script', etc.
+     */
+    private String type;
+
+    /**
+     * Name of the tool to call (if type is 'tool').
+     */
+    private String tool;
+
+    /**
+     * Arguments for the step (supports ${var} expressions).
+     */
+    private Map<String, Object> args;
+
+    /**
+     * Prompt template (if type is 'llm').
+     */
+    private String prompt;
+
+    /**
+     * Condition to execute this step (optional).
+     */
+    private String condition;
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/sop/model/StepResult.java

@@ -0,0 +1,73 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.hertzbeat.ai.sop.model;
+
+import lombok.AllArgsConstructor;
+import lombok.Builder;
+import lombok.Data;
+import lombok.NoArgsConstructor;
+
+/**
+ * Represents the result of a single SOP step execution.
+ */
+@Data
+@Builder
+@NoArgsConstructor
+@AllArgsConstructor
+public class StepResult {
+    
+    /**
+     * Step ID
+     */
+    private String stepId;
+    
+    /**
+     * Step type (tool, llm, condition, etc.)
+     */
+    private String type;
+    
+    /**
+     * Execution status: SUCCESS, FAILED, SKIPPED
+     */
+    private String status;
+    
+    /**
+     * Start timestamp in milliseconds
+     */
+    private long startTime;
+    
+    /**
+     * End timestamp in milliseconds
+     */
+    private long endTime;
+    
+    /**
+     * Duration in milliseconds
+     */
+    private long duration;
+    
+    /**
+     * Step output/result
+     */
+    private Object output;
+    
+    /**
+     * Error message if failed
+     */
+    private String error;
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/sop/registry/SkillRegistry.java

@@ -0,0 +1,103 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.hertzbeat.ai.sop.registry;
+
+import lombok.extern.slf4j.Slf4j;
+import org.apache.hertzbeat.ai.sop.engine.SopEngine;
+import org.apache.hertzbeat.ai.sop.model.SopDefinition;
+import org.springframework.ai.tool.ToolCallback;
+import org.springframework.ai.tool.ToolCallbackProvider;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.context.annotation.Configuration;
+import org.springframework.stereotype.Service;
+
+import jakarta.annotation.PostConstruct;
+import java.util.ArrayList;
+import java.util.List;
+import java.util.Map;
+import java.util.concurrent.ConcurrentHashMap;
+
+/**
+ * Registry for AI SOP skills.
+ * Manages the lifecycle of SOPs and exposes them as Spring AI tools.
+ */
+@Slf4j
+@Service
+@Configuration
+public class SkillRegistry implements ToolCallbackProvider {
+
+    private final SopYamlLoader yamlLoader;
+    private final SopEngine sopEngine;
+    private final Map<String, SopDefinition> skillMap = new ConcurrentHashMap<>();
+
+    @Autowired
+    public SkillRegistry(SopYamlLoader yamlLoader, SopEngine sopEngine) {
+        this.yamlLoader = yamlLoader;
+        this.sopEngine = sopEngine;
+    }
+
+    @PostConstruct
+    public void init() {
+        refreshSkills();
+    }
+
+    /**
+     * Reload all skills from YAML files.
+     */
+    public void refreshSkills() {
+        List<SopDefinition> loadedSkills = yamlLoader.loadAllSkills();
+        skillMap.clear();
+        for (SopDefinition skill : loadedSkills) {
+            skillMap.put(skill.getName(), skill);
+        }
+        log.info("SkillRegistry initialized with {} skills", skillMap.size());
+    }
+
+    /**
+     * Get a specific SOP definition by name.
+     * @param name Skill name.
+     * @return SopDefinition or null if not found.
+     */
+    public SopDefinition getSkill(String name) {
+        return skillMap.get(name);
+    }
+
+    /**
+     * Get all registered SOP definitions.
+     * @return Collection of all SopDefinitions.
+     */
+    public List<SopDefinition> getAllSkills() {
+        return new ArrayList<>(skillMap.values());
+    }
+
+    /**
+     * Provides the SOP skills as ToolCallbacks for Spring AI.
+     * @return Array of ToolCallbacks.
+     */
+    @Override
+    public ToolCallback[] getToolCallbacks() {
+        List<ToolCallback> callbacks = new ArrayList<>();
+
+        for (SopDefinition skill : skillMap.values()) {
+            log.debug("Registering SOP as tool: {}", skill.getName());
+            callbacks.add(new SopToolCallback(skill, sopEngine));
+        }
+
+        return callbacks.toArray(new ToolCallback[0]);
+    }
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/sop/registry/SopToolCallback.java

@@ -0,0 +1,100 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.hertzbeat.ai.sop.registry;
+
+import org.apache.hertzbeat.ai.sop.engine.SopEngine;
+import org.apache.hertzbeat.ai.sop.model.SopDefinition;
+import org.springframework.ai.tool.ToolCallback;
+import org.springframework.ai.tool.definition.ToolDefinition;
+
+/**
+ * ToolCallback implementation for executing AI SOPs.
+ * Wraps a SOP definition as a Spring AI tool.
+ */
+public class SopToolCallback implements ToolCallback {
+
+    private final SopDefinition definition;
+    private final SopEngine sopEngine;
+    private final ToolDefinition toolDefinition;
+
+    public SopToolCallback(SopDefinition definition, SopEngine sopEngine) {
+        this.definition = definition;
+        this.sopEngine = sopEngine;
+        this.toolDefinition = ToolDefinition.builder()
+                .name(definition.getName())
+                .description(definition.getDescription())
+                .inputSchema(buildInputSchema())
+                .build();
+    }
+
+    @Override
+    public ToolDefinition getToolDefinition() {
+        return toolDefinition;
+    }
+
+    @Override
+    public String call(String arguments) {
+        // TODO: Parse arguments and execute SOP
+        return "SOP " + definition.getName() + " execution started.";
+    }
+
+    private String buildInputSchema() {
+        // Build JSON Schema for SOP parameters
+        StringBuilder schema = new StringBuilder();
+        schema.append("{\"type\":\"object\",\"properties\":{");
+        
+        if (definition.getParameters() != null && !definition.getParameters().isEmpty()) {
+            boolean first = true;
+            for (var param : definition.getParameters()) {
+                if (!first) {
+                    schema.append(",");
+                }
+                schema.append("\"").append(param.getName()).append("\":");
+                schema.append("{\"type\":\"").append(mapType(param.getType())).append("\"");
+                if (param.getDescription() != null) {
+                    schema.append(",\"description\":\"").append(param.getDescription()).append("\"");
+                }
+                schema.append("}");
+                first = false;
+            }
+        }
+        
+        schema.append("}}");
+        return schema.toString();
+    }
+
+    private String mapType(String type) {
+        if (type == null) {
+            return "string";
+        }
+        switch (type.toLowerCase()) {
+            case "boolean":
+                return "boolean";
+            case "integer":
+            case "int":
+            case "long":
+                return "integer";
+            case "number":
+            case "double":
+            case "float":
+                return "number";
+            default:
+                return "string";
+        }
+    }
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/sop/registry/SopYamlLoader.java

@@ -0,0 +1,75 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.hertzbeat.ai.sop.registry;
+
+import tools.jackson.databind.ObjectMapper;
+import lombok.extern.slf4j.Slf4j;
+import org.apache.hertzbeat.ai.sop.model.SopDefinition;
+import org.springframework.core.io.Resource;
+import org.springframework.core.io.support.PathMatchingResourcePatternResolver;
+import org.springframework.stereotype.Service;
+
+import java.io.IOException;
+import java.util.ArrayList;
+import java.util.List;
+import tools.jackson.dataformat.yaml.YAMLFactory;
+
+/**
+ * Loader for AI SOP definitions from YAML files.
+ */
+@Slf4j
+@Service
+public class SopYamlLoader {
+
+    private static final String SKILLS_PATH_PATTERN = "classpath:skills/*.yml";
+    private final ObjectMapper yamlMapper;
+
+    public SopYamlLoader() {
+        this.yamlMapper = new ObjectMapper(new YAMLFactory());
+    }
+
+    /**
+     * Load all SOP definitions from the classpath.
+     * @return List of loaded SopDefinition objects.
+     */
+    public List<SopDefinition> loadAllSkills() {
+        List<SopDefinition> skills = new ArrayList<>();
+        PathMatchingResourcePatternResolver resolver = new PathMatchingResourcePatternResolver();
+
+        try {
+            Resource[] resources = resolver.getResources(SKILLS_PATH_PATTERN);
+            log.info("Found {} SOP definition files", resources.length);
+
+            for (Resource resource : resources) {
+                try {
+                    SopDefinition definition = yamlMapper.readValue(resource.getInputStream(), SopDefinition.class);
+                    if (definition != null) {
+                        skills.add(definition);
+                        log.info("Loaded SOP skill: {}", definition.getName());
+                    }
+                } catch (Exception e) {
+                    log.error("Failed to parse SOP definition from {}: {}", resource.getFilename(), e.getMessage());
+                }
+            }
+        } catch (IOException e) {
+            log.error("Failed to scan for SOP definition files: {}", e.getMessage());
+        }
+
+        return skills;
+    }
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/sop/registry/ToolRegistry.java

@@ -0,0 +1,282 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.hertzbeat.ai.sop.registry;
+
+
+import java.lang.reflect.Method;
+import java.lang.reflect.Parameter;
+import java.util.ArrayList;
+import java.util.HashMap;
+import java.util.List;
+import java.util.Map;
+import java.util.Set;
+import lombok.extern.slf4j.Slf4j;
+import org.springframework.ai.tool.annotation.Tool;
+import org.springframework.ai.tool.annotation.ToolParam;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.context.ApplicationContext;
+import org.springframework.stereotype.Component;
+
+/**
+ * Registry for all @Tool annotated methods.
+ * Automatically discovers and registers tool methods on first use.
+ */
+@Slf4j
+@Component
+public class ToolRegistry {
+
+    private final ApplicationContext applicationContext;
+    private final Map<String, ToolMethod> tools = new HashMap<>();
+    private volatile boolean initialized = false;
+
+    @Autowired
+    public ToolRegistry(ApplicationContext applicationContext) {
+        this.applicationContext = applicationContext;
+    }
+
+    /**
+     * Initialize the registry by scanning all beans for @Tool methods.
+     * Uses double-checked locking for thread safety.
+     */
+    private void ensureInitialized() {
+        if (!initialized) {
+            synchronized (this) {
+                if (!initialized) {
+                    log.info("Scanning for @Tool annotated methods...");
+                    scanAllBeans();
+                    initialized = true;
+                    log.info("Registered {} tool methods: {}", tools.size(), tools.keySet());
+                }
+            }
+        }
+    }
+
+    private void scanAllBeans() {
+        String[] beanNames = applicationContext.getBeanDefinitionNames();
+        for (String beanName : beanNames) {
+            try {
+                Object bean = applicationContext.getBean(beanName);
+                scanBeanForTools(bean);
+            } catch (Exception e) {
+                // Skip beans that cannot be instantiated
+                log.trace("Skipping bean {}: {}", beanName, e.getMessage());
+            }
+        }
+    }
+
+    private void scanBeanForTools(Object bean) {
+        Class<?> clazz = bean.getClass();
+        
+        // Handle Spring proxies
+        if (clazz.getName().contains("$$")) {
+            clazz = clazz.getSuperclass();
+        }
+        
+        for (Method method : clazz.getMethods()) {
+            Tool toolAnnotation = method.getAnnotation(Tool.class);
+            if (toolAnnotation != null) {
+                String toolName = toolAnnotation.name();
+                if (toolName.isEmpty()) {
+                    toolName = method.getName();
+                }
+                
+                ToolMethod toolMethod = new ToolMethod(bean, method, toolAnnotation);
+                tools.put(toolName, toolMethod);
+                log.debug("Registered tool: {} -> {}.{}", 
+                        toolName, clazz.getSimpleName(), method.getName());
+            }
+        }
+    }
+
+    /**
+     * Invoke a tool by name with the given arguments.
+     */
+    public String invoke(String toolName, Map<String, Object> args) {
+        ensureInitialized();
+        ToolMethod toolMethod = tools.get(toolName);
+        if (toolMethod == null) {
+            throw new IllegalArgumentException("Unknown tool: " + toolName 
+                    + ". Available tools: " + tools.keySet());
+        }
+        return toolMethod.invoke(args);
+    }
+
+    /**
+     * Check if a tool exists.
+     */
+    public boolean hasMethod(String toolName) {
+        ensureInitialized();
+        return tools.containsKey(toolName);
+    }
+
+    /**
+     * Get all registered tool names.
+     */
+    public Set<String> getToolNames() {
+        ensureInitialized();
+        return tools.keySet();
+    }
+
+    /**
+     * Get tool method info.
+     */
+    public ToolMethod getToolMethod(String toolName) {
+        ensureInitialized();
+        return tools.get(toolName);
+    }
+
+    /**
+     * Represents a registered tool method.
+     */
+    public static class ToolMethod {
+        private final Object bean;
+        private final Method method;
+        private final Tool annotation;
+        private final List<ParamInfo> paramInfos;
+
+        public ToolMethod(Object bean, Method method, Tool annotation) {
+            this.bean = bean;
+            this.method = method;
+            this.annotation = annotation;
+            this.paramInfos = extractParamInfos(method);
+        }
+
+        private List<ParamInfo> extractParamInfos(Method method) {
+            List<ParamInfo> infos = new ArrayList<>();
+            Parameter[] parameters = method.getParameters();
+            
+            for (Parameter param : parameters) {
+                ToolParam toolParam = param.getAnnotation(ToolParam.class);
+                String name = (toolParam != null && !toolParam.description().isEmpty()) 
+                        ? param.getName() : param.getName();
+                boolean required = toolParam != null && toolParam.required();
+                
+                infos.add(new ParamInfo(name, param.getType(), required));
+            }
+            
+            return infos;
+        }
+
+        /**
+         * Invoke this tool method with the given arguments.
+         */
+        public String invoke(Map<String, Object> args) {
+            try {
+                Object[] methodArgs = new Object[paramInfos.size()];
+                
+                for (int i = 0; i < paramInfos.size(); i++) {
+                    ParamInfo paramInfo = paramInfos.get(i);
+                    Object value = args.get(paramInfo.name);
+                    methodArgs[i] = convertValue(value, paramInfo.type);
+                }
+                
+                Object result = method.invoke(bean, methodArgs);
+                return result != null ? result.toString() : "";
+                
+            } catch (Exception e) {
+                log.error("Failed to invoke tool {}: {}", annotation.name(), e.getMessage(), e);
+                throw new RuntimeException("Tool invocation failed: " + annotation.name(), e);
+            }
+        }
+
+        private Object convertValue(Object value, Class<?> targetType) {
+            if (value == null) {
+                return null;
+            }
+            
+            if (targetType.isAssignableFrom(value.getClass())) {
+                return value;
+            }
+            
+            String strValue = String.valueOf(value);
+            
+            if (targetType == String.class) {
+                return strValue;
+            } else if (targetType == Integer.class || targetType == int.class) {
+                return strValue.isEmpty() ? null : Integer.valueOf(strValue);
+            } else if (targetType == Long.class || targetType == long.class) {
+                return strValue.isEmpty() ? null : Long.valueOf(strValue);
+            } else if (targetType == Boolean.class || targetType == boolean.class) {
+                return Boolean.valueOf(strValue);
+            } else if (targetType == Byte.class || targetType == byte.class) {
+                return strValue.isEmpty() ? null : Byte.valueOf(strValue);
+            } else if (targetType == Double.class || targetType == double.class) {
+                return strValue.isEmpty() ? null : Double.valueOf(strValue);
+            } else if (targetType == Float.class || targetType == float.class) {
+                return strValue.isEmpty() ? null : Float.valueOf(strValue);
+            } else if (targetType == List.class) {
+                return parseList(strValue);
+            }
+            
+            return value;
+        }
+
+        @SuppressWarnings("unchecked")
+        private List<Long> parseList(String value) {
+            if (value == null || value.isEmpty()) {
+                return new ArrayList<>();
+            }
+            List<Long> result = new ArrayList<>();
+            for (String s : value.split(",")) {
+                if (!s.trim().isEmpty()) {
+                    result.add(Long.valueOf(s.trim()));
+                }
+            }
+            return result;
+        }
+
+        public String getName() {
+            return annotation.name();
+        }
+
+        public String getDescription() {
+            return annotation.description();
+        }
+
+        public List<ParamInfo> getParamInfos() {
+            return paramInfos;
+        }
+    }
+
+    /**
+     * Parameter information for a tool method.
+     */
+    public static class ParamInfo {
+        private final String name;
+        private final Class<?> type;
+        private final boolean required;
+
+        public ParamInfo(String name, Class<?> type, boolean required) {
+            this.name = name;
+            this.type = type;
+            this.required = required;
+        }
+
+        public String getName() {
+            return name;
+        }
+
+        public Class<?> getType() {
+            return type;
+        }
+
+        public boolean isRequired() {
+            return required;
+        }
+    }
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/tools/AlertDefineTools.java

@@ -0,0 +1,91 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.hertzbeat.ai.tools;
+
+/**
+ * Tools for alert definition and threshold configuration operations
+ */
+public interface AlertDefineTools {
+
+    /**
+     * Create a new alert rule with HertzBeat's expression format based on app hierarchy
+
+     * 
+     * @param name Alert rule name (required, must be unique)
+     * @param app App name from hierarchy (must match exact hierarchy app value)
+     * @param metrics Metrics name from hierarchy (must match exact hierarchy metrics value)
+     * @param fieldConditions Field-specific conditions from metric's children (e.g., "VmName = 'arora'", "total_granted > 1000", 
+     *                       "total_used > 123 and total_granted > 333 and (total_granted > 3444 and total_paid_available < 5556)")
+     * @param type Alert rule type: 'realtime' (default) or 'periodic'
+     * @param period Execution period in seconds (only for periodic rules, default: 300)
+     * @param times Number of consecutive violations before triggering (default: 3)
+     * @param priority Alert priority as integer: 0=critical, 1=warning, 2=info (default: 1)
+     * @param description Alert rule description (optional)
+     * @param template Alert message template with variables (optional)
+     * @param datasource Data source type: 'promql' (default)
+     * @param labels Labels as key:value pairs separated by commas
+     * @param annotations Annotations as key:value pairs separated by commas
+     * @param enable Whether to enable the rule immediately (default: true)
+     * @return Result message with rule ID if successful
+     */
+    String createAlertRule(String name, String app, String metrics, String fieldConditions,
+                          String type, Integer period, Integer times, Integer priority, String description,
+                          String template, String datasource, String labels, String annotations, Boolean enable);
+
+    /**
+     * List existing alert rules with filtering
+     * @param search Search term for rule name or description
+     * @param monitorType Filter by monitor type
+     * @param enabled Filter by enabled status
+     * @param pageIndex Page index
+     * @param pageSize Page size
+     * @return Formatted list of alert rules
+     */
+    String listAlertRules(String search, String monitorType, Boolean enabled, Integer pageIndex, Integer pageSize);
+
+    /**
+     * Enable or disable an alert rule
+     * @param ruleId Alert rule ID
+     * @param enabled Whether to enable the rule
+     * @return Result message
+     */
+    String toggleAlertRule(Long ruleId, Boolean enabled);
+
+    /**
+     * Get detailed information about an alert rule
+     * @param ruleId Alert rule ID
+     * @return Detailed rule information
+     */
+    String getAlertRuleDetails(Long ruleId);
+
+
+    /**
+     * Get the hierarchical structure of available apps and metrics for alert rule creation
+     * @param app App type to get hierarchy for (optional, gets all if not specified)
+     * @return Hierarchical structure showing apps and their available metrics
+     */
+    String getAppsMetricsHierarchy(String app);
+
+    /**
+     * Bind monitors to an alert rule by modifying the alert expression
+     * @param ruleId Alert rule ID to bind monitors to
+     * @param monitorIds Comma-separated list of monitor IDs to bind
+     * @return Result message indicating success or failure
+     */
+    String bindMonitorsToAlertRule(Long ruleId, String monitorIds);
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/tools/AlertTools.java

@@ -0,0 +1,44 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.hertzbeat.ai.tools;
+
+/**
+ * Tools for alert operations and alarm data queries
+ */
+public interface AlertTools {
+
+    /**
+     * Query alerts with comprehensive filtering and pagination
+     * @param alertType Alert type (single, group, both)
+     * @param status Alert status (firing, resolved, all)
+     * @param search Search term for alert content or labels
+     * @param sort Sort field (startAt, triggerTimes, status)
+     * @param order Sort order (asc, desc)
+     * @param pageIndex Page index
+     * @param pageSize Page size
+     * @return Formatted string with alert information
+     */
+    String queryAlerts(String alertType, String status, String search, String sort, String order, Integer pageIndex, Integer pageSize);
+
+    /**
+     * Get alerts summary statistics
+     * @return Alert summary information including counts by status
+     */
+    String getAlertsSummary();
+
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/tools/DatabaseTools.java

@@ -0,0 +1,50 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.hertzbeat.ai.tools;
+
+/**
+ * Database Tools interface for AI-powered database diagnostics.
+ * Provides predefined safe queries for database health checks and troubleshooting.
+ */
+public interface DatabaseTools {
+    
+    /**
+     * Get MySQL slow query statistics from performance_schema.
+     */
+    String getMySqlSlowQueries(Long monitorId, Integer limit);
+    
+    /**
+     * Get MySQL current process list.
+     */
+    String getMySqlProcessList(Long monitorId);
+    
+    /**
+     * Get MySQL lock wait information.
+     */
+    String getMySqlLockWaits(Long monitorId);
+    
+    /**
+     * Get MySQL global status variables.
+     */
+    String getMySqlGlobalStatus(Long monitorId, String pattern);
+    
+    /**
+     * Explain a SELECT query for performance analysis.
+     */
+    String explainQuery(Long monitorId, String query);
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/tools/MetricsTools.java

@@ -0,0 +1,53 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.hertzbeat.ai.tools;
+
+/**
+ * Tools for metrics data operations and queries
+ */
+public interface MetricsTools {
+
+    /**
+     * Get real-time metrics data for a monitor
+     * @param monitorId Monitor ID
+     * @param metrics Metrics name (e.g., "system", "cpu", "memory")
+     * @return Formatted real-time metrics data
+     */
+    String getRealtimeMetrics(Long monitorId, String metrics);
+
+    /**
+     * Get historical metrics data for a monitor
+     *
+     * @param instance Instance identifier (e.g., "ip:port", "ip", or "domain")
+     * @param app      Monitor type (e.g., "linux", "mysql", "http")
+     * @param metrics  Metrics name (e.g., "system", "cpu", "memory")
+     * @param metric   Specific metric field (e.g., "usage", "used", "available")
+     * @param label    Label filter for specific instances
+     * @param history  Time range (e.g., "1h", "6h", "24h", "7d")
+     * @param interval Whether to aggregate data with intervals
+     * @return Historical metrics data formatted for display
+     */
+    String getHistoricalMetrics(String instance, String app, String metrics, String metric, String label, String history, Boolean interval);
+
+    /**
+     * Check warehouse storage server status
+     * @return Status of the metrics storage system
+     */
+    String getWarehouseStatus();
+
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/tools/MonitorTools.java

@@ -0,0 +1,107 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.hertzbeat.ai.tools;
+
+import java.util.List;
+
+/**
+ * Interface for Monitoring Tools
+ */
+public interface MonitorTools {
+
+    /**
+     * Add a new monitor with comprehensive configuration
+     *
+     * @param name        Monitor name
+     * @param app         Monitor type/application (e.g., 'linux', 'mysql', 'http')
+     * @param intervals   Collection interval in seconds (default: 600)
+     * @param params      Monitor-specific parameters as JSON string (e.g., host, port, username, password, etc.)
+     * @param description Monitor description (optional)
+     * @return Result message with monitor ID if successful
+     */
+    String addMonitor(
+        String name,
+        String app,
+        Integer intervals,
+        String params,
+        String description
+    );
+
+    /**
+     * Add a new monitor with comprehensive configuration, methods specifically for hertzbeat ai
+     *
+     * @param conversationId Conversation ID
+     * @param name        Monitor name
+     * @param app         Monitor type/application (e.g., 'linux', 'mysql', 'http')
+     * @param intervals   Collection interval in seconds (default: 600)
+     * @param params      Monitor-specific parameters as JSON string (e.g., host, port, username, password, etc.)
+     * @param description Monitor description (optional)
+     * @return Result message with monitor ID if successful
+     */
+    String addMonitorProtected(
+        Long conversationId,
+        String name,
+        String app,
+        Integer intervals,
+        String params,
+        String description
+    );
+
+    /**
+     * List all available monitor types that can be added
+     *
+     * @param language Language code for localized names (e.g., 'en-US', 'zh-CN')
+     * @return Formatted string list of available monitor types with descriptions
+     */
+    String listMonitorTypes(String language);
+
+    /**
+     * Comprehensive monitor querying with flexible filtering, pagination, and specialized views
+     *
+     * @param ids          Specific monitor IDs to retrieve (optional)
+     * @param app          Monitor type filter (linux, mysql, http, etc.)
+     * @param status       Monitor status (1=online, 2=offline, 3=unreachable, 0=paused, 9=all)
+     * @param search       Search in monitor names or hosts (partial matching)
+     * @param labels       Label filters, format: 'key1:value1,key2:value2'
+     * @param sort         Sort field (name, gmtCreate, gmtUpdate, status, app)
+     * @param order        Sort order (asc, desc)
+     * @param pageIndex    Page number starting from 0
+     * @param pageSize     Items per page (1-100 recommended)
+     * @param includeStats Include status statistics summary
+     * @return Comprehensive monitor information with optional statistics
+     */
+    String queryMonitors(
+        List<Long> ids,
+        String app,
+        Byte status,
+        String search,
+        String labels,
+        String sort,
+        String order,
+        Integer pageIndex,
+        Integer pageSize,
+        Boolean includeStats);
+
+    /**
+     * Get parameter definitions required for a specific monitor type
+     *
+     * @param app Monitor type/application name (e.g., 'linux', 'mysql', 'redis')
+     * @return Formatted string with parameter definitions including field names, types, and requirements
+     */
+    String getMonitorParams(String app);
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/tools/ScheduleTools.java

@@ -0,0 +1,55 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.hertzbeat.ai.tools;
+
+/**
+ * Interface for AI Schedule management tools.
+ * Allows AI to create, list, and manage scheduled tasks via natural language.
+ */
+public interface ScheduleTools {
+
+    /**
+     * Create a scheduled task to execute a skill periodically.
+     * @param skillName Name of the skill to schedule (e.g., daily_inspection)
+     * @param cronExpression Cron expression for scheduling (6-digit Spring format)
+     * @param description Human-readable description of the schedule
+     * @return Confirmation message with schedule details
+     */
+    String createSchedule(String skillName, String cronExpression, String description);
+
+    /**
+     * List all scheduled tasks for the current conversation.
+     * @return List of scheduled tasks with their status
+     */
+    String listSchedules();
+
+    /**
+     * Delete a scheduled task by ID.
+     * @param scheduleId ID of the schedule to delete
+     * @return Confirmation message
+     */
+    String deleteSchedule(Long scheduleId);
+
+    /**
+     * Enable or disable a scheduled task.
+     * @param scheduleId ID of the schedule
+     * @param enabled Whether to enable or disable
+     * @return Confirmation message
+     */
+    String toggleSchedule(Long scheduleId, boolean enabled);
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/tools/SkillTools.java

@@ -0,0 +1,39 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.hertzbeat.ai.tools;
+
+/**
+ * Interface for AI Skill execution tools.
+ * Provides methods to list available skills and execute them.
+ */
+public interface SkillTools {
+
+    /**
+     * List all available diagnostic skills.
+     * @return JSON string containing skill metadata (name, description, parameters)
+     */
+    String listSkills();
+
+    /**
+     * Execute a diagnostic skill.
+     * @param skillName Name of the skill to execute
+     * @param paramsJson JSON string containing skill parameters (e.g., {"monitorId": 123})
+     * @return Skill execution result. For report-type skills, returns "[[SKILL_REPORT]]\n{content}"
+     */
+    String executeSkill(String skillName, String paramsJson);
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/tools/impl/AlertDefineToolsImpl.java

@@ -0,0 +1,692 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.hertzbeat.ai.tools.impl;
+
+import tools.jackson.databind.ObjectMapper;
+import tools.jackson.databind.node.ArrayNode;
+import tools.jackson.databind.node.ObjectNode;
+import com.usthe.sureness.subject.SubjectSum;
+import lombok.extern.slf4j.Slf4j;
+import org.apache.hertzbeat.ai.config.McpContextHolder;
+import org.apache.hertzbeat.alert.service.AlertDefineService;
+import org.apache.hertzbeat.manager.service.AppService;
+import org.apache.hertzbeat.ai.tools.AlertDefineTools;
+import org.apache.hertzbeat.ai.utils.UtilityClass;
+import org.apache.hertzbeat.common.entity.alerter.AlertDefine;
+import org.apache.hertzbeat.manager.pojo.dto.Hierarchy;
+import org.springframework.ai.tool.annotation.Tool;
+import org.springframework.ai.tool.annotation.ToolParam;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.data.domain.Page;
+import org.springframework.stereotype.Service;
+
+import java.util.ArrayList;
+import java.util.HashMap;
+import java.util.List;
+import java.util.Map;
+
+/**
+ * Implementation of Alert Define Tools functionality
+ */
+@Slf4j
+@Service
+public class AlertDefineToolsImpl implements AlertDefineTools {
+    @Autowired
+    private AlertDefineService alertDefineService;
+    @Autowired
+    private AppService appService;
+
+    @Override
+    @Tool(name = "create_alert_rule", description = """
+            HertzBeat: ALERT RULE means when to alert a user
+            THESE ARE ALERT RULES WITH THRESHOLD VALUES. USERS CAN SPECIFY THE THRESHOLD VALUES FOR EXAMPLE,
+            IF THE USER SAYS "ALERT ME WHEN MY COST EXCEEDS 700, THE EXPRESSION SHOULD BE 'cost > 700' NOT 'cost < 700'.
+            APPLY THE SAME LOGIC FOR LESS THAN OPERATOR.
+            Create a HertzBeat alert rule based on app hierarchy structure and user requirements.
+            It is important to first understand the hierarchy of apps, metrics, and field conditions
+            Each app has its own metrics and each metric has its own field conditions.
+            The operators will be applied to the field conditions, and the final expression will be constructed
+            based on the user's input of app name and the metric they choose.
+            CRITICAL WORKFLOW Do all of this iteratively with user interaction at each step
+                1. ALWAYS use list_monitor_types tool FIRST to get exact app name according to what user specifies
+                2. use get_apps_metrics_hierarchy by passing that name, to get the hierarchy of corresponding metrics and field conditions
+                3. Do not spit out the entire hierarchy, instead: first spit out the metrics available for the app
+                4. Ask the user to choose a metric from the available metrics
+                5. Based on the metric chosen, present the available field conditions/params
+                6. You will construct the proper expression with field conditions
+                7. once this tool successfully executes, ask the user if they want to bind any existing monitors to this alert rule,
+                get the monitors list for a particular app using the query_monitors tool.
+                8. based on the user's output, conditionally call the bind_monitors_to_alert_rule tool to bind monitors to the alert rule
+             VERY VERY IMPORTANT:
+                 - ALWAYS USE the value field from the get_apps_metrics_hierarchy's json response when creating alert expressions on the field parameters
+
+            EXAMPLES FOR FIELD CONDITION EXPRESSION( Do not copy these examples, they are just for reference ):
+            These are all just examples, you can take inspiration from them and create a rule based on hierarchy, always ask the user for all params, do not assume them, even for these examples:
+
+            1. Kafka JVM Alert:
+               - App: "kafka", Metric: "jvm_basic"
+               - Field condition: equals(VmName, "myVM")
+               - Field condition expression: equals(VmName, "myVM")
+
+            2. LLM Credits Alert:
+               - App: "openai", Metric: "credit_grants"
+               - Field condition: total_granted > some_value
+               - Field condition  expression: total_granted > 1000
+
+            3. HBase Master Alert:
+               - App: "hbase_master", Metric: "server"
+               - Field condition: heap_memory_used > 80 or some_factor<100
+               - Field condition  expression: heap_memory_used > 80 or some_factor<100
+
+            4. Complex OpenAI Credits Alert:
+               - App: "openai", Metric: "credit_grants"
+               - Field condition: total_used > 123 and total_granted > 333 and (total_granted > 3444 and total_paid_available < 5556)
+               - Field condition expression: total_used > 123 and total_granted > 333 and (total_granted > 3444 and total_paid_available < 5556)
+
+            FIELD CONDITIONS GUIDANCE:
+            - Field names come from metric's children in hierarchy (leaf nodes)
+            - Use the "value" field from the metric's children, not the label when creating conditions
+            - Supported operators: >, <, >=, <=, ==, !=, exists(), !exists() for numeric fields
+            - equals(), contains(), matches(),exists(), !equals(), !contains(), !matches(), !exists() for string fields
+            - Supported logical operators: and, or to connect different field parameter rules or rulesets
+            - ONLY USE THESE OPERATORS, when creating conditions, do not use any other operators
+            - Support grouping with parentheses: (condition1 and condition2) or condition3
+            - String values should be quoted: equals(VmName, "my-vm")
+            - Simple conditions: heap_memory_used > 80, total_granted <= 1000
+            - Complex conditions: total_used > 123 and total_granted > 333 and (total_granted > 3444 and total_paid_available < 5556)
+
+            PRIORITY LEVELS:
+            - 0: Critical (immediate action required)
+            - 1: Warning (attention needed, default)
+            - 2: Info (informational only)
+            """)
+    public String createAlertRule(
+            @ToolParam(description = "Alert rule name (required, must be unique)", required = true) String name,
+            @ToolParam(description = "App name from hierarchy (must match exact hierarchy app value)", required = true) String app,
+            @ToolParam(description = "Metrics name from hierarchy (must match exact hierarchy metrics value)", required = true) String metrics,
+            @ToolParam(description = "Field conditions expression)", required = true) String fieldConditions,
+            @ToolParam(description = "Alert rule type: 'realtime' (default) or 'periodic'", required = false) String type,
+            @ToolParam(description = "Execution period in seconds (only for periodic rules, default: 300)", required = false) Integer period,
+            @ToolParam(description = "Number of consecutive violations before triggering (default: 3)", required = false) Integer times,
+            @ToolParam(description = "Alert priority as integer: 0=critical, 1=warning, 2=info (default: 1)", required = false) Integer priority,
+            @ToolParam(description = "Alert rule description (optional)", required = false) String description,
+            @ToolParam(description = "Alert message template with variables (optional)", required = false) String template,
+            @ToolParam(description = "Data source type: 'promql' (default)", required = false) String datasource,
+            @ToolParam(description = "Labels as key:value pairs separated by commas (e.g., 'env:prod,severity:critical')", required = false) String labels,
+            @ToolParam(description = "Annotations as key:value pairs separated by commas (e.g., 'summary:High CPU')", required = false) String annotations,
+            @ToolParam(description = "Whether to enable the rule immediately (default: true)", required = false) Boolean enable) {
+
+        try {
+            log.info("Creating HertzBeat alert rule: name={}, app={}, metrics={}, fieldConditions={}", name, app, metrics, fieldConditions);
+            SubjectSum subjectSum = McpContextHolder.getSubject();
+            log.debug("Current subject in create_alert_rule tool: {}", subjectSum);
+
+            // Validate required parameters
+            if (name == null || name.trim().isEmpty()) {
+                return "Error: Alert rule name is required";
+            }
+            if (app == null || app.trim().isEmpty()) {
+                return "Error: App name is required (use get_apps_metrics_hierarchy to find exact names)";
+            }
+            if (metrics == null || metrics.trim().isEmpty()) {
+                return "Error: Metrics name is required (use get_apps_metrics_hierarchy to find exact names)";
+            }
+            if (fieldConditions == null || fieldConditions.trim().isEmpty()) {
+                return "Error: Field conditions are required (e.g., 'equals(VmName, \"arora\")', 'total_granted > 1000')";
+            }
+
+            // Set defaults
+            if (type == null || type.trim().isEmpty()) {
+                type = "realtime";
+            }
+            if (times == null || times <= 0) {
+                times = 3;
+            }
+            if (priority == null) {
+                priority = 1; // Default to warning
+            }
+            if (enable == null) {
+                enable = true;
+            }
+            if (datasource == null || datasource.trim().isEmpty()) {
+                datasource = "promql";
+            }
+
+            // Validate alert type
+            if (!type.equals("realtime") && !type.equals("periodic")) {
+                return "Error: Alert type must be 'realtime' or 'periodic'";
+            }
+
+            // Validate priority
+            if (priority < 0 || priority > 2) {
+                return "Error: Priority must be 0 (critical), 1 (warning), or 2 (info)";
+            }
+
+            // For periodic rules, validate period parameter
+            if (type.equals("periodic")) {
+                if (period == null || period <= 0) {
+                    period = 300; // Default 5 minutes
+                }
+            }
+
+            // CRITICAL VALIDATION: Verify app-metric-field relationships using hierarchy
+            String validationResult = validateHierarchyRelationships(app.trim(), metrics.trim(), fieldConditions.trim());
+            if (!validationResult.equals("VALID")) {
+                return validationResult; // Return validation error message
+            }
+
+            // EXPRESSION VALIDATION: Verify field conditions syntax and operators
+            String expressionValidation = UtilityClass.validateExpressionSyntax(fieldConditions.trim());
+            if (!expressionValidation.equals("VALID")) {
+                return expressionValidation; // Return expression validation error message
+            }
+
+            String expr = String.format("equals(__app__,\"%s\") && equals(__metrics__,\"%s\") && %s",
+                    app.trim(), metrics.trim(), fieldConditions.trim());
+
+
+
+            // Parse labels if provided
+            Map<String, String> labelsMap = new HashMap<>();
+            if (labels != null && !labels.trim().isEmpty()) {
+                labelsMap.putAll(UtilityClass.parseKeyValuePairs(labels));
+            }
+            // Add severity based on priority
+            String severityLabel = priority == 0 ? "critical" : (priority == 1 ? "warning" : "info");
+            labelsMap.put("severity", severityLabel);
+
+            // Parse annotations if provided
+            Map<String, String> annotationsMap = new HashMap<>();
+            if (annotations != null && !annotations.trim().isEmpty()) {
+                annotationsMap.putAll(UtilityClass.parseKeyValuePairs(annotations));
+            }
+            // Add default annotations if not provided
+            if (!annotationsMap.containsKey("summary")) {
+                annotationsMap.put("summary", description != null ? description :
+                    String.format("Alert for %s %s when %s", app, metrics, fieldConditions));
+            }
+            if (!annotationsMap.containsKey("description")) {
+                annotationsMap.put("description", String.format("Monitor %s metrics %s with conditions: %s", app, metrics, fieldConditions));
+            }
+
+            // Generate default template if not provided
+            if (template == null || template.trim().isEmpty()) {
+                template = String.format("Alert: %s %s - %s", app, metrics, fieldConditions);
+            }
+
+            // Create comprehensive alert definition
+            AlertDefine alertDefine = AlertDefine.builder()
+                    .name(name.trim())
+                    .type(type)
+                    .expr(expr)
+                    .period(period)
+                    .times(times)
+                    .labels(labelsMap)
+                    .annotations(annotationsMap)
+                    .template(template)
+                    .datasource(datasource)
+                    .enable(enable)
+                    .build();
+
+            log.debug("Current security subject for addAlertDefine: {}", subjectSum);
+
+            alertDefineService.addAlertDefine(alertDefine);
+
+            // Note: Monitor binding is handled separately via bind_monitors_to_alert_rule tool
+            String bindingNote = String.format(" (Use bind_monitors_to_alert_rule tool to associate specific monitors)");
+
+            log.info("Successfully created alert rule '{}' with ID: {}", name, alertDefine.getId());
+
+            StringBuilder response = new StringBuilder();
+            response.append(String.format("Successfully created %s alert rule '%s' with ID: %d\n",
+                    type, name, alertDefine.getId()));
+            response.append(String.format("Expression: %s\n", expr));
+            response.append(String.format("Priority: %d (%s)\n", priority, severityLabel));
+            response.append(String.format("Trigger after: %d consecutive violations\n", times));
+            if (type.equals("periodic")) {
+                response.append(String.format("Execution period: %d seconds\n", period));
+            }
+            response.append(String.format("Data source: %s\n", datasource));
+            response.append(String.format("Enabled: %s\n", enable));
+            if (!labelsMap.isEmpty()) {
+                response.append(String.format("Labels: %s\n", labelsMap));
+            }
+            response.append(bindingNote);
+
+            return response.toString();
+
+        } catch (Exception e) {
+            log.error("Failed to create alert rule '{}': {}", name, e.getMessage(), e);
+            return "Error creating alert rule '" + name + "': " + e.getMessage();
+        }
+    }
+
+    // ... other existing methods would go here ...
+
+    @Override
+    @Tool(name = "list_alert_rules", description = """
+            HertzBeat: List existing alert rules with filtering options.
+            Shows configured thresholds and alert definitions.
+            """)
+    public String listAlertRules(
+            @ToolParam(description = "Search term for rule name or description", required = false) String search,
+            @ToolParam(description = "Filter by monitor type", required = false) String monitorType,
+            @ToolParam(description = "Filter by enabled status", required = false) Boolean enabled,
+            @ToolParam(description = "Page index (default: 0)", required = false) Integer pageIndex,
+            @ToolParam(description = "Page size (default: 10)", required = false) Integer pageSize) {
+
+        try {
+            log.info("Listing alert rules: search={}, monitorType={}, enabled={}", search, monitorType, enabled);
+
+            if (pageIndex == null || pageIndex < 0) {
+                pageIndex = 0;
+            }
+            if (pageSize == null || pageSize <= 0) {
+                pageSize = 10;
+            }
+
+            SubjectSum subjectSum = McpContextHolder.getSubject();
+            log.debug("Current security subject for getAlertDefines: {}", subjectSum);
+
+            Page<AlertDefine> result = alertDefineService.getAlertDefines(null,
+                    search, "gmtCreate", "desc", pageIndex, pageSize);
+
+            StringBuilder response = new StringBuilder();
+            response.append("Found ").append(result.getContent().size())
+                    .append(" alert rules (Total: ").append(result.getTotalElements()).append("):\n\n");
+
+            for (AlertDefine alertDefine : result.getContent()) {
+                response.append("Rule ID: ").append(alertDefine.getId()).append("\n");
+                response.append("Name: ").append(alertDefine.getName()).append("\n");
+                response.append("Expression: ").append(alertDefine.getExpr()).append("\n");
+                response.append("Type: ").append(alertDefine.getType()).append("\n");
+                response.append("Trigger Times: ").append(alertDefine.getTimes()).append("\n");
+                response.append("Enabled: ").append(alertDefine.isEnable()).append("\n");
+
+                if (alertDefine.getLabels() != null && !alertDefine.getLabels().isEmpty()) {
+                    response.append("Labels: ").append(alertDefine.getLabels()).append("\n");
+                }
+                if (alertDefine.getAnnotations() != null && !alertDefine.getAnnotations().isEmpty()) {
+                    response.append("Summary: ").append(alertDefine.getAnnotations().get("summary")).append("\n");
+                }
+                response.append("Created: ").append(alertDefine.getGmtCreate()).append("\n");
+                response.append("\n");
+            }
+
+            if (result.getContent().isEmpty()) {
+                response.append("No alert rules found matching the specified criteria.");
+            }
+
+            return response.toString();
+
+        } catch (Exception e) {
+            log.error("Failed to list alert rules: {}", e.getMessage(), e);
+            return "Error retrieving alert rules: " + e.getMessage();
+        }
+    }
+
+    @Override
+    @Tool(name = "toggle_alert_rule", description = """
+            HertzBeat: Enable or disable an alert rule.
+            Allows activating or deactivating threshold monitoring.
+            """)
+    public String toggleAlertRule(
+            @ToolParam(description = "Alert rule ID", required = true) Long ruleId,
+            @ToolParam(description = "Whether to enable the rule", required = true) Boolean enabled) {
+
+        try {
+            log.info("Toggling alert rule ID: {} to enabled: {}", ruleId, enabled);
+
+            SubjectSum subjectSum = McpContextHolder.getSubject();
+            log.debug("Current security subject for toggleAlertDefineStatus: {}", subjectSum);
+
+            // First get the existing AlertDefine
+            AlertDefine alertDefine = alertDefineService.getAlertDefine(ruleId);
+
+            if (alertDefine == null) {
+                throw new RuntimeException("AlertDefine with ID " + ruleId + " not found");
+            }
+
+            // Update the enable status
+            alertDefine.setEnable(enabled);
+
+            // Use modifyAlertDefine to save the changes
+            alertDefineService.modifyAlertDefine(alertDefine);
+
+            log.info("Successfully toggled alert rule ID: {} to enabled: {}", ruleId, enabled);
+            return String.format("Successfully %s alert rule ID: %d",
+                    enabled ? "enabled" : "disabled", ruleId);
+
+        } catch (Exception e) {
+            log.error("Failed to toggle alert rule ID {}: {}", ruleId, e.getMessage(), e);
+            return "Error toggling alert rule: " + e.getMessage();
+        }
+    }
+
+    @Override
+    @Tool(name = "get_alert_rule_details", description = """
+            HertzBeat: Get detailed information about a specific alert rule.
+            Shows complete threshold configuration and rule settings.
+            """)
+    public String getAlertRuleDetails(
+            @ToolParam(description = "Alert rule ID", required = true) Long ruleId) {
+
+        try {
+            log.info("Getting alert rule details for ID: {}", ruleId);
+
+            SubjectSum subjectSum = McpContextHolder.getSubject();
+            log.debug("Current security subject for getAlertDefine: {}", subjectSum);
+
+            AlertDefine alertDefine = alertDefineService.getAlertDefine(ruleId);
+            if (alertDefine == null) {
+                return "Alert rule with ID " + ruleId + " not found";
+            }
+
+            StringBuilder response = new StringBuilder();
+            response.append("ALERT RULE DETAILS\n");
+            response.append("==================\n\n");
+
+            response.append("Rule ID: ").append(alertDefine.getId()).append("\n");
+            response.append("Name: ").append(alertDefine.getName()).append("\n");
+            response.append("Type: ").append(alertDefine.getType()).append("\n");
+            response.append("Expression: ").append(alertDefine.getExpr()).append("\n");
+            response.append("Trigger Times: ").append(alertDefine.getTimes()).append("\n");
+            response.append("Enabled: ").append(alertDefine.isEnable()).append("\n");
+
+            if (alertDefine.getPeriod() != null) {
+                response.append("Period: ").append(alertDefine.getPeriod()).append(" seconds\n");
+            }
+
+            if (alertDefine.getLabels() != null && !alertDefine.getLabels().isEmpty()) {
+                response.append("Labels: ").append(alertDefine.getLabels()).append("\n");
+            }
+
+            if (alertDefine.getAnnotations() != null && !alertDefine.getAnnotations().isEmpty()) {
+                response.append("Annotations: ").append(alertDefine.getAnnotations()).append("\n");
+            }
+
+            if (alertDefine.getTemplate() != null) {
+                response.append("Template: ").append(alertDefine.getTemplate()).append("\n");
+            }
+
+            response.append("Created: ").append(alertDefine.getGmtCreate()).append("\n");
+            response.append("Modified: ").append(alertDefine.getGmtUpdate()).append("\n");
+            response.append("Creator: ").append(alertDefine.getCreator()).append("\n");
+            response.append("Modifier: ").append(alertDefine.getModifier()).append("\n");
+
+            return response.toString();
+
+        } catch (Exception e) {
+            log.error("Failed to get alert rule details for ID {}: {}", ruleId, e.getMessage(), e);
+            return "Error retrieving alert rule details: " + e.getMessage();
+        }
+    }
+
+    @Override
+    @Tool(name = "get_apps_metrics_hierarchy", description = """
+            HertzBeat: Get the hierarchical structure of all available apps and their metrics for alert rule creation.
+            This tool provides the exact app name, metric name and corresponding param names according to each metric.
+            Returns structured JSON data showing the complete hierarchy with field parameters for alert expressions.
+
+            JSON Structure:
+            - app: The application name
+            - description: Tool description
+            - hierarchy: Array of hierarchical data
+              - Each node has: value, label, type, description
+              - Leaf nodes have: dataType (numeric/string), unit (if applicable)
+              - Non-leaf nodes have: children array
+             VERY IMPORTANT:
+              - ALWAYS USE the value field from the field parameters when creating alert expressions.
+
+            This structured data is needed to create proper alert expressions.
+            """)
+    public String getAppsMetricsHierarchy(
+            @ToolParam(description = "App/Monitor type to get hierarchy for (e.g., 'linux', 'mysql', 'website')", required = true) String app) {
+
+        try {
+            log.info("Getting apps metrics hierarchy for app: {}", app);
+            SubjectSum subjectSum = McpContextHolder.getSubject();
+            log.debug("Current subject in get_apps_metrics_hierarchy tool: {}", subjectSum);
+
+            List<Hierarchy> hierarchies;
+            hierarchies = appService.getAppHierarchy(app.trim().toLowerCase(), "en-US");
+
+
+            ObjectMapper mapper = new ObjectMapper();
+            ObjectNode result = mapper.createObjectNode();
+
+            result.put("app", app.toUpperCase());
+
+            if (hierarchies != null && !hierarchies.isEmpty()) {
+                ArrayNode hierarchyArray = mapper.createArrayNode();
+                for (Hierarchy hierarchy : hierarchies) {
+                    hierarchyArray.add(UtilityClass.formatHierarchyAsJson(mapper, hierarchy));
+                }
+                result.set("hierarchy", hierarchyArray);
+            } else {
+                result.put("message", "No hierarchy data available");
+            }
+
+            return mapper.writerWithDefaultPrettyPrinter().writeValueAsString(result);
+
+        } catch (Exception e) {
+            log.error("Failed to get apps metrics hierarchy: {}", e.getMessage(), e);
+            return "Error retrieving apps metrics hierarchy: " + e.getMessage();
+        }
+    }
+
+    @Override
+    @Tool(name = "bind_monitors_to_alert_rule", description = """
+            HertzBeat: Bind monitors to an alert rule.
+            Call this tool if users want to bind specific monitors to their alert rule.
+            Get the right monitor ids for a particular app using the query_monitors tool.
+            Get the alert rule ID from the create_alert_rule tool output OR use the list_alert_rules tool with app_name search filter, if the output of create_alert_rule is not applicable.
+            If monitors are already bound, this will add the new ones to the existing bindings.
+            """)
+    public String bindMonitorsToAlertRule(
+            @ToolParam(description = "Alert rule ID to bind monitors to", required = true) Long ruleId,
+            @ToolParam(description = "Comma-separated list of monitor IDs to bind", required = true) String monitorIds) {
+        try {
+            log.info("Binding monitors to alert rule ID: {}, monitors: {}", ruleId, monitorIds);
+            SubjectSum subjectSum = McpContextHolder.getSubject();
+            log.debug("Current subject in bind_monitors_to_alert_rule tool: {}", subjectSum);
+
+            if (ruleId == null || ruleId <= 0) {
+                return "Error: Valid alert rule ID is required";
+            }
+            if (monitorIds == null) {
+                return "Error: Monitor IDs are required";
+            }
+
+            // Get the existing alert rule
+            log.debug("Current security subject for getAlertDefine: {}", subjectSum);
+
+            AlertDefine existingRule = alertDefineService.getAlertDefine(ruleId);
+            if (existingRule == null) {
+                return String.format("Error: Alert rule with ID %d not found", ruleId);
+            }
+
+            // Parse monitor IDs from comma-separated string
+            String[] monitorIdArray = monitorIds.split(",");
+            List<String> validMonitorIds = new ArrayList<>();
+
+            for (String monitorId : monitorIdArray) {
+                String trimmedId = monitorId.trim();
+                if (!trimmedId.isEmpty()) {
+                    try {
+                        Long.parseLong(trimmedId); // Validate it's a number
+                        validMonitorIds.add(trimmedId);
+                    } catch (NumberFormatException e) {
+                        return String.format("Error: Invalid monitor ID '%s'. Monitor IDs must be numeric.", trimmedId);
+                    }
+                }
+            }
+
+            if (validMonitorIds.isEmpty()) {
+                return "Error: No valid monitor IDs provided";
+            }
+
+            // Build the monitor instance condition
+            String monitorCondition;
+            if (validMonitorIds.size() == 1) {
+                monitorCondition = String.format("equals(__instance__, \"%s\")", validMonitorIds.get(0));
+            } else {
+                StringBuilder conditionBuilder = new StringBuilder("(");
+                for (int i = 0; i < validMonitorIds.size(); i++) {
+                    if (i > 0) {
+                        conditionBuilder.append(" or ");
+                    }
+                    conditionBuilder.append(String.format("equals(__instance__, \"%s\")", validMonitorIds.get(i)));
+                }
+                conditionBuilder.append(")");
+                monitorCondition = conditionBuilder.toString();
+            }
+
+            // Get the current expression and modify it
+            String currentExpr = existingRule.getExpr();
+            String newExpr;
+
+            // Check if the expression already has __instance__ conditions
+            if (currentExpr.contains("__instance__")) {
+                // Extract existing monitor IDs and merge with new ones
+                List<String> existingMonitorIds = UtilityClass.extractExistingMonitorIds(currentExpr);
+
+                // Add new monitor IDs that aren't already present
+                for (String newId : validMonitorIds) {
+                    if (!existingMonitorIds.contains(newId)) {
+                        existingMonitorIds.add(newId);
+                    }
+                }
+
+                String updatedMonitorCondition;
+                if (existingMonitorIds.size() == 1) {
+                    updatedMonitorCondition = String.format("equals(__instance__, \"%s\")", existingMonitorIds.get(0));
+                } else {
+                    StringBuilder conditionBuilder = new StringBuilder("(");
+                    for (int i = 0; i < existingMonitorIds.size(); i++) {
+                        if (i > 0) {
+                            conditionBuilder.append(" or ");
+                        }
+                        conditionBuilder.append(String.format("equals(__instance__, \"%s\")", existingMonitorIds.get(i)));
+                    }
+                    conditionBuilder.append(")");
+                    updatedMonitorCondition = conditionBuilder.toString();
+                }
+
+                // Replace existing __instance__ conditions with updated ones
+                newExpr = UtilityClass.replaceInstanceConditions(currentExpr, updatedMonitorCondition);
+
+                // Update the alert rule
+                existingRule.setExpr(newExpr);
+                log.debug("Current security subject for modifyAlertDefine: {}", subjectSum);
+
+                alertDefineService.modifyAlertDefine(existingRule);
+
+                log.info("Successfully added monitors {} to existing bindings for alert rule ID: {}", validMonitorIds, ruleId);
+                return String.format("Successfully added %d new monitor(s) to alert rule ID %d.\nTotal bound monitors: %s\nUpdated expression: %s",
+                    validMonitorIds.size(), ruleId, String.join(", ", existingMonitorIds), newExpr);
+            }
+
+            // Insert the monitor condition after the metrics condition
+            // Pattern: equals(__app__,"app") && equals(__metrics__,"metric") && [existing_conditions]
+            // Result: equals(__app__,"app") && equals(__metrics__,"metric") && [monitor_condition] && [existing_conditions]
+
+            if (currentExpr.matches(".*equals\\(__app__,\"[^\"]+\"\\)\\s*&&\\s*equals\\(__metrics__,\"[^\"]+\"\\)\\s*&&\\s*.*")) {
+                // Find the position after the metrics condition
+                String metricsPattern = "equals\\(__metrics__,\"[^\"]+\"\\)";
+                java.util.regex.Pattern regex = java.util.regex.Pattern.compile(metricsPattern);
+                java.util.regex.Matcher matcher = regex.matcher(currentExpr);
+
+                if (matcher.find()) {
+                    int metricsEnd = matcher.end();
+                    // Find the " && " after the metrics condition
+                    int andPosition = currentExpr.indexOf(" && ", metricsEnd);
+                    if (andPosition != -1) {
+                        String beforeAndPosition = currentExpr.substring(0, andPosition + 4); // Include " && "
+                        String afterAndPosition = currentExpr.substring(andPosition + 4); // Everything after " && "
+                        newExpr = beforeAndPosition + monitorCondition + " && " + afterAndPosition;
+                    } else {
+                        return String.format("Error: Unable to find field conditions after metrics in expression: %s", currentExpr);
+                    }
+                } else {
+                    return String.format("Error: Unable to parse metrics condition in expression: %s", currentExpr);
+                }
+            } else {
+                return String.format("Error: Expression format not supported for monitor binding: %s", currentExpr);
+            }
+
+            // Update the alert rule
+            existingRule.setExpr(newExpr);
+
+            alertDefineService.modifyAlertDefine(existingRule);
+
+            log.info("Successfully bound monitors {} to alert rule ID: {}", validMonitorIds, ruleId);
+            return String.format("Successfully bound %d monitor(s) to alert rule ID %d.\nMonitor IDs: %s\nUpdated expression: %s",
+                validMonitorIds.size(), ruleId, String.join(", ", validMonitorIds), newExpr);
+
+        } catch (Exception e) {
+            log.error("Failed to bind monitors to alert rule ID {}: {}", ruleId, e.getMessage(), e);
+            return String.format("Error binding monitors to alert rule: %s", e.getMessage());
+        }
+    }
+
+    /**
+     * Validates that the app, metric, and field conditions are valid according to hierarchy
+     * @param app App name to validate
+     * @param metrics Metric name to validate for the app
+     * @param fieldConditions Field conditions to validate for the metric
+     * @return "VALID" if all relationships are correct, error message otherwise
+     */
+    private String validateHierarchyRelationships(String app, String metrics, String fieldConditions) {
+        try {
+            log.debug("Validating hierarchy relationships: app={}, metrics={}, fieldConditions={}", app, metrics, fieldConditions);
+
+            // Get hierarchy for the specified app
+            SubjectSum subjectSum = McpContextHolder.getSubject();
+            log.debug("Current security subject for getAppHierarchy: {}", subjectSum);
+
+            List<Hierarchy> hierarchies = appService.getAppHierarchy(app.toLowerCase(), "en-US");
+
+            if (hierarchies == null || hierarchies.isEmpty()) {
+                return String.format("Error: App '%s' not found in hierarchy. Please use list_monitor_types to get valid app names.", app);
+            }
+
+            // Find the metric in the app's hierarchy
+            Hierarchy metricHierarchy = UtilityClass.findMetricInHierarchy(hierarchies, metrics);
+            if (metricHierarchy == null) {
+                return String.format("Error: Metric '%s' not found for app '%s'. Please use get_apps_metrics_hierarchy to get valid metrics for this app.", metrics, app);
+            }
+
+            // Extract field names from field conditions and validate them
+            List<String> fieldNames = UtilityClass.extractFieldNamesFromConditions(fieldConditions);
+            for (String fieldName : fieldNames) {
+                if (!UtilityClass.isFieldValidForMetric(metricHierarchy, fieldName)) {
+                    return String.format("Error: Field '%s' not found for metric '%s' in app '%s'. Please use get_apps_metrics_hierarchy to get valid field parameters.", fieldName, metrics, app);
+                }
+            }
+
+            log.debug("Hierarchy validation passed for app={}, metrics={}", app, metrics);
+            return "VALID";
+
+        } catch (Exception e) {
+            log.error("Error during hierarchy validation: {}", e.getMessage(), e);
+            return String.format("Error: Unable to validate hierarchy relationships: %s", e.getMessage());
+        }
+    }
+
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/tools/impl/AlertToolsImpl.java

@@ -0,0 +1,242 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.hertzbeat.ai.tools.impl;
+
+import com.usthe.sureness.subject.SubjectSum;
+import lombok.extern.slf4j.Slf4j;
+import org.apache.hertzbeat.ai.config.McpContextHolder;
+import org.apache.hertzbeat.ai.tools.AlertTools;
+import org.apache.hertzbeat.ai.utils.UtilityClass;
+import org.apache.hertzbeat.alert.dto.AlertSummary;
+import org.apache.hertzbeat.alert.service.AlertService;
+import org.apache.hertzbeat.common.entity.alerter.GroupAlert;
+import org.apache.hertzbeat.common.entity.alerter.SingleAlert;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.data.domain.Page;
+import org.springframework.ai.tool.annotation.Tool;
+import org.springframework.ai.tool.annotation.ToolParam;
+import org.springframework.stereotype.Service;
+
+/**
+ * Implementation of Alert Tools functionality for alarm data queries and management
+ */
+@Slf4j
+@Service
+public class AlertToolsImpl implements AlertTools {
+    @Autowired
+    private AlertService alertService;
+
+    @Override
+    @Tool(name = "query_alerts", description = """
+            HertzBeat: Query alerts with comprehensive filtering and pagination options.
+            
+            ALERT TYPES:
+            - Pass alertType='single' for individual alert instances
+            - Pass alertType='group' for grouped/aggregated alerts
+            - Pass alertType='both' to get both types (separate sections)
+            
+            STATUS FILTERING:
+            - 'firing': Currently active alerts requiring attention
+            - 'resolved': Previously active alerts that have been cleared
+            - 'all': Both firing and resolved alerts (default)
+            
+            SEARCH & FILTERING:
+            - search: Search in alert content, labels, or descriptions
+            - sort: Order by 'startAt' (trigger time), 'triggerTimes' (frequency), 'status'
+            - order: 'asc' (oldest first) or 'desc' (newest first, default)
+            
+            PAGINATION:
+            - pageIndex: Page number starting from 0
+            - pageSize: Number of alerts per page (default: 10, max recommended: 50)
+            
+            EXAMPLE AND COMMON USE CASES:
+            - Recent active alerts: alertType='single', status='firing', sort='startAt', order='desc'
+            - Historical analysis: alertType='single', status='resolved', pageSize=50
+            - Alert grouping overview: alertType='group', status='all'
+            - Search specific issues: search='cpu', alertType='single', status='firing'
+            - Find abnormal monitors: status='firing' to get active alerts indicating monitor issues
+            - Monitor-specific alerts: use search parameter with monitor ID or name to find related alerts
+            - Frequent alerts analysis: sort='triggerTimes', order='desc' to find most frequently triggered alerts
+            - Recent recurring issues: status='all', sort='triggerTimes', order='desc', pageSize=20
+            """)
+    public String queryAlerts(
+            @ToolParam(description = "Alert type: 'single' (individual alerts), 'group' (grouped alerts), 'both' (default: single)", required = false) String alertType,
+            @ToolParam(description = "Alert status: 'firing' (active), 'resolved' (cleared), 'all' (default: all)", required = false) String status,
+            @ToolParam(description = "Search term for alert content or labels", required = false) String search,
+            @ToolParam(description = "Sort field: 'startAt', 'triggerTimes', 'status' (default: startAt)", required = false) String sort,
+            @ToolParam(description = "Sort order: 'asc' or 'desc' (default: desc)", required = false) String order,
+            @ToolParam(description = "Page index starting from 0 (default: 0)", required = false) Integer pageIndex,
+            @ToolParam(description = "Page size, 1-50 recommended (default: 10)", required = false) Integer pageSize) {
+
+        try {
+            log.info("Querying alerts: alertType={}, status={}, search={}, sort={}, order={}", alertType, status, search, sort, order);
+            SubjectSum subjectSum = McpContextHolder.getSubject();
+            log.debug("Current subject in query_alerts tool: {}", subjectSum);
+
+            // Set defaults
+            if (alertType == null || alertType.trim().isEmpty()) {
+                alertType = "single";
+            }
+            if (status == null || status.trim().isEmpty()) {
+                status = "all";
+            }
+            if (sort == null || sort.trim().isEmpty()) {
+                sort = "startAt";
+            }
+            if (order == null || order.trim().isEmpty()) {
+                order = "desc";
+            }
+            if (pageIndex == null) {
+                pageIndex = 0;
+            }
+            if (pageSize == null) {
+                pageSize = 10;
+            }
+
+            StringBuilder response = new StringBuilder();
+            response.append("ALERT QUERY RESULTS\n");
+            response.append("===================\n\n");
+
+            // Handle different alert types
+            if ("single".equalsIgnoreCase(alertType) || "both".equalsIgnoreCase(alertType)) {
+                Page<SingleAlert> singleResult = alertService.getSingleAlerts(status, search, sort, order, pageIndex, pageSize);
+                
+                response.append("SINGLE ALERTS:\n");
+                response.append("Found ").append(singleResult.getContent().size()).append(" single alerts (Total: ").append(singleResult.getTotalElements()).append("):\n\n");
+
+                for (SingleAlert alert : singleResult.getContent()) {
+                    response.append("Alert ID: ").append(alert.getId()).append("\n");
+                    response.append("Status: ").append(alert.getStatus()).append("\n");
+                    response.append("Content: ").append(alert.getContent() != null ? alert.getContent() : "No content").append("\n");
+                    response.append("Trigger Times: ").append(alert.getTriggerTimes()).append("\n");
+                    
+                    if (alert.getStartAt() != null) {
+                        response.append("Started At: ").append(UtilityClass.formatTimestamp(alert.getStartAt())).append("\n");
+                    }
+                    if (alert.getActiveAt() != null) {
+                        response.append("Active At: ").append(UtilityClass.formatTimestamp(alert.getActiveAt())).append("\n");
+                    }
+                    if (alert.getEndAt() != null) {
+                        response.append("Ended At: ").append(UtilityClass.formatTimestamp(alert.getEndAt())).append("\n");
+                    }
+                    
+                    if (alert.getLabels() != null && !alert.getLabels().isEmpty()) {
+                        response.append("Labels: ").append(alert.getLabels()).append("\n");
+                    }
+                    response.append("\n");
+                }
+
+                if (singleResult.getContent().isEmpty()) {
+                    response.append("No single alerts found matching the specified criteria.\n");
+                }
+            }
+
+            // Handle group alerts
+            if ("group".equalsIgnoreCase(alertType) || "both".equalsIgnoreCase(alertType)) {
+                if ("both".equalsIgnoreCase(alertType)) {
+                    response.append("\n");
+                }
+                
+                Page<GroupAlert> groupResult = alertService.getGroupAlerts(status, search, sort, order, pageIndex, pageSize);
+                
+                response.append("GROUP ALERTS:\n");
+                response.append("Found ").append(groupResult.getContent().size()).append(" group alerts (Total: ").append(groupResult.getTotalElements()).append("):\n\n");
+
+                for (GroupAlert alert : groupResult.getContent()) {
+                    response.append("Group Alert ID: ").append(alert.getId()).append("\n");
+                    response.append("Status: ").append(alert.getStatus()).append("\n");
+                    response.append("Group Key: ").append(alert.getGroupKey() != null ? alert.getGroupKey() : "No group key").append("\n");
+                    
+                    if (alert.getGmtCreate() != null) {
+                        response.append("Created At: ").append(alert.getGmtCreate()).append("\n");
+                    }
+                    if (alert.getGmtUpdate() != null) {
+                        response.append("Updated At: ").append(alert.getGmtUpdate()).append("\n");
+                    }
+                    
+                    if (alert.getCommonLabels() != null && !alert.getCommonLabels().isEmpty()) {
+                        response.append("Common Labels: ").append(alert.getCommonLabels()).append("\n");
+                    }
+                    if (alert.getCommonAnnotations() != null && !alert.getCommonAnnotations().isEmpty()) {
+                        response.append("Annotations: ").append(alert.getCommonAnnotations()).append("\n");
+                    }
+                    response.append("\n");
+                }
+
+                if (groupResult.getContent().isEmpty()) {
+                    response.append("No group alerts found matching the specified criteria.\n");
+                }
+            }
+
+            return response.toString();
+
+        } catch (Exception e) {
+            log.error("Failed to query alerts: {}", e.getMessage(), e);
+            return "Error retrieving alerts: " + e.getMessage();
+        }
+    }
+
+    @Override
+    @Tool(name = "get_alerts_summary", description = """
+            HertzBeat: Get alerts summary statistics including total counts, status distribution, and recent trends.
+            Returns comprehensive overview of the current alerting status across all monitors.
+            """)
+    public String getAlertsSummary() {
+        try {
+            log.info("Getting alerts summary");
+            SubjectSum subjectSum = McpContextHolder.getSubject();
+            log.debug("Current subject in get_alerts_summary tool: {}", subjectSum);
+
+            AlertSummary summary = alertService.getAlertsSummary();
+
+            StringBuilder response = new StringBuilder();
+            response.append("ALERTS SUMMARY\n");
+            response.append("==============\n\n");
+
+            if (summary != null) {
+                response.append("Total Alerts: ").append(summary.getTotal()).append("\n");
+                response.append("Handled Alerts: ").append(summary.getDealNum()).append("\n");
+                response.append("Handling Rate: ").append(String.format("%.1f", summary.getRate())).append("%\n\n");
+
+                response.append("Priority Breakdown (Unhandled):\n");
+                response.append("- Critical: ").append(summary.getPriorityCriticalNum()).append("\n");
+                response.append("- Emergency: ").append(summary.getPriorityEmergencyNum()).append("\n");
+                response.append("- Warning: ").append(summary.getPriorityWarningNum()).append("\n\n");
+
+                long totalUnhandled = summary.getPriorityCriticalNum() + summary.getPriorityEmergencyNum() + summary.getPriorityWarningNum();
+                response.append("Total Unhandled Alerts: ").append(totalUnhandled).append("\n");
+
+                if (totalUnhandled > 0) {
+                    response.append("\nUnhandled Alert Distribution:\n");
+                    response.append("- Critical: ").append(String.format("%.1f", (summary.getPriorityCriticalNum() * 100.0 / totalUnhandled))).append("%\n");
+                    response.append("- Emergency: ").append(String.format("%.1f", (summary.getPriorityEmergencyNum() * 100.0 / totalUnhandled))).append("%\n");
+                    response.append("- Warning: ").append(String.format("%.1f", (summary.getPriorityWarningNum() * 100.0 / totalUnhandled))).append("%\n");
+                }
+            } else {
+                response.append("No alert summary data available.");
+            }
+
+            return response.toString();
+
+        } catch (Exception e) {
+            log.error("Failed to get alerts summary: {}", e.getMessage(), e);
+            return "Error retrieving alerts summary: " + e.getMessage();
+        }
+    }
+
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/tools/impl/DatabaseToolsImpl.java

@@ -0,0 +1,300 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.hertzbeat.ai.tools.impl;
+
+import java.sql.Connection;
+import java.sql.DriverManager;
+import java.sql.ResultSet;
+import java.sql.ResultSetMetaData;
+import java.sql.Statement;
+import java.util.List;
+import java.util.Objects;
+
+import lombok.extern.slf4j.Slf4j;
+import org.apache.hertzbeat.ai.tools.DatabaseTools;
+import org.apache.hertzbeat.common.entity.manager.Monitor;
+import org.apache.hertzbeat.common.entity.manager.Param;
+import org.apache.hertzbeat.common.util.AesUtil;
+import org.apache.hertzbeat.manager.pojo.dto.MonitorDto;
+import org.apache.hertzbeat.manager.service.MonitorService;
+import org.springframework.ai.tool.annotation.Tool;
+import org.springframework.ai.tool.annotation.ToolParam;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.stereotype.Service;
+
+/**
+ * Implementation of Database Tools for AI-powered database diagnostics.
+ * Provides predefined safe queries - does NOT allow arbitrary SQL execution.
+ */
+@Slf4j
+@Service
+public class DatabaseToolsImpl implements DatabaseTools {
+
+    private static final int QUERY_TIMEOUT_SECONDS = 10;
+    private static final int MAX_ROWS = 100;
+    
+    // Allowed database types
+    private static final List<String> SUPPORTED_PLATFORMS = List.of("mysql", "mariadb");
+
+    private final MonitorService monitorService;
+
+    @Autowired
+    public DatabaseToolsImpl(MonitorService monitorService) {
+        this.monitorService = monitorService;
+    }
+
+    @Override
+    @Tool(name = "get_mysql_slow_queries", description = "Get MySQL slow query statistics from performance_schema. "
+            + "Returns top N slow queries sorted by average execution time. "
+            + "Requires the monitor to be a MySQL type with proper credentials.")
+    public String getMySqlSlowQueries(
+            @ToolParam(description = "Monitor ID of the MySQL instance", required = true) Long monitorId,
+            @ToolParam(description = "Maximum number of slow queries to return (default: 10, max: 50)", required = false) Integer limit) {
+        
+        int queryLimit = (limit == null || limit <= 0) ? 10 : Math.min(limit, 50);
+        
+        String sql = "SELECT SCHEMA_NAME as db, "
+                + "DIGEST_TEXT as query, "
+                + "COUNT_STAR as exec_count, "
+                + "ROUND(AVG_TIMER_WAIT/1000000000, 2) as avg_time_ms, "
+                + "ROUND(SUM_TIMER_WAIT/1000000000, 2) as total_time_ms, "
+                + "SUM_ROWS_EXAMINED as rows_examined, "
+                + "SUM_ROWS_SENT as rows_sent "
+                + "FROM performance_schema.events_statements_summary_by_digest "
+                + "WHERE SCHEMA_NAME IS NOT NULL "
+                + "ORDER BY AVG_TIMER_WAIT DESC "
+                + "LIMIT " + queryLimit;
+        
+        return executeQuery(monitorId, sql, "MySQL Slow Query Statistics");
+    }
+
+    @Override
+    @Tool(name = "get_mysql_process_list", description = "Get MySQL current process list. "
+            + "Shows all active connections and their current state. "
+            + "Useful for identifying blocking queries or connection issues.")
+    public String getMySqlProcessList(
+            @ToolParam(description = "Monitor ID of the MySQL instance", required = true) Long monitorId) {
+        
+        String sql = "SELECT ID, USER, HOST, DB, COMMAND, TIME, STATE, "
+                + "LEFT(INFO, 200) as QUERY "
+                + "FROM information_schema.PROCESSLIST "
+                + "WHERE COMMAND != 'Sleep' "
+                + "ORDER BY TIME DESC "
+                + "LIMIT 50";
+        
+        return executeQuery(monitorId, sql, "MySQL Process List");
+    }
+
+    @Override
+    @Tool(name = "get_mysql_lock_waits", description = "Get MySQL lock wait information. "
+            + "Shows current lock waits and blocking transactions. "
+            + "Useful for diagnosing deadlocks and lock contention issues.")
+    public String getMySqlLockWaits(
+            @ToolParam(description = "Monitor ID of the MySQL instance", required = true) Long monitorId) {
+        
+        // Use performance_schema for MySQL 8.0+ (innodb_lock_waits was removed)
+        String sql = "SELECT "
+                + "r.ENGINE_TRANSACTION_ID as waiting_trx_id, "
+                + "r.THREAD_ID as waiting_thread, "
+                + "r.OBJECT_SCHEMA as waiting_schema, "
+                + "r.OBJECT_NAME as waiting_table, "
+                + "r.LOCK_TYPE as waiting_lock_type, "
+                + "r.LOCK_MODE as waiting_lock_mode, "
+                + "b.ENGINE_TRANSACTION_ID as blocking_trx_id, "
+                + "b.THREAD_ID as blocking_thread "
+                + "FROM performance_schema.data_lock_waits w "
+                + "JOIN performance_schema.data_locks b ON b.ENGINE_LOCK_ID = w.BLOCKING_ENGINE_LOCK_ID "
+                + "JOIN performance_schema.data_locks r ON r.ENGINE_LOCK_ID = w.REQUESTING_ENGINE_LOCK_ID "
+                + "LIMIT 20";
+        
+        return executeQuery(monitorId, sql, "MySQL Lock Waits");
+    }
+
+    @Override
+    @Tool(name = "get_mysql_global_status", description = "Get MySQL global status variables. "
+            + "Returns server status matching the given pattern. "
+            + "Examples: 'Slow%' for slow query stats, 'Threads%' for thread stats.")
+    public String getMySqlGlobalStatus(
+            @ToolParam(description = "Monitor ID of the MySQL instance", required = true) Long monitorId,
+            @ToolParam(description = "Pattern to filter status variables (e.g., 'Slow%', 'Threads%')", required = false) String pattern) {
+        
+        String filterPattern = (pattern == null || pattern.isEmpty()) ? "%" : pattern;
+        // Sanitize pattern to prevent SQL injection
+        filterPattern = filterPattern.replaceAll("[^a-zA-Z0-9_%]", "");
+        
+        String sql = "SHOW GLOBAL STATUS LIKE '" + filterPattern + "'";
+        
+        return executeQuery(monitorId, sql, "MySQL Global Status");
+    }
+
+    @Override
+    @Tool(name = "explain_query", description = "Explain a SELECT query for performance analysis. "
+            + "ONLY SELECT queries are allowed for security reasons. "
+            + "Returns the execution plan to help optimize the query.")
+    public String explainQuery(
+            @ToolParam(description = "Monitor ID of the MySQL instance", required = true) Long monitorId,
+            @ToolParam(description = "SELECT query to explain (must start with SELECT)", required = true) String query) {
+        
+        if (query == null || query.trim().isEmpty()) {
+            return "Error: Query cannot be empty";
+        }
+        
+        String trimmedQuery = query.trim();
+        
+        // Security check: only allow SELECT statements
+        if (!trimmedQuery.toUpperCase().startsWith("SELECT")) {
+            return "Error: Only SELECT queries are allowed for EXPLAIN. "
+                    + "The query must start with 'SELECT'.";
+        }
+        
+        // Additional security checks
+        String lowerQuery = trimmedQuery.toLowerCase();
+        if (lowerQuery.contains(";") || lowerQuery.contains("--") 
+                || lowerQuery.contains("/*") || lowerQuery.contains("*/")) {
+            return "Error: Query contains invalid characters. "
+                    + "Semicolons and comments are not allowed.";
+        }
+        
+        String sql = "EXPLAIN " + trimmedQuery;
+        
+        return executeQuery(monitorId, sql, "Query Execution Plan");
+    }
+
+    /**
+     * Execute a predefined safe query against the database.
+     */
+    private String executeQuery(Long monitorId, String sql, String title) {
+        log.info("Executing database query for monitor {}: {}", monitorId, title);
+        
+        try {
+            // Get monitor DTO which includes both monitor and params
+            MonitorDto monitorDto = monitorService.getMonitorDto(monitorId);
+            if (monitorDto == null || monitorDto.getMonitor() == null) {
+                return "Error: Monitor not found with ID: " + monitorId;
+            }
+            
+            Monitor monitor = monitorDto.getMonitor();
+            
+            if (!SUPPORTED_PLATFORMS.contains(monitor.getApp().toLowerCase())) {
+                return "Error: This tool only supports MySQL/MariaDB. "
+                        + "Current monitor type: " + monitor.getApp();
+            }
+            
+            // Get connection parameters from MonitorDto
+            List<Param> params = monitorDto.getParams();
+            if (params == null || params.isEmpty()) {
+                return "Error: Monitor has no connection parameters configured.";
+            }
+            
+            String host = getParamValue(params, "host");
+            String port = getParamValue(params, "port");
+            String database = getParamValue(params, "database");
+            String username = getParamValue(params, "username");
+            String password = getParamValue(params, "password");
+            
+            // Decrypt password if it's encrypted
+            if (password != null && AesUtil.isCiphertext(password)) {
+                password = AesUtil.aesDecode(password);
+            }
+            
+            if (host == null || username == null) {
+                return "Error: Monitor connection parameters incomplete. "
+                        + "Ensure host and username are configured.";
+            }
+            
+            // Build connection URL
+            String url = buildJdbcUrl(monitor.getApp(), host, port, database);
+            
+            // Execute query
+            return executeAndFormat(url, username, password, sql, title);
+            
+        } catch (Exception e) {
+            log.error("Error executing database query: {}", e.getMessage(), e);
+            return "Error executing query: " + e.getMessage();
+        }
+    }
+    
+    private String getParamValue(List<Param> params, String field) {
+        return params.stream()
+                .filter(p -> field.equals(p.getField()))
+                .map(Param::getParamValue)
+                .filter(Objects::nonNull)
+                .findFirst()
+                .orElse(null);
+    }
+    
+    private String buildJdbcUrl(String platform, String host, String port, String database) {
+        String effectivePort = (port == null || port.isEmpty()) ? "3306" : port;
+        String effectiveDb = (database == null || database.isEmpty()) ? "" : database;
+        
+        return "jdbc:mysql://" + host + ":" + effectivePort + "/" + effectiveDb
+                + "?useUnicode=true&characterEncoding=utf-8&useSSL=false"
+                + "&allowPublicKeyRetrieval=true&connectTimeout=5000";
+    }
+    
+    private String executeAndFormat(String url, String username, String password, 
+            String sql, String title) throws Exception {
+        
+        StringBuilder result = new StringBuilder();
+        result.append("=== ").append(title).append(" ===\n\n");
+        
+        try (Connection conn = DriverManager.getConnection(url, username, password);
+             Statement stmt = conn.createStatement()) {
+            
+            stmt.setQueryTimeout(QUERY_TIMEOUT_SECONDS);
+            stmt.setMaxRows(MAX_ROWS);
+            
+            try (ResultSet rs = stmt.executeQuery(sql)) {
+                ResultSetMetaData meta = rs.getMetaData();
+                int columnCount = meta.getColumnCount();
+                
+                // Build header
+                StringBuilder header = new StringBuilder();
+                StringBuilder separator = new StringBuilder();
+                for (int i = 1; i <= columnCount; i++) {
+                    String columnName = meta.getColumnLabel(i);
+                    header.append(String.format("%-20s", columnName));
+                    separator.append("-".repeat(20));
+                }
+                result.append(header).append("\n");
+                result.append(separator).append("\n");
+                
+                // Build rows
+                int rowCount = 0;
+                while (rs.next()) {
+                    StringBuilder row = new StringBuilder();
+                    for (int i = 1; i <= columnCount; i++) {
+                        String value = rs.getString(i);
+                        if (value == null) {
+                            value = "NULL";
+                        } else if (value.length() > 50) {
+                            value = value.substring(0, 47) + "...";
+                        }
+                        row.append(String.format("%-20s", value));
+                    }
+                    result.append(row).append("\n");
+                    rowCount++;
+                }
+                
+                result.append("\n").append("Total: ").append(rowCount).append(" rows");
+            }
+        }
+        
+        return result.toString();
+    }
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/tools/impl/MetricsToolsImpl.java

@@ -0,0 +1,260 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.hertzbeat.ai.tools.impl;
+
+import com.usthe.sureness.subject.SubjectSum;
+import lombok.extern.slf4j.Slf4j;
+import org.apache.hertzbeat.ai.config.McpContextHolder;
+import org.apache.hertzbeat.warehouse.service.MetricsDataService;
+import org.apache.hertzbeat.ai.tools.MetricsTools;
+import org.apache.hertzbeat.common.entity.dto.Field;
+import org.apache.hertzbeat.common.entity.dto.MetricsData;
+import org.apache.hertzbeat.common.entity.dto.MetricsHistoryData;
+import org.apache.hertzbeat.common.entity.dto.Value;
+import org.apache.hertzbeat.common.entity.dto.ValueRow;
+import org.springframework.ai.tool.annotation.Tool;
+import org.springframework.ai.tool.annotation.ToolParam;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.stereotype.Service;
+
+import java.util.List;
+import java.util.Map;
+
+/**
+ * Implementation of Metrics Tools functionality for metrics data queries and analysis
+ */
+@Slf4j
+@Service
+public class MetricsToolsImpl implements MetricsTools {
+    @Autowired
+    private MetricsDataService metricsDataService;
+
+    @Override
+    @Tool(name = "query_realtime_metrics", description = """
+            HertzBeat: Get the supported monitor types/names from the list_monitor_types tool, make sure to use right name in the next call
+            Use the query_monitors tool to find monitor IDs in case the user does not tell the id explicitly. You might have to use this multiple times based on the user's query
+            Get real-time metrics data for a specific monitor.
+            Returns current metrics values including CPU, memory, disk usage, etc.
+            Based on the monitor type/name, use the get_apps_metrics_hierarchy tool to get the metrics hierarchy. i.e., metrics and the field parameter (sub-metric).
+            Each metric has its submetrics as well for example: cpu has field parameters or sub-metrics  like 'usage', 'load', 'core'. These value might be numeric or string
+            User might ask about specific metrics like 'cpu usage', 'memory used', 'disk available', etc.
+            So use this tool to get the real-time metrics data for the monitor- user asked the specific metrics for, along with any logical or numeric conditions if the user mentions
+            In case of multiple monitors matching the user's description, you might have to call query_realtime_metrics tool mutliple times with different parameters.
+            
+            
+            EXAMPLE WORKFLOW
+            
+            If the user asks for 'cpu usage' for a particular monitor or multiple matching monitors like 'web server', 'database server', etc.
+            Get the closest matching monitor name from list_monitor_types tool.
+            Call query_monitors tool to get the monitor ID/IDs with the obtained monitor type
+            Call get_apps_metrics_hierarchy tool to get all the metrics (type=metric) for the obtained monitor type
+            Call query_realtime_metrics tool with each of the IDs and the closest matching metrics name (e.g., 'cpu', 'memory', etc.)
+            From the result, do whatever operation user wants you to do with the data. In this example case display the cpu usage for each matching monitor.
+            """)
+    public String getRealtimeMetrics(
+            @ToolParam(description = "Monitor ID", required = true) Long monitorId,
+            @ToolParam(description = "Metrics name (e.g., 'system', 'cpu', 'memory') obtained from get_apps_metrics_hierarchy result", required = true) String metrics) {
+        try {
+            log.info("Getting real-time metrics for monitor {} and metrics {}", monitorId, metrics);
+            SubjectSum subjectSum = McpContextHolder.getSubject();
+            log.debug("Current subject in get_realtime_metrics tool: {}", subjectSum);
+
+            MetricsData metricsData = metricsDataService.getMetricsData(monitorId, metrics);
+
+            if (metricsData == null) {
+                return String.format("No real-time metrics data found for monitor ID %d and metrics '%s'", monitorId, metrics);
+            }
+
+            StringBuilder response = new StringBuilder();
+            response.append("REAL-TIME METRICS DATA\n");
+            response.append("=".repeat(50)).append("\n");
+            response.append("Monitor ID: ").append(monitorId).append("\n");
+            response.append("Metrics: ").append(metrics).append("\n");
+            response.append("=".repeat(50)).append("\n\n");
+
+            if (metricsData.getValueRows() != null && !metricsData.getValueRows().isEmpty()) {
+                List<Field> fields = metricsData.getFields();
+
+                response.append("Available Field Parameters (Sub-metrics):\n");
+                response.append("-".repeat(40)).append("\n");
+
+                for (ValueRow valueRow : metricsData.getValueRows()) {
+                    // Show labels if available
+                    if (valueRow.getLabels() != null && !valueRow.getLabels().isEmpty()) {
+                        response.append("Instance Labels: ").append(valueRow.getLabels()).append("\n");
+                        response.append("-".repeat(20)).append("\n");
+                    }
+
+                    List<Value> values = valueRow.getValues();
+                    for (int i = 0; i < values.size() && i < fields.size(); i++) {
+                        Field field = fields.get(i);
+                        Value value = values.get(i);
+
+                        // Enhanced field information display
+                        response.append("• Field Parameter: ").append(field.getName());
+                        if (field.getUnit() != null && !field.getUnit().isEmpty()) {
+                            response.append(" (").append(field.getUnit()).append(")");
+                        }
+                        response.append("\n");
+
+                        response.append("  Current Value: ").append(value.getOrigin());
+
+                        // Add data type indication
+                        try {
+                            Double.parseDouble(value.getOrigin());
+                            response.append(" [Numeric]");
+                        } catch (NumberFormatException e) {
+                            response.append(" [String]");
+                        }
+                        response.append("\n\n");
+                    }
+
+                    if (valueRow.getLabels() != null && !valueRow.getLabels().isEmpty()) {
+                        response.append("-".repeat(20)).append("\n");
+                    }
+                }
+            } else {
+                response.append("No field parameter data available for metrics '").append(metrics).append("'.\n");
+                response.append("Use get_apps_metrics_hierarchy tool to check available metrics for this monitor type.");
+            }
+
+            return response.toString();
+
+        } catch (Exception e) {
+            log.error("Failed to get real-time metrics: {}", e.getMessage(), e);
+            return "Error retrieving real-time metrics: " + e.getMessage();
+        }
+    }
+
+    @Override
+    @Tool(name = "get_historical_metrics", description = """
+            HertzBeat: Get historical metrics data for analysis and trending.
+            Returns time-series data for specified metrics over a time range.
+            Use the query_monitors tool to find the correct monitor IDs/ name or type for the monitor(s) user asked the metrics for
+            Pass that name into the get_apps_metrics_hierarchy tool to get the metrics hierarchy i.e metrics and the field parameter
+            DO NOT USE THE LABEL FIELD ALWAYS USE THE VALUE FIELD FROM THE HIERARCHY JSON
+            Ask user to provide the filters for labels, history and interval aggregation
+            """)
+    public String getHistoricalMetrics(
+            @ToolParam(description = "Instance identifier (e.g., 'ip:port', 'ip', or 'domain')") String instance,
+            @ToolParam(description = "Monitor type (e.g., 'linux', 'mysql', 'http')", required = true) String app,
+            @ToolParam(description = "Metrics name (e.g., 'target', 'cpu', 'memory')", required = true) String metrics,
+            @ToolParam(description = "Field Parameter (e.g., 'usage', 'used', 'available')", required = false) String fieldParameter,
+            @ToolParam(description = "Label filter for specific instances", required = false) String label,
+            @ToolParam(description = "Time range (e.g., '1h', '6h', '24h', '7d')", required = false) String history,
+            @ToolParam(description = "Whether to aggregate data with intervals", required = false) Boolean interval) {
+
+        try {
+            log.info("Getting historical metrics for monitor instance {} and metrics {}", instance, metrics);
+
+            if (history == null || history.trim().isEmpty()) {
+                history = "24h";
+            }
+            if (interval == null) {
+                interval = true;
+            }
+
+            MetricsHistoryData historyData = metricsDataService.getMetricHistoryData(instance,
+                    app, metrics, fieldParameter, history, interval);
+
+            if (historyData == null) {
+                return String.format("No historical metrics data found for monitor %s and metrics '%s'", instance, metrics);
+            }
+
+            StringBuilder response = new StringBuilder();
+            response.append("HISTORICAL METRICS: ").append(metrics).append(" (Monitor ID: ").append(instance).append(")\n");
+            response.append("Time Range: ").append(history).append(" | Interval Aggregation: ").append(interval).append("\n");
+            response.append("=".repeat(60)).append("\n\n");
+
+            if (historyData.getValues() != null && !historyData.getValues().isEmpty()) {
+                response.append("Field: ").append(historyData.getField() != null ? historyData.getField().getName() : "Unknown").append("\n");
+                
+                // Calculate total data points
+                int totalPoints = historyData.getValues().values().stream()
+                        .mapToInt(List::size)
+                        .sum();
+                response.append("Data Points: ").append(totalPoints).append("\n");
+                
+                // Show sample data points (first 10) from all value lists
+                int count = 0;
+                response.append("\nSample Data Points:\n");
+                for (Map.Entry<String, List<Value>> entry : historyData.getValues().entrySet()) {
+                    String labelKey = entry.getKey();
+                    List<Value> values = entry.getValue();
+                    
+                    for (Value value : values) {
+                        if (count >= 10) break;
+                        response.append("Label: ").append(labelKey)
+                               .append(" | Time: ").append(value.getTime())
+                               .append(" | Value: ").append(value.getOrigin()).append("\n");
+                        count++;
+                    }
+                    if (count >= 10) break;
+                }
+                
+                if (totalPoints > 10) {
+                    response.append("... and ").append(totalPoints - 10).append(" more data points\n");
+                }
+            } else {
+                response.append("No historical data points available.");
+            }
+
+            return response.toString();
+
+        } catch (Exception e) {
+            log.error("Failed to get historical metrics: {}", e.getMessage(), e);
+            return "Error retrieving historical metrics: " + e.getMessage();
+        }
+    }
+
+    @Override
+    @Tool(name = "get_warehouse_status", description = """
+            HertzBeat: Check the status of the metrics storage warehouse system.
+            Returns whether the metrics storage is operational and accessible.
+            """)
+    public String getWarehouseStatus() {
+        try {
+            log.info("Checking warehouse storage status");
+            SubjectSum subjectSum = McpContextHolder.getSubject();
+            log.debug("Current security subject for getWarehouseStorageServerStatus: {}", subjectSum);
+
+            Boolean status = metricsDataService.getWarehouseStorageServerStatus();
+
+            StringBuilder response = new StringBuilder();
+            response.append("METRICS WAREHOUSE STATUS\n");
+            response.append("========================\n\n");
+
+            if (status != null && status) {
+                response.append("Status: ONLINE ✓\n");
+                response.append("The metrics storage warehouse is operational and accessible.\n");
+                response.append("Historical metrics data queries are available.");
+            } else {
+                response.append("Status: OFFLINE ✗\n");
+                response.append("The metrics storage warehouse is not accessible.\n");
+                response.append("Only real-time metrics may be available.");
+            }
+
+            return response.toString();
+
+        } catch (Exception e) {
+            log.error("Failed to get warehouse status: {}", e.getMessage(), e);
+            return "Error checking warehouse status: " + e.getMessage();
+        }
+    }
+
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/tools/impl/MonitorToolsImpl.java

@@ -0,0 +1,593 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.hertzbeat.ai.tools.impl;
+
+import com.usthe.sureness.subject.SubjectSum;
+import java.util.Optional;
+import lombok.extern.slf4j.Slf4j;
+import org.apache.commons.collections.CollectionUtils;
+import org.apache.commons.lang3.StringUtils;
+import org.apache.hertzbeat.ai.config.McpContextHolder;
+import org.apache.hertzbeat.ai.dao.ChatConversationDao;
+import org.apache.hertzbeat.common.entity.ai.ChatConversation;
+import org.apache.hertzbeat.common.util.AesUtil;
+import org.apache.hertzbeat.common.util.JsonUtil;
+import org.apache.hertzbeat.manager.pojo.dto.MonitorDto;
+import org.apache.hertzbeat.manager.pojo.dto.ParamDefineInfo;
+import org.apache.hertzbeat.manager.service.MonitorService;
+import org.apache.hertzbeat.manager.service.AppService;
+import org.apache.hertzbeat.ai.utils.UtilityClass;
+import org.springframework.ai.tool.annotation.Tool;
+import org.springframework.data.domain.Page;
+import org.springframework.stereotype.Service;
+import org.apache.hertzbeat.ai.tools.MonitorTools;
+import org.springframework.ai.tool.annotation.ToolParam;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.apache.hertzbeat.common.entity.manager.Monitor;
+import org.apache.hertzbeat.common.entity.manager.Param;
+import tools.jackson.core.type.TypeReference;
+
+import java.util.ArrayList;
+import java.util.List;
+import java.util.Map;
+
+/**
+ * Implementation of Monitoring Tools functionality
+ */
+@Slf4j
+@Service
+public class MonitorToolsImpl implements MonitorTools {
+
+    @Autowired
+    private MonitorService monitorService;
+    @Autowired
+    private AppService appService;
+    @Autowired
+    private ChatConversationDao conversationDao;
+
+
+    /**
+     * Tool to query monitor information with flexible filtering and pagination. Supports filtering by monitor IDs,
+     * type, status, host, labels, sorting, and pagination. Returns detailed monitor information including ID, name,
+     * type, host, and status.
+     */
+    @Override
+    @Tool(name = "query_monitors", description = """
+        HertzBeat: Query Existing/configured monitors in HertzBeat.
+        This tool retrieves monitors based on various filters and parameters.
+        Comprehensive monitor querying with flexible filtering, pagination, and specialized views.
+
+        MONITOR STATUSES:
+        - status=1: Online/Active monitors (healthy, responding normally)
+        - status=2: Offline monitors (not responding, connection failed)
+        - status=3: Unreachable monitors (network/connectivity issues)
+        - status=0: Paused monitors (manually disabled/suspended)
+        - status=9 or null: All monitors regardless of status (default)
+
+        COMMON USE CASES & PARAMETER COMBINATIONS:
+
+        1. BASIC MONITOR LISTING:
+           - Default: No parameters (shows all monitors, 8 per page)
+           - By type: app='linux' (show only Linux monitors)
+           - Search: search='web' (find monitors with 'web' in name/host)
+
+        2. STATUS-BASED QUERIES:
+           - Healthy monitors: status=1, pageSize=50
+           - Problem monitors: status=2 or status=3, pageSize=50
+           - Offline monitors only: status=2
+           - Unreachable monitors only: status=3
+           - Paused monitors: status=0
+
+        3. MONITORING HEALTH OVERVIEW:
+           - All statuses with statistics: status=9, includeStats=true, pageSize=100
+           - Unhealthy monitors: Pass both status=2 AND status=3 (make 2 separate calls)
+
+        4. ADVANCED FILTERING:
+           - Specific monitor types: app='mysql', status=1 (healthy MySQL monitors)
+           - Label-based: labels='env:prod,critical:true'
+           - Host search: search='192.168' (find by IP pattern)
+           - Monitor IDs: ids=[1,2,3] (specific monitors by ID)
+
+        5. SORTING & PAGINATION:
+           - Recently updated: sort='gmtUpdate', order='desc'
+           - Alphabetical: sort='name', order='asc'
+           - By creation: sort='gmtCreate', order='desc' (newest first)
+           - Large datasets: pageSize=50-100 for bulk operations
+
+        RESPONSE FORMAT:
+        - includeStats=true: Adds status distribution summary at top
+        - Default: Simple list with ID, name, type, host, status
+        - Shows total count and pagination info
+        """)
+    public String queryMonitors(
+        @ToolParam(description = "Specific monitor IDs to retrieve (optional)", required = false) List<Long> ids,
+        @ToolParam(description = "Monitor type filter: 'linux', 'mysql', 'http', 'redis', etc. (optional)", required = false) String app,
+        @ToolParam(description = "Monitor status: 1=online, 2=offline, 3=unreachable, 0=paused, 9=all (default: 9)", required = false) Byte status,
+        @ToolParam(description = "Search in monitor names or hosts (partial matching)", required = false) String search,
+        @ToolParam(description = "Label filters, format: 'key1:value1,key2:value2'", required = false) String labels,
+        @ToolParam(description = "Sort field: 'name', 'gmtCreate', 'gmtUpdate', 'status', 'app' (default: gmtCreate)", required = false) String sort,
+        @ToolParam(description = "Sort order: 'asc' (ascending) or 'desc' (descending, default)", required = false) String order,
+        @ToolParam(description = "Page number starting from 0 (default: 0)", required = false) Integer pageIndex,
+        @ToolParam(description = "Items per page: 1-100 recommended (default: 20)", required = false) Integer pageSize,
+        @ToolParam(description = "Include status statistics summary (default: false)", required = false) Boolean includeStats) {
+        try {
+            // Set defaults
+            if (pageSize == null || pageSize <= 0) {
+                pageSize = 20;
+            }
+            if (pageIndex == null) {
+                pageIndex = 0;
+            }
+            if (includeStats == null) {
+                includeStats = false;
+            }
+
+            SubjectSum subjectSum = McpContextHolder.getSubject();
+            log.debug("Current security subject: {}", subjectSum);
+
+            Page<Monitor> result = monitorService.getMonitors(
+                ids, app, search, status, sort, order, pageIndex, pageSize, labels);
+            log.debug("MonitorService.getMonitors result: {}", result);
+
+            StringBuilder response = new StringBuilder();
+            response.append("MONITOR QUERY RESULTS\n");
+            response.append("====================\n\n");
+
+            // Include statistics if requested
+            if (includeStats) {
+                // Get status distribution by calling with different status values
+                long onlineCount = monitorService.getMonitors(null, app, search, (byte) 1, "id", "asc", 0, 1, labels).getTotalElements();
+                long offlineCount = monitorService.getMonitors(null, app, search, (byte) 2, "id", "asc", 0, 1, labels).getTotalElements();
+                long unreachableCount = monitorService.getMonitors(null, app, search, (byte) 3, "id", "asc", 0, 1, labels).getTotalElements();
+                long pausedCount = monitorService.getMonitors(null, app, search, (byte) 0, "id", "asc", 0, 1, labels).getTotalElements();
+
+                response.append("STATUS OVERVIEW:\n");
+                response.append("- Online: ").append(onlineCount).append("\n");
+                response.append("- Offline: ").append(offlineCount).append("\n");
+                response.append("- Unreachable: ").append(unreachableCount).append("\n");
+                response.append("- Paused: ").append(pausedCount).append("\n");
+
+                long total = onlineCount + offlineCount + unreachableCount + pausedCount;
+                if (total > 0) {
+                    double healthPercentage = (onlineCount * 100.0) / total;
+                    response.append("- Health Rate: ").append(String.format("%.1f", healthPercentage)).append("%\n");
+                }
+                response.append("\n");
+            }
+
+            response.append("Query Results: ").append(result.getContent().size())
+                .append(" monitors (Total: ").append(result.getTotalElements()).append(")\n");
+
+            if (result.getTotalPages() > 1) {
+                response.append("Page ").append(pageIndex + 1).append(" of ").append(result.getTotalPages())
+                    .append("\n");
+            }
+            response.append("\n");
+
+            for (Monitor monitor : result.getContent()) {
+                response.append("ID: ").append(monitor.getId())
+                    .append(" | Name: ").append(monitor.getName())
+                    .append(" | Type: ").append(monitor.getApp())
+                    .append(" | Instance: ").append(monitor.getInstance())
+                    .append(" | Status: ").append(UtilityClass.getStatusText(monitor.getStatus()));
+
+                // Add creation date for better context
+                if (monitor.getGmtCreate() != null) {
+                    response.append(" | Created: ").append(monitor.getGmtCreate().toString(), 0, 10);
+                }
+                response.append("\n");
+            }
+
+            if (result.getContent().isEmpty()) {
+                response.append("No monitors found matching the specified criteria.\n");
+                response.append("Try adjusting your filters or search terms.");
+            }
+
+            return response.toString();
+        } catch (Exception e) {
+            return "Error retrieving monitors: " + e.getMessage();
+        }
+    }
+
+    @Override
+    @Tool(name = "add_monitor", description = """
+            HertzBeat: Add a new monitoring target to HertzBeat with comprehensive configuration.
+            This tool dynamically handles different parameter requirements for each monitor type.
+
+            This tool creates monitors with proper app-specific parameters.
+
+            *********
+            VERY IMPORTANT:
+            ALWAYS use get_monitor_additional_params to check the additional required parameters for the chosen type before adding a monitor or even mentioning it.
+            Use list_monitor_types tool to see available monitor type names to use here in the app parameter.
+            Use the information obtained from this to query user for parameters.
+            If the User has not given any parameters, ask them to provide the necessary parameters, until all the necessary parameters are provided.
+            **********
+
+            Examples of natural language requests this tool handles:
+            - "Monitor website example.com with HTTPS on port 443"
+            - "Add MySQL monitoring for database server at 192.168.1.10 with user admin"
+            - "Monitor Linux server health on host server.company.com via SSH"
+            - "Set up Redis monitoring on localhost port 6379 with password"
+
+            PARAMETER MAPPING: Use the 'params' parameter to pass all monitor-specific configuration.
+            The params should be a JSON string containing key-value pairs for the monitor type.
+            Use get_monitor_additional_params tool to see what parameters are required for each monitor type.
+
+            PARAMS EXAMPLES:
+            - Website: {"host":"example.com", "port":"443", "uri":"/api/health", "ssl":"true", "method":"GET"}
+            - Linux: {"host":"192.168.1.10", "port":"22", "username":"root", "password":"xxx"}
+            - MySQL: {"host":"db.server.com", "port":"3306", "username":"admin", "password":"xxx", "database":"mydb"}
+            - Redis: {"host":"redis.server.com", "port":"6379", "password":"xxx"}
+            """)
+    public String addMonitor(
+        @ToolParam(description = "Monitor name (required)", required = true) String name,
+        @ToolParam(description = "Monitor type: website, mysql, postgresql, redis, linux, windows, etc.", required = true) String app,
+        @ToolParam(description = "Collection interval in seconds (default: 600)", required = false) Integer intervals,
+        @ToolParam(description = "Monitor-specific parameters as JSON string. "
+            + "Use get_monitor_additional_params to see required fields. "
+            + "Example: {\"host\":\"192.168.1.1\", \"port\":\"22\", \"username\":\"root\"}",
+            required = true) String params,
+        @ToolParam(description = "Monitor description (optional)", required = false) String description) {
+        return addMonitorProtected(null, name, app, intervals, params, description);
+    }
+
+    @Override
+    @Tool(name = "add_monitor_protected", description = """
+        HertzBeat: Add a new monitoring target to HertzBeat with comprehensive configuration.
+        This tool dynamically handles different parameter requirements for each monitor type.
+
+        This tool creates monitors with proper app-specific parameters.
+
+        *********
+        VERY IMPORTANT:
+        ALWAYS use get_monitor_additional_params to check the additional required parameters for the chosen type before adding a monitor or even mentioning it.
+        Use list_monitor_types tool to see available monitor type names to use here in the app parameter.
+        Use the information obtained from this to query user for parameters.
+        If the User has not given any parameters, ask them to provide the necessary parameters, until all the necessary parameters are provided.
+        If the conversation ID is unknown, please call the `add_monitor` method.
+        **********
+
+        Examples of natural language requests this tool handles:
+        - "Monitor website example.com with HTTPS on port 443"
+        - "Add MySQL monitoring for database server at 192.168.1.10 with user admin"
+        - "Monitor Linux server health on host server.company.com via SSH"
+        - "Set up Redis monitoring on localhost port 6379 with password"
+
+        PARAMETER MAPPING: Use the 'params' parameter to pass all monitor-specific configuration.
+        The params should be a JSON string containing key-value pairs for the monitor type.
+        Use get_monitor_additional_params tool to see what parameters are required for each monitor type.
+
+        PARAMS EXAMPLES:
+        - Website: {"host":"example.com", "port":"443", "uri":"/api/health", "ssl":"true", "method":"GET"}
+        - Linux: {"host":"192.168.1.10", "port":"22", "username":"root", "password":"xxx"}
+        - MySQL: {"host":"db.server.com", "port":"3306", "username":"admin", "password":"xxx", "database":"mydb"}
+        - Redis: {"host":"redis.server.com", "port":"6379", "password":"xxx"}
+        """)
+    public String addMonitorProtected(
+        @ToolParam(description = "The id for current conversation (required)", required = true) Long conversationId,
+        @ToolParam(description = "Monitor name (required)", required = true) String name,
+        @ToolParam(description = "Monitor type: website, mysql, postgresql, redis, linux, windows, etc.", required = true) String app,
+        @ToolParam(description = "Collection interval in seconds (default: 600)", required = false) Integer intervals,
+        @ToolParam(description = "Monitor-specific parameters as JSON string. "
+            + "Use get_monitor_additional_params to see required fields. "
+            + "Example: {\"host\":\"192.168.1.1\", \"port\":\"22\", \"username\":\"root\"}",
+            required = true) String params,
+        @ToolParam(description = "Monitor description (optional)", required = false) String description) {
+        try {
+            log.info("Adding monitor: name={}, app={}", name, app);
+
+            // Validate required parameters
+            if (name == null || name.trim().isEmpty()) {
+                return "Error: Monitor name is required";
+            }
+            if (app == null || app.trim().isEmpty()) {
+                return "Error: Monitor type/application is required";
+            }
+            if (params == null || params.trim().isEmpty()) {
+                return "Error: Monitor params is required. Use get_monitor_additional_params to see required fields for this monitor type.";
+            }
+
+            // Set defaults
+            if (intervals == null || intervals < 10) {
+                intervals = 600;
+            }
+            // Parse params to extract host and port for instance
+            List<Param> paramList = parseParams(params);
+
+            // Query and add sensitive parameters
+            if (conversationId != null) {
+                Optional<ChatConversation> chatConversation = conversationDao.findById(conversationId);
+                if (chatConversation.isPresent() && StringUtils.isNotEmpty(chatConversation.get().getSecurityData())) {
+                    List<Param> securityParams = JsonUtil.fromJson(
+                        AesUtil.aesDecode(chatConversation.get().getSecurityData()),
+                        new TypeReference<List<Param>>() {
+                        });
+                    if (CollectionUtils.isNotEmpty(securityParams)) {
+                        paramList.addAll(securityParams);
+                    }
+                }
+            }
+            String host = paramList.stream()
+                    .filter(p -> "host".equals(p.getField()))
+                    .map(Param::getParamValue)
+                    .findFirst()
+                    .orElse("");
+            String port = paramList.stream()
+                    .filter(p -> "port".equals(p.getField()))
+                    .map(Param::getParamValue)
+                    .findFirst()
+                    .orElse(null);
+
+            String instance = (port != null && !port.isEmpty()) ? host.trim() + ":" + port : host.trim();
+
+            // Create Monitor entity
+            Monitor monitor = Monitor.builder()
+                    .name(name.trim())
+                    .app(app.toLowerCase().trim())
+                    .instance(instance)
+                    .intervals(intervals)
+                    .status((byte) 1)
+                    .type((byte) 0)
+                    .description(description != null ? description.trim() : "")
+                    .build();
+
+            // Validate that all required parameters for this monitor type are provided
+            try {
+                MonitorDto monitorDto = new MonitorDto();
+                monitorDto.setMonitor(monitor);
+                monitorDto.setParams(paramList);
+                monitorService.validate(monitorDto, false);
+            } catch (IllegalArgumentException argumentException) {
+                if (argumentException.getMessage().contains("required")) {
+                    return String.format("Error: %s. "
+                            + "Or use get_monitor_additional_params tool to see all required parameters.",
+                        argumentException.getMessage());
+                } else {
+                    return String.format("Error: %s. ", argumentException.getMessage());
+                }
+            }
+            monitorService.addMonitor(monitor, paramList, null, null);
+            log.info("Successfully added monitor '{}' with ID: {}", monitor.getName(), monitor.getId());
+            return String.format("Successfully added %s monitor '%s' with ID: %d (Instance: %s, Interval: %d seconds)",
+                    app.toUpperCase(), monitor.getName(), monitor.getId(), monitor.getInstance(), monitor.getIntervals());
+
+        } catch (Exception e) {
+            log.error("Failed to add monitor '{}': {}", name, e.getMessage(), e);
+            return "Error adding monitor '" + name + "': " + e.getMessage();
+        }
+    }
+
+    /**
+     * Parse params JSON string to list of Param objects
+     */
+    private List<Param> parseParams(String params) {
+        List<Param> paramList = new ArrayList<>();
+
+        if (params == null || params.trim().isEmpty()) {
+            return paramList;
+        }
+
+        try {
+            String cleaned = params.trim();
+            // Remove outer braces if present
+            if (cleaned.startsWith("{") && cleaned.endsWith("}")) {
+                cleaned = cleaned.substring(1, cleaned.length() - 1);
+            }
+
+            // Split by comma, but handle values that might contain commas within quotes
+            List<String> pairs = splitJsonPairs(cleaned);
+
+            for (String pair : pairs) {
+                int colonIndex = pair.indexOf(':');
+                if (colonIndex > 0) {
+                    String key = pair.substring(0, colonIndex).trim().replaceAll("\"", "");
+                    String value = pair.substring(colonIndex + 1).trim().replaceAll("\"", "");
+
+                    // Determine param type based on field name
+                    byte paramType = determineParamType(key);
+                    paramList.add(Param.builder().field(key).paramValue(value).type(paramType).build());
+                }
+            }
+        } catch (Exception e) {
+            log.warn("Failed to parse params: {}", e.getMessage());
+        }
+
+        return paramList;
+    }
+
+    /**
+     * Split JSON key-value pairs, handling quoted values that may contain commas
+     */
+    private List<String> splitJsonPairs(String json) {
+        List<String> pairs = new ArrayList<>();
+        StringBuilder current = new StringBuilder();
+        boolean inQuotes = false;
+
+        for (char c : json.toCharArray()) {
+            if (c == '"') {
+                inQuotes = !inQuotes;
+                current.append(c);
+            } else if (c == ',' && !inQuotes) {
+                if (current.length() > 0) {
+                    pairs.add(current.toString().trim());
+                    current = new StringBuilder();
+                }
+            } else {
+                current.append(c);
+            }
+        }
+
+        if (current.length() > 0) {
+            pairs.add(current.toString().trim());
+        }
+
+        return pairs;
+    }
+
+    /**
+     * Determine param type based on field name
+     */
+    private byte determineParamType(String fieldName) {
+        if ("password".equalsIgnoreCase(fieldName) || "privateKey".equalsIgnoreCase(fieldName)) {
+            return (byte) 2; // Password type
+        } else if ("port".equalsIgnoreCase(fieldName) || "timeout".equalsIgnoreCase(fieldName)) {
+            return (byte) 0; // Number type
+        }
+        return (byte) 1; // Default string type
+    }
+
+    @Override
+    @Tool(name = "list_monitor_types", description = """
+            HertzBeat: List all available monitor types that can be added to HertzBeat.
+            This tool shows all supported monitor types with their display names.
+            Use this to see what types of monitors you can create with the add_monitor tool.
+            """)
+    public String listMonitorTypes(
+            @ToolParam(description = "Language code for localized names (en-US, zh-CN, etc.). Default: en-US", required = false) String language) {
+
+        try {
+            log.info("Listing available monitor types for language: {}", language);
+            SubjectSum subjectSum = McpContextHolder.getSubject();
+            log.debug("Current subject in list_monitor_types tool: {}", subjectSum);
+
+            // Set default language if not provided
+            if (language == null || language.trim().isEmpty()) {
+                language = "en-US";
+            }
+
+            // Get available monitor types from app service
+            Map<String, String> monitorTypes = appService.getI18nApps(language);
+
+            if (monitorTypes == null || monitorTypes.isEmpty()) {
+                return "No monitor types are currently available.";
+            }
+
+            // Format the response as a nice list
+            StringBuilder response = new StringBuilder();
+            response.append("Available Monitor Types (Total: ").append(monitorTypes.size()).append("):\n\n");
+
+            // Sort monitor types alphabetically by key
+            List<Map.Entry<String, String>> sortedTypes = monitorTypes.entrySet().stream()
+                    .sorted(Map.Entry.comparingByKey())
+                    .toList();
+
+            for (Map.Entry<String, String> entry : sortedTypes) {
+                String typeKey = entry.getKey();
+                String displayName = entry.getValue();
+                response.append("• ").append(typeKey)
+                       .append(" - ").append(displayName)
+                       .append("\n");
+            }
+
+            response.append("\nTo add a monitor, use the add_monitor tool with one of these types as the 'app' parameter.");
+
+            log.info("Successfully listed {} monitor types", monitorTypes);
+            return response.toString();
+
+        } catch (Exception e) {
+            log.error("Failed to list monitor types: {}", e.getMessage(), e);
+            return "Error retrieving monitor types: " + e.getMessage();
+        }
+    }
+
+    @Override
+    @Tool(name = "get_monitor_params", description = """
+            HertzBeat: Get the parameter definitions required for a specific monitor type.
+            This tool shows what parameters are needed when adding a monitor of the specified type,
+            ALWAYS use this before adding a monitor to understand what parameters the user needs to provide.
+            Use the app parameter to specify the monitor type/application name (e.g., 'linux', 'mysql', 'redis') this can be obtained from the list_monitor_types tool.
+            """)
+    public String getMonitorParams(
+            @ToolParam(description = "Monitor type/application name (e.g., 'linux', 'mysql', 'redis')", required = true) String app) {
+
+        try {
+            log.info("Getting parameter definitions for monitor type: {}", app);
+            SubjectSum subjectSum = McpContextHolder.getSubject();
+            log.debug("Current subject in get_monitor_param_defines tool: {}", subjectSum);
+
+            // Validate required parameter
+            if (app == null || app.trim().isEmpty()) {
+                return "Error: Monitor type/application parameter is required";
+            }
+
+            // Get parameter definitions from app service
+            List<ParamDefineInfo> paramDefines = appService.getAppParamDefines(app.toLowerCase().trim());
+
+            if (paramDefines == null || paramDefines.isEmpty()) {
+                return String.format("No parameter definitions found for monitor type '%s'. "
+                   + "This monitor type may not exist or may not require additional parameters.", app);
+            }
+
+            // Format the response
+            StringBuilder response = new StringBuilder();
+            response.append(String.format("Parameter Definitions for Monitor Type '%s' (Total: %d):\n\n",
+                app, paramDefines.size()));
+
+            for (ParamDefineInfo paramDefine : paramDefines) {
+                response.append("• Field: ").append(paramDefine.getField()).append("\n");
+
+                // Add display name if available
+                if (paramDefine.getName() != null && !paramDefine.getName().toString().trim().isEmpty()) {
+                    response.append("  Name: ").append(paramDefine.getName()).append("\n");
+                }
+
+                // Add type
+                if (paramDefine.getType() != null && !paramDefine.getType().trim().isEmpty()) {
+                    response.append("  Type: ").append(paramDefine.getType()).append("\n");
+                }
+
+                // Add required status
+                response.append("  Required: ").append(paramDefine.isRequired() ? "Yes" : "No").append("\n");
+
+                // Add default value if present
+                if (paramDefine.getDefaultValue() != null && !paramDefine.getDefaultValue().trim().isEmpty()) {
+                    response.append("  Default: ").append(paramDefine.getDefaultValue()).append("\n");
+                }
+
+                // Add validation range if present
+                if (paramDefine.getRange() != null && !paramDefine.getRange().trim().isEmpty()) {
+                    response.append("  Range: ").append(paramDefine.getRange()).append("\n");
+                }
+
+                // Add limit if present
+                if (paramDefine.getLimit() != null) {
+                    response.append("  Limit: ").append(paramDefine.getLimit()).append("\n");
+                }
+
+                // Add placeholder text if present
+                if (paramDefine.getPlaceholder() != null && !paramDefine.getPlaceholder().trim().isEmpty()) {
+                    response.append("  Placeholder: ").append(paramDefine.getPlaceholder()).append("\n");
+                }
+
+                response.append("\n");
+            }
+
+            response.append("To add a monitor of this type, use the add_monitor tool with these parameters.\n");
+            response.append(String.format("Example: add_monitor(name='my-monitor', app='%s', host='your-host', ...)", app));
+
+            log.info("Successfully retrieved {} parameter definitions for monitor type: {}", paramDefines.size(), app);
+            return response.toString();
+
+        } catch (Exception e) {
+            log.error("Failed to get parameter definitions for monitor type '{}': {}", app, e.getMessage(), e);
+            return "Error retrieving parameter definitions for monitor type '" + app + "': " + e.getMessage();
+        }
+    }
+
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/tools/impl/ScheduleToolsImpl.java

@@ -0,0 +1,268 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.hertzbeat.ai.tools.impl;
+
+import java.time.format.DateTimeFormatter;
+import java.util.List;
+import lombok.extern.slf4j.Slf4j;
+import org.apache.hertzbeat.ai.service.SopScheduleService;
+import org.apache.hertzbeat.ai.sop.registry.SkillRegistry;
+import org.apache.hertzbeat.ai.utils.SopMessageUtil;
+import org.apache.hertzbeat.ai.tools.ScheduleTools;
+import org.apache.hertzbeat.common.entity.ai.SopSchedule;
+import org.springframework.ai.tool.annotation.Tool;
+import org.springframework.ai.tool.annotation.ToolParam;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.context.annotation.Lazy;
+import org.springframework.stereotype.Service;
+
+/**
+ * Implementation of ScheduleTools for AI-driven schedule management.
+ * Allows AI to create and manage scheduled tasks through natural language.
+ * 
+ * The conversationId is injected into the System Prompt so AI can pass it
+ * when calling these tools.
+ */
+@Slf4j
+@Service
+public class ScheduleToolsImpl implements ScheduleTools {
+
+    private static final DateTimeFormatter TIME_FORMATTER = DateTimeFormatter.ofPattern("yyyy-MM-dd HH:mm:ss");
+
+    private final SopScheduleService scheduleService;
+    private final SkillRegistry skillRegistry;
+
+    @Autowired
+    public ScheduleToolsImpl(@Lazy SopScheduleService scheduleService, 
+                             @Lazy SkillRegistry skillRegistry) {
+        this.scheduleService = scheduleService;
+        this.skillRegistry = skillRegistry;
+    }
+
+    @Override
+    @Tool(name = "createScheduleForConversation",
+          description = "Create a scheduled task to automatically execute a skill at specified times. "
+                  + "IMPORTANT: You must pass the conversationId from the system context (shown as 'Current Conversation ID' in the prompt). "
+                  + "The cron expression should be in 6-digit Spring format: 'seconds minutes hours dayOfMonth month dayOfWeek'. "
+                  + "Common examples: '0 0 9 * * ?' (daily at 9:00), '0 30 8 * * MON-FRI' (weekdays at 8:30).")
+    public String createSchedule(
+            @ToolParam(description = "Name of the skill to schedule (e.g., 'daily_inspection', 'mysql_slow_query_diagnosis')", 
+                       required = true) String skillName,
+            @ToolParam(description = "Cron expression in 6-digit Spring format. Examples: '0 0 9 * * ?' for daily 9am", 
+                       required = true) String cronExpression,
+            @ToolParam(description = "Human-readable description of what this schedule does", 
+                       required = false) String description) {
+        // This method signature is kept for interface compatibility
+        // AI should use createScheduleWithConversation instead
+        return SopMessageUtil.getMessage("schedule.error.use.with.conversation");
+    }
+
+    /**
+     * Create schedule with explicit conversationId - the primary method AI should call.
+     */
+    @Tool(name = "createScheduleWithConversation",
+          description = "Create a scheduled task for a specific conversation. "
+                  + "Use the conversationId from the system context. "
+                  + "The cron expression should be in 6-digit Spring format.")
+    public String createScheduleWithConversation(
+            @ToolParam(description = "Conversation ID from the system context", required = true) Long conversationId,
+            @ToolParam(description = "Name of the skill to schedule (e.g., 'daily_inspection')", required = true) String skillName,
+            @ToolParam(description = "Cron expression in Spring format (e.g., '0 0 9 * * ?')", required = true) String cronExpression,
+            @ToolParam(description = "Description of the schedule", required = false) String description) {
+
+        log.info("AI creating schedule: conversationId={}, skill={}, cron={}, desc={}", 
+                 conversationId, skillName, cronExpression, description);
+
+        // Validate skill exists
+        if (skillRegistry.getSkill(skillName) == null) {
+            String available = String.join(", ", 
+                    skillRegistry.getAllSkills().stream()
+                            .map(s -> s.getName())
+                            .toList());
+            return SopMessageUtil.getMessage("schedule.error.skill.not.found", 
+                    new Object[]{skillName, available}, null);
+        }
+
+        if (conversationId == null || conversationId <= 0) {
+            return SopMessageUtil.getMessage("schedule.error.invalid.conversation");
+        }
+
+        try {
+            // Check for duplicate schedule (same skill + cron expression)
+            List<SopSchedule> existing = scheduleService.getSchedulesByConversation(conversationId);
+            boolean duplicate = existing.stream()
+                    .anyMatch(s -> s.getSopName().equals(skillName) 
+                                && s.getCronExpression().equals(cronExpression));
+            if (duplicate) {
+                return SopMessageUtil.getMessage("schedule.create.duplicate", 
+                        new Object[]{skillName, cronExpression}, null)
+                        + "\n\n" + SopMessageUtil.getMessage("schedule.create.duplicate.hint");
+            }
+
+            SopSchedule schedule = new SopSchedule();
+            schedule.setConversationId(conversationId);
+            schedule.setSopName(skillName);
+            schedule.setCronExpression(cronExpression);
+            schedule.setEnabled(true);
+
+            SopSchedule created = scheduleService.createSchedule(schedule);
+
+            StringBuilder response = new StringBuilder();
+            response.append(SopMessageUtil.getMessage("schedule.create.success")).append("\n\n");
+            response.append("**").append(SopMessageUtil.getMessage("schedule.detail.title")).append("**:\n");
+            response.append("- **").append(SopMessageUtil.getMessage("schedule.detail.skill")).append("**: ").append(skillName).append("\n");
+            response.append("- **").append(SopMessageUtil.getMessage("schedule.detail.cron")).append("**: ").append(cronExpression).append("\n");
+            response.append("- **").append(SopMessageUtil.getMessage("schedule.detail.id")).append("**: ").append(created.getId()).append("\n");
+            response.append("- **").append(SopMessageUtil.getMessage("schedule.detail.status")).append("**: ").append(SopMessageUtil.getMessage("schedule.detail.enabled")).append("\n");
+            
+            if (created.getNextRunTime() != null) {
+                response.append("- **").append(SopMessageUtil.getMessage("schedule.detail.next.run")).append("**: ").append(created.getNextRunTime().format(TIME_FORMATTER)).append("\n");
+            }
+
+            if (description != null && !description.isEmpty()) {
+                response.append("- **").append(SopMessageUtil.getMessage("schedule.detail.description")).append("**: ").append(description).append("\n");
+            }
+
+            response.append("\n").append(SopMessageUtil.getMessage("schedule.create.effective"));
+
+            return response.toString();
+
+        } catch (IllegalArgumentException e) {
+            return SopMessageUtil.getMessage("schedule.error.create.failed") + ": " + e.getMessage();
+        } catch (Exception e) {
+            log.error("Failed to create schedule", e);
+            return SopMessageUtil.getMessage("schedule.error.create.failed") + ": " + e.getMessage();
+        }
+    }
+
+    @Override
+    @Tool(name = "listSchedulesForConversation",
+          description = "List all scheduled tasks for a specific conversation. "
+                  + "Use the conversationId from the system context.")
+    public String listSchedules() {
+        // This method signature is kept for interface compatibility
+        return SopMessageUtil.getMessage("schedule.error.use.with.conversation");
+    }
+
+    @Tool(name = "listSchedulesWithConversation",
+          description = "List all scheduled tasks for a specific conversation.")
+    public String listSchedulesWithConversation(
+            @ToolParam(description = "Conversation ID from the system context", required = true) Long conversationId) {
+        
+        log.info("AI listing schedules for conversation: {}", conversationId);
+
+        if (conversationId == null || conversationId <= 0) {
+            return SopMessageUtil.getMessage("schedule.error.invalid.conversation");
+        }
+
+        try {
+            List<SopSchedule> schedules = scheduleService.getSchedulesByConversation(conversationId);
+
+            if (schedules.isEmpty()) {
+                return SopMessageUtil.getMessage("schedule.list.empty") + "\n\n" 
+                        + SopMessageUtil.getMessage("schedule.list.hint");
+            }
+
+            StringBuilder sb = new StringBuilder();
+            sb.append("**").append(SopMessageUtil.getMessage("schedule.list.title")).append("** (")
+              .append(SopMessageUtil.getMessage("schedule.list.count", new Object[]{schedules.size()}, null))
+              .append("):\n\n");
+
+            for (SopSchedule schedule : schedules) {
+                String statusLabel = schedule.getEnabled() 
+                        ? SopMessageUtil.getMessage("schedule.detail.enabled")
+                        : SopMessageUtil.getMessage("schedule.detail.disabled");
+                
+                sb.append("### ").append(schedule.getId()).append(". ").append(schedule.getSopName());
+                sb.append(" (").append(statusLabel).append(")\n");
+                sb.append("- **").append(SopMessageUtil.getMessage("schedule.detail.cron")).append("**: `").append(schedule.getCronExpression()).append("`\n");
+                sb.append("- **").append(SopMessageUtil.getMessage("schedule.detail.status")).append("**: ").append(statusLabel).append("\n");
+                
+                if (schedule.getLastRunTime() != null) {
+                    sb.append("- **").append(SopMessageUtil.getMessage("schedule.detail.last.run")).append("**: ").append(schedule.getLastRunTime().format(TIME_FORMATTER)).append("\n");
+                }
+                if (schedule.getNextRunTime() != null) {
+                    sb.append("- **").append(SopMessageUtil.getMessage("schedule.detail.next.run")).append("**: ").append(schedule.getNextRunTime().format(TIME_FORMATTER)).append("\n");
+                }
+                sb.append("\n");
+            }
+
+            return sb.toString();
+
+        } catch (Exception e) {
+            log.error("Failed to list schedules", e);
+            return "Error: " + e.getMessage();
+        }
+    }
+
+    @Override
+    @Tool(name = "deleteSchedule",
+          description = "Delete a scheduled task by its ID. Use listSchedulesForConversation first to find the task ID.")
+    public String deleteSchedule(
+            @ToolParam(description = "ID of the schedule to delete", required = true) Long scheduleId) {
+
+        log.info("AI deleting schedule: {}", scheduleId);
+
+        try {
+            SopSchedule schedule = scheduleService.getSchedule(scheduleId);
+            if (schedule == null) {
+                return SopMessageUtil.getMessage("schedule.error.not.found", new Object[]{scheduleId}, null);
+            }
+
+            String skillName = schedule.getSopName();
+            scheduleService.deleteSchedule(scheduleId);
+
+            return SopMessageUtil.getMessage("schedule.delete.success", new Object[]{scheduleId, skillName}, null);
+
+        } catch (Exception e) {
+            log.error("Failed to delete schedule {}", scheduleId, e);
+            return "Error: " + e.getMessage();
+        }
+    }
+
+    @Override
+    @Tool(name = "toggleSchedule",
+          description = "Enable or disable a scheduled task. Use listSchedulesForConversation first to find the task ID.")
+    public String toggleSchedule(
+            @ToolParam(description = "ID of the schedule to toggle", required = true) Long scheduleId,
+            @ToolParam(description = "true to enable, false to disable", required = true) boolean enabled) {
+
+        log.info("AI toggling schedule {} to enabled={}", scheduleId, enabled);
+
+        try {
+            SopSchedule schedule = scheduleService.getSchedule(scheduleId);
+            if (schedule == null) {
+                return SopMessageUtil.getMessage("schedule.error.not.found", new Object[]{scheduleId}, null);
+            }
+
+            SopSchedule updated = scheduleService.toggleSchedule(scheduleId, enabled);
+
+            String messageKey = enabled ? "schedule.toggle.enabled" : "schedule.toggle.disabled";
+            String statusLabel = enabled 
+                    ? SopMessageUtil.getMessage("schedule.detail.enabled")
+                    : SopMessageUtil.getMessage("schedule.detail.disabled");
+            
+            return SopMessageUtil.getMessage(messageKey, new Object[]{scheduleId, updated.getSopName()}, null)
+                    + "\n\n" + SopMessageUtil.getMessage("schedule.toggle.status") + ": " + statusLabel;
+
+        } catch (Exception e) {
+            log.error("Failed to toggle schedule {}", scheduleId, e);
+            return "Error: " + e.getMessage();
+        }
+    }
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/tools/impl/SkillToolsImpl.java

@@ -0,0 +1,174 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.hertzbeat.ai.tools.impl;
+
+import java.util.HashMap;
+import java.util.List;
+import java.util.Map;
+import java.util.stream.Collectors;
+import lombok.extern.slf4j.Slf4j;
+import org.apache.hertzbeat.ai.sop.engine.SopEngine;
+import org.apache.hertzbeat.ai.sop.model.OutputType;
+import org.apache.hertzbeat.ai.sop.model.SopDefinition;
+import org.apache.hertzbeat.ai.sop.model.SopParameter;
+import org.apache.hertzbeat.ai.sop.model.SopResult;
+import org.apache.hertzbeat.ai.sop.registry.SkillRegistry;
+import org.apache.hertzbeat.ai.tools.SkillTools;
+import org.apache.hertzbeat.common.util.JsonUtil;
+import org.springframework.ai.tool.annotation.Tool;
+import org.springframework.ai.tool.annotation.ToolParam;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.context.annotation.Lazy;
+import org.springframework.stereotype.Service;
+
+/**
+ * Implementation of SkillTools for AI-driven skill execution.
+ * Provides a unified interface for AI to discover and execute diagnostic skills.
+ */
+@Slf4j
+@Service
+public class SkillToolsImpl implements SkillTools {
+
+    /**
+     * Marker prefix for report-type outputs that should be displayed directly to users.
+     * When AI returns content with this prefix, frontend should render it directly
+     * without waiting for AI to process it further.
+     */
+    public static final String SKILL_REPORT_MARKER = "[[SKILL_REPORT]]";
+
+    private final SkillRegistry skillRegistry;
+    private final SopEngine sopEngine;
+
+    @Autowired
+    public SkillToolsImpl(@Lazy SkillRegistry skillRegistry, @Lazy SopEngine sopEngine) {
+        this.skillRegistry = skillRegistry;
+        this.sopEngine = sopEngine;
+    }
+
+    @Override
+    @Tool(name = "listSkills",
+          description = "List all available diagnostic skills. Returns skill names, descriptions, "
+                  + "and required parameters. Use this to discover what diagnostic capabilities are available "
+                  + "before executing a skill with executeSkill.")
+    public String listSkills() {
+        List<SopDefinition> skills = skillRegistry.getAllSkills();
+        
+        if (skills.isEmpty()) {
+            return "No diagnostic skills available.";
+        }
+
+        StringBuilder sb = new StringBuilder();
+        sb.append("Available Diagnostic Skills:\n\n");
+
+        for (SopDefinition skill : skills) {
+            sb.append("- **").append(skill.getName()).append("**\n");
+            sb.append("  Description: ").append(skill.getDescription()).append("\n");
+            sb.append("  Version: ").append(skill.getVersion()).append("\n");
+            
+            // List required parameters
+            if (skill.getParameters() != null && !skill.getParameters().isEmpty()) {
+                sb.append("  Parameters:\n");
+                for (SopParameter param : skill.getParameters()) {
+                    sb.append("    - ").append(param.getName());
+                    if (param.isRequired()) {
+                        sb.append(" (required)");
+                    }
+                    sb.append(": ").append(param.getDescription()).append("\n");
+                }
+            }
+            sb.append("\n");
+        }
+
+        sb.append("Usage: Call executeSkill with skillName and params (JSON format).\n");
+        sb.append("Example: executeSkill(\"mysql_slow_query_diagnosis\", \"{\\\"monitorId\\\": 123}\")");
+
+        return sb.toString();
+    }
+
+
+    @Override
+    @Tool(name = "executeSkill",
+          description = "Execute a diagnostic skill. For skills requiring monitorId, first use queryMonitors "
+                  + "to find the target monitor's ID. Report-type skills will return results directly to the user "
+                  + "without further AI processing. Use listSkills to see available skills.")
+    public String executeSkill(
+            @ToolParam(description = "Name of the skill to execute (e.g., mysql_slow_query_diagnosis)", 
+                       required = true) String skillName,
+            @ToolParam(description = "JSON string with skill parameters (e.g., {\"monitorId\": 123})", 
+                       required = false) String paramsJson) {
+
+        log.info("Executing skill: {} with params: {}", skillName, paramsJson);
+
+        // Get skill definition
+        SopDefinition skill = skillRegistry.getSkill(skillName);
+        if (skill == null) {
+            String available = skillRegistry.getAllSkills().stream()
+                    .map(SopDefinition::getName)
+                    .collect(Collectors.joining(", "));
+            return "Error: Skill '" + skillName + "' not found. Available skills: " + available;
+        }
+
+        // Parse parameters
+        Map<String, Object> params = parseParams(paramsJson);
+
+        // Validate required parameters
+        if (skill.getParameters() != null) {
+            for (SopParameter paramDef : skill.getParameters()) {
+                if (paramDef.isRequired()) {
+                    if (!params.containsKey(paramDef.getName()) || params.get(paramDef.getName()) == null) {
+                        return "Error: Required parameter '" + paramDef.getName() + "' is missing. "
+                                + "Description: " + paramDef.getDescription();
+                    }
+                }
+            }
+        }
+
+        try {
+            // Execute the skill
+            SopResult result = sopEngine.executeSync(skill, params);
+
+            // Check output type
+            if (result.getOutputType() == OutputType.REPORT) {
+                // Report type: return with marker for direct display to user
+                log.info("Skill {} returned report-type output, marking for direct display", skillName);
+                return SKILL_REPORT_MARKER + "\n" + result.getContent();
+            }
+
+            // For other types, return AI-friendly format for further processing
+            return result.toAiResponse();
+
+        } catch (Exception e) {
+            log.error("Failed to execute skill {}: {}", skillName, e.getMessage(), e);
+            return "Error executing skill '" + skillName + "': " + e.getMessage();
+        }
+    }
+
+    @SuppressWarnings("unchecked")
+    private Map<String, Object> parseParams(String paramsJson) {
+        if (paramsJson == null || paramsJson.trim().isEmpty()) {
+            return new HashMap<>();
+        }
+
+        try {
+            return JsonUtil.fromJson(paramsJson, Map.class);
+        } catch (Exception e) {
+            log.warn("Failed to parse params JSON: {}, returning empty map", paramsJson);
+            return new HashMap<>();
+        }
+    }
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/utils/SopMessageUtil.java

@@ -0,0 +1,89 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.hertzbeat.ai.utils;
+
+import java.util.Locale;
+import org.springframework.beans.factory.annotation.Qualifier;
+import org.springframework.context.MessageSource;
+import org.springframework.stereotype.Component;
+
+/**
+ * Utility class for SOP internationalization messages.
+ * Provides static access to MessageSource for POJOs like SopResult.
+ */
+@Component
+public class SopMessageUtil {
+    
+    private static MessageSource messageSource;
+    
+    public SopMessageUtil(@Qualifier("sopMessageSource") MessageSource messageSource) {
+        SopMessageUtil.messageSource = messageSource;
+    }
+    
+    /**
+     * Get message by code using current locale.
+     */
+    public static String getMessage(String code) {
+        return getMessage(code, null, null);
+    }
+    
+    /**
+     * Get message by code for specific language.
+     * @param code message code
+     * @param language language code: "zh", "en"
+     */
+    public static String getMessage(String code, String language) {
+        return getMessage(code, null, language);
+    }
+    
+    /**
+     * Get message by code with arguments for specific language.
+     */
+    public static String getMessage(String code, Object[] args, String language) {
+        if (messageSource == null) {
+            return code;
+        }
+        
+        Locale locale;
+        if ("en".equalsIgnoreCase(language) || "english".equalsIgnoreCase(language)) {
+            locale = Locale.ENGLISH;
+        } else if ("zh".equalsIgnoreCase(language) || "chinese".equalsIgnoreCase(language)) {
+            locale = Locale.CHINESE;
+        } else {
+            // Use system default locale (set by user's SystemConfig)
+            // instead of LocaleContextHolder which only works in HTTP request context
+            locale = Locale.getDefault();
+        }
+        
+        try {
+            return messageSource.getMessage(code, args, code, locale);
+        } catch (Exception e) {
+            return code;
+        }
+    }
+    
+    /**
+     * Get locale from language code.
+     */
+    public static Locale getLocale(String language) {
+        if ("en".equalsIgnoreCase(language) || "english".equalsIgnoreCase(language)) {
+            return Locale.ENGLISH;
+        }
+        return Locale.CHINESE;
+    }
+}

hertzbeat-ai/src/main/java/org/apache/hertzbeat/ai/utils/UtilityClass.java

@@ -0,0 +1,494 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.hertzbeat.ai.utils;
+
+import tools.jackson.databind.node.ArrayNode;
+import tools.jackson.databind.node.ObjectNode;
+import lombok.extern.slf4j.Slf4j;
+
+import java.time.Instant;
+import java.time.LocalDateTime;
+import java.time.ZoneId;
+import java.time.format.DateTimeFormatter;
+import java.util.ArrayList;
+import java.util.HashMap;
+import java.util.List;
+import java.util.Map;
+import org.apache.hertzbeat.manager.pojo.dto.Hierarchy;
+import tools.jackson.databind.ObjectMapper;
+
+/**
+ * Utility class providing helper methods for field expression validation, parsing,
+ * hierarchy management, timestamp formatting and metric/status conversions.
+ * This class contains stateless utility methods used across the application for
+ * common operations and validations.
+ */
+@Slf4j
+@lombok.experimental.UtilityClass
+public class UtilityClass {
+
+    /**
+     * Validates the syntax of field conditions expression
+     * @param fieldConditions Field conditions string to validate
+     * @return "VALID" if syntax is correct, error message otherwise
+     */
+
+    public String validateExpressionSyntax(String fieldConditions) {
+        try {
+            log.debug("Validating expression syntax: {}", fieldConditions);
+
+            // Check for basic syntax requirements
+            if (fieldConditions == null || fieldConditions.trim().isEmpty()) {
+                return "Error: Field conditions cannot be empty";
+            }
+
+            // Check for balanced parentheses
+            if (!hasBalancedParentheses(fieldConditions)) {
+                return "Error: Unbalanced parentheses in field conditions. Please check your expression syntax.";
+            }
+
+            // Validate operators used in the expression
+            String operatorValidation = validateOperators(fieldConditions);
+            if (!operatorValidation.equals("VALID")) {
+                return operatorValidation;
+            }
+
+            // Validate logical connectors
+            String logicalValidation = validateLogicalConnectors(fieldConditions);
+            if (!logicalValidation.equals("VALID")) {
+                return logicalValidation;
+            }
+
+            // Validate function syntax (equals, contains, etc.)
+            String functionValidation = validateFunctions(fieldConditions);
+            if (!functionValidation.equals("VALID")) {
+                return functionValidation;
+            }
+
+            log.debug("Expression syntax validation passed for: {}", fieldConditions);
+            return "VALID";
+
+        } catch (Exception e) {
+            log.error("Error during expression syntax validation: {}", e.getMessage(), e);
+            return String.format("Error: Unable to validate expression syntax: %s", e.getMessage());
+        }
+    }
+
+    /**
+     * Checks if parentheses are balanced in the expression
+     */
+    public boolean hasBalancedParentheses(String expression) {
+        int count = 0;
+        for (char c : expression.toCharArray()) {
+            if (c == '(') {
+                count++;
+            } else if (c == ')') {
+                count--;
+                if (count < 0) {
+                    return false; // More closing than opening
+                }
+            }
+        }
+        return count == 0; // Should be perfectly balanced
+    }
+
+    /**
+     * Validates that only supported operators are used
+     */
+    public String validateOperators(String fieldConditions) {
+        // Define supported operators for different field types
+        String[] numericOperators = {">", "<", ">=", "<=", "==", "!=", "exists()", "!exists()"};
+        String[] stringOperators = {"equals(", "contains(", "matches(", "exists()", "!equals(", "!contains(", "!matches(", "!exists()"};
+        String[] logicalOperators = {" and ", " or "};
+
+        // Remove quotes and function calls temporarily for operator checking
+        String tempExpression = fieldConditions
+                .replaceAll("\"[^\"]*\"", "VALUE") // Remove quoted strings
+                .replaceAll("'[^']*'", "VALUE")    // Remove single quoted strings
+                .replaceAll("\\w+\\([^)]*\\)", "FUNCTION"); // Remove function calls
+
+        // Check for invalid operators (common mistakes)
+        String[] invalidOperators = {"&&", "||", "AND", "OR", "=", "!="};
+        for (String invalidOp : invalidOperators) {
+            if (tempExpression.contains(invalidOp)) {
+                if (invalidOp.equals("&&") || invalidOp.equals("||")) {
+                    return String.format("Error: Use 'and'/'or' instead of '%s' for logical operations", invalidOp);
+                }
+                if (invalidOp.equals("AND") || invalidOp.equals("OR")) {
+                    return String.format("Error: Use lowercase '%s' for logical operations", invalidOp.toLowerCase());
+                }
+                if (invalidOp.equals("=")) {
+                    return "Error: Use '==' for equality comparison, not '='";
+                }
+            }
+        }
+
+        // Check for unsupported special characters that might indicate syntax errors
+        if (tempExpression.matches(".*[#$%^&*+\\[\\]{}|\\\\;:'\"`~].*")) {
+            return "Error: Expression contains unsupported special characters. Use only supported operators and functions.";
+        }
+
+        return "VALID";
+    }
+
+    /**
+     * Validates logical connectors syntax
+     */
+    public String validateLogicalConnectors(String fieldConditions) {
+        // Check for proper spacing around logical operators
+        if (fieldConditions.matches(".*(\\S(and|or)\\S).*")) {
+            return "Error: Logical operators 'and'/'or' must be surrounded by spaces";
+        }
+
+        // Check for consecutive logical operators
+        if (fieldConditions.matches(".*(and\\s+and|or\\s+or|and\\s+or\\s+and|or\\s+and\\s+or).*")) {
+            return "Error: Consecutive logical operators found. Use parentheses to group conditions properly.";
+        }
+
+        // Check for logical operators at the beginning or end
+        String trimmed = fieldConditions.trim();
+        if (trimmed.startsWith("and ") || trimmed.startsWith("or ")
+                || trimmed.endsWith(" and") || trimmed.endsWith(" or")) {
+            return "Error: Expression cannot start or end with logical operators 'and'/'or'";
+        }
+
+        return "VALID";
+    }
+
+    /**
+     * Validates function syntax (equals, contains, matches, etc.)
+     */
+    public String validateFunctions(String fieldConditions) {
+        // Check for properly formed function calls
+        String[] supportedFunctions = {"equals", "contains", "matches", "exists", "!equals", "!contains", "!matches", "!exists"};
+
+        // Find all function-like patterns
+        java.util.regex.Pattern functionPattern = java.util.regex.Pattern.compile("(!?\\w+)\\s*\\(([^)]*)\\)");
+        java.util.regex.Matcher matcher = functionPattern.matcher(fieldConditions);
+
+        while (matcher.find()) {
+            String functionName = matcher.group(1);
+            String functionArgs = matcher.group(2);
+
+            // Check if function is supported
+            boolean isSupported = false;
+            for (String supportedFunc : supportedFunctions) {
+                if (functionName.equals(supportedFunc)) {
+                    isSupported = true;
+                    break;
+                }
+            }
+
+            if (!isSupported) {
+                return String.format("Error: Unsupported function '%s'. Supported functions: %s",
+                        functionName, String.join(", ", supportedFunctions));
+            }
+
+            // Validate function arguments
+            if (functionName.equals("exists") || functionName.equals("!exists")) {
+                // exists() should have one parameter or no parameters
+                String[] args = functionArgs.trim().isEmpty() ? new String[0] : functionArgs.split(",");
+                if (args.length > 1) {
+                    return String.format("Error: Function '%s' should have at most one parameter", functionName);
+                }
+            } else {
+                // Other functions should have exactly 2 parameters
+                String[] args = functionArgs.split(",");
+                if (args.length != 2) {
+                    return String.format("Error: Function '%s' requires exactly 2 parameters (field, value)", functionName);
+                }
+
+                // Check that parameters are not empty
+                for (String arg : args) {
+                    if (arg.trim().isEmpty()) {
+                        return String.format("Error: Function '%s' has empty parameter", functionName);
+                    }
+                }
+            }
+        }
+
+        return "VALID";
+    }
+
+    /**
+     * Helper method to parse key-value pairs from a string
+     * Format: "key1:value1, key2:value2, ..."
+     */
+    public Map<String, String> parseKeyValuePairs(String input) {
+        Map<String, String> result = new HashMap<>();
+        if (input == null || input.trim().isEmpty()) {
+            return result;
+        }
+
+        String[] pairs = input.split(",");
+        for (String pair : pairs) {
+            String[] keyValue = pair.split(":");
+            if (keyValue.length == 2) {
+                result.put(keyValue[0].trim(), keyValue[1].trim());
+            }
+        }
+        return result;
+    }
+
+
+    /**
+     * Recursively searches for a metric in the hierarchy
+     */
+    public Hierarchy findMetricInHierarchy(List<Hierarchy> hierarchies, String metricName) {
+        for (Hierarchy hierarchy : hierarchies) {
+            // Check if this is the metric we're looking for
+            if (metricName.equals(hierarchy.getValue())) {
+                // Verify it has field children (leaf nodes)
+                if (hierarchy.getChildren() != null && !hierarchy.getChildren().isEmpty()) {
+                    boolean hasLeafChildren = hierarchy.getChildren().stream()
+                            .anyMatch(child -> child.getIsLeaf() != null && child.getIsLeaf());
+                    if (hasLeafChildren) {
+                        return hierarchy;
+                    }
+                }
+            }
+
+            // Recursively search in children
+            if (hierarchy.getChildren() != null) {
+                Hierarchy found = findMetricInHierarchy(hierarchy.getChildren(), metricName);
+                if (found != null) {
+                    return found;
+                }
+            }
+        }
+        return null;
+    }
+
+    /**
+     * Checks if a field is valid for the given metric
+     */
+    public boolean isFieldValidForMetric(Hierarchy metricHierarchy, String fieldName) {
+        if (metricHierarchy.getChildren() == null) {
+            return false;
+        }
+
+        for (Hierarchy child : metricHierarchy.getChildren()) {
+            if (child.getIsLeaf() != null && child.getIsLeaf() && fieldName.equals(child.getValue())) {
+                return true;
+            }
+            // Also check nested children
+            if (child.getChildren() != null && isFieldValidForMetric(child, fieldName)) {
+                return true;
+            }
+        }
+        return false;
+    }
+
+    /**
+     * Extracts field names from field conditions string
+     * Handles simple cases like "field > 80", "equals(field, 'value')", complex expressions
+     */
+    public List<String> extractFieldNamesFromConditions(String fieldConditions) {
+        List<String> fieldNames = new ArrayList<>();
+
+        // Split by logical operators (and, or) and parentheses, but preserve the field names
+        // This is a simple implementation - could be enhanced with a proper parser
+        String[] parts = fieldConditions.split("\\s+(and|or|&&|\\|\\|)\\s+|[()]+");
+
+        for (String part : parts) {
+            part = part.trim();
+            if (part.isEmpty()) {
+                continue;
+            }
+
+            // Handle equals() function: equals(fieldName, "value")
+            if (part.contains("equals(")) {
+                String fieldName = extractFieldFromEquals(part);
+                if (fieldName != null && !fieldNames.contains(fieldName)) {
+                    fieldNames.add(fieldName);
+                }
+            } else {
+                // Handle simple comparisons: fieldName > value, fieldName <= value
+                String fieldName = extractFieldFromComparison(part);
+                if (fieldName != null && !fieldNames.contains(fieldName)) {
+                    fieldNames.add(fieldName);
+                }
+            }
+        }
+
+        return fieldNames;
+    }
+
+    /**
+     * Extracts field name from equals() function
+     */
+    public String extractFieldFromEquals(String condition) {
+        // Pattern: equals(fieldName, "value") or equals(fieldName, value)
+        int startParen = condition.indexOf('(');
+        int comma = condition.indexOf(',');
+
+        if (startParen != -1 && comma != -1 && comma > startParen) {
+            String fieldName = condition.substring(startParen + 1, comma).trim();
+            // Remove quotes if present
+            if (fieldName.startsWith("\"") && fieldName.endsWith("\"")) {
+                fieldName = fieldName.substring(1, fieldName.length() - 1);
+            }
+            return fieldName;
+        }
+        return null;
+    }
+
+    /**
+     * Extracts field name from comparison operation
+     */
+    public String extractFieldFromComparison(String condition) {
+        // Pattern: fieldName operator value
+        // Updated to include all supported operators
+        String[] operators = {" >= ", " <= ", " > ", " < ", " == ", " != "};
+
+        for (String operator : operators) {
+            if (condition.contains(operator)) {
+                String fieldName = condition.split(operator)[0].trim();
+                // Basic validation - field names shouldn't contain quotes or special chars
+                if (fieldName.matches("[a-zA-Z_][a-zA-Z0-9_]*")) {
+                    return fieldName;
+                }
+            }
+        }
+        return null;
+    }
+
+    /**
+     * Helper method to format hierarchy structure as JSON recursively
+     */
+    public ObjectNode formatHierarchyAsJson(ObjectMapper mapper, Hierarchy hierarchy) {
+        ObjectNode node = mapper.createObjectNode();
+
+        node.put("value", hierarchy.getValue());
+        node.put("label", hierarchy.getLabel());
+
+        if (hierarchy.getIsLeaf() != null && hierarchy.getIsLeaf()) {
+            // Leaf node - actual metric field parameter
+            node.put("type", "field_parameter");
+
+            if (hierarchy.getType() != null) {
+                node.put("dataType", hierarchy.getType() == 0 ? "numeric" : "string");
+            }
+            if (hierarchy.getUnit() != null && !hierarchy.getUnit().trim().isEmpty()) {
+                node.put("unit", hierarchy.getUnit());
+            }
+            node.put("description", "Available field parameter for alert conditions");
+        } else {
+            // Category, app, or metric node
+            // Determine node type based on children
+            boolean hasLeafChildren = hierarchy.getChildren().stream()
+                    .anyMatch(child -> child.getIsLeaf() != null && child.getIsLeaf());
+
+            if (hasLeafChildren) {
+                node.put("type", "metric");
+                node.put("description", "Metric with available field parameters");
+            } else {
+                node.put("type", "app");
+                node.put("description", "Application with available metrics");
+            }
+
+            if (hierarchy.getChildren() != null && !hierarchy.getChildren().isEmpty()) {
+                ArrayNode childrenArray = mapper.createArrayNode();
+                for (Hierarchy child : hierarchy.getChildren()) {
+                    childrenArray.add(formatHierarchyAsJson(mapper, child));
+                }
+                node.set("children", childrenArray);
+
+            }
+        }
+
+        return node;
+    }
+
+    /**
+     * Format timestamp to readable format
+     */
+    public String formatTimestamp(Long timestamp) {
+        if (timestamp == null) {
+            return "N/A";
+        }
+        LocalDateTime dateTime = LocalDateTime.ofInstant(Instant.ofEpochMilli(timestamp), ZoneId.systemDefault());
+        return dateTime.format(DateTimeFormatter.ofPattern("yyyy-MM-dd HH:mm:ss"));
+    }
+
+    /**
+     * Helper method to convert monitor status byte to readable text
+     * @param status The status byte from monitor
+     * @return Human-readable status text
+     */
+    public String getStatusText(Byte status) {
+        if (status == null) {
+            return "Unknown";
+        }
+        return switch (status) {
+            case 0 -> "Paused";
+            case 1 -> "Online";
+            case 2 -> "Offline";
+            case 3 -> "Unreachable";
+            default -> "Unknown (" + status + ")";
+        };
+    }
+
+
+    /**
+     * Extract existing monitor IDs from the alert expression
+     * @param expression The alert expression containing __instance__ conditions
+     * @return List of existing monitor IDs
+     */
+    public List<String> extractExistingMonitorIds(String expression) {
+        List<String> monitorIds = new ArrayList<>();
+        String pattern = "equals\\(__instance__,\\s*\"([^\"]+)\"\\)";
+        java.util.regex.Pattern regex = java.util.regex.Pattern.compile(pattern);
+        java.util.regex.Matcher matcher = regex.matcher(expression);
+
+        while (matcher.find()) {
+            monitorIds.add(matcher.group(1));
+        }
+
+        return monitorIds;
+    }
+
+    /**
+     * Replace existing __instance__ conditions in the expression with new ones
+     * @param expression The current expression
+     * @param newMonitorCondition The new monitor condition to replace with
+     * @return Updated expression
+     */
+    public String replaceInstanceConditions(String expression, String newMonitorCondition) {
+        // More precise pattern to match complete __instance__ condition blocks without cutting field parameters
+        // Pattern matches either:
+        // 1. Single: equals(__instance__, "id")
+        // 2. Multiple: (equals(__instance__, "id1") or equals(__instance__, "id2") or ...)
+
+        // First try to match grouped conditions: (equals(__instance__, "id1") or equals(__instance__, "id2"))
+        String groupedPattern = "\\(\\s*equals\\(__instance__,\\s*\"[^\"]+\"\\)(?:\\s+or\\s+equals\\(__instance__,\\s*\"[^\"]+\"\\))*\\s*\\)";
+        if (expression.matches(".*" + groupedPattern + ".*")) {
+            return expression.replaceFirst(groupedPattern, newMonitorCondition);
+        }
+
+        // Then try single condition: equals(__instance__, "id")
+        String singlePattern = "equals\\(__instance__,\\s*\"[^\"]+\"\\)";
+        if (expression.matches(".*" + singlePattern + ".*")) {
+            return expression.replaceFirst(singlePattern, newMonitorCondition);
+        }
+
+        // If no match found, return original expression
+        return expression;
+    }
+
+}

hertzbeat-ai/src/main/resources/i18n/messages.properties

@@ -0,0 +1,85 @@
+# Licensed to the Apache Software Foundation (ASF) under one or more
+# contributor license agreements.  See the NOTICE file distributed with
+# this work for additional information regarding copyright ownership.
+# The ASF licenses this file to You under the Apache License, Version 2.0
+# (the "License"); you may not use this file except in compliance with
+# the License.  You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+# SOP Result Messages - Default (Chinese)
+sop.result.title=SOP执行结果
+sop.result.name=SOP名称
+sop.result.duration=耗时
+sop.result.summary=摘要
+sop.result.error=错误
+sop.result.report.title=详细报告
+sop.result.data.title=返回数据
+sop.result.simple.complete=操作已完成。
+sop.result.report.success=报告生成成功
+sop.result.data.success=数据获取成功
+sop.result.action.pending=等待确认操作
+sop.result.operation.success=操作已完成
+
+# LLM Language Instructions
+sop.llm.language.instruction=重要：请使用中文回复。
+
+# Schedule Messages
+schedule.create.success=已成功创建定时任务！
+schedule.create.duplicate=该定时任务已存在（技能: {0}, 执行时间: {1}），无需重复创建。
+schedule.create.duplicate.hint=如需创建不同时间的任务，请指定不同的执行时间。
+schedule.detail.title=任务详情
+schedule.detail.skill=技能
+schedule.detail.cron=执行时间
+schedule.detail.id=任务ID
+schedule.detail.status=状态
+schedule.detail.enabled=已启用
+schedule.detail.disabled=已停用
+schedule.detail.next.run=下次执行
+schedule.detail.last.run=上次执行
+schedule.detail.description=描述
+schedule.create.effective=任务已创建并立即生效，系统将在设定时间自动执行。
+schedule.list.title=当前定时任务列表
+schedule.list.count=共 {0} 个
+schedule.list.empty=当前对话没有定时任务。
+schedule.list.hint=您可以说「每天早上9点执行每日巡检」来创建定时任务。
+schedule.delete.success=已删除定时任务 #{0} ({1})
+schedule.toggle.enabled=已启用定时任务 #{0} ({1})
+schedule.toggle.disabled=已停用定时任务 #{0} ({1})
+schedule.toggle.status=当前状态
+schedule.error.skill.not.found=技能 ''{0}'' 不存在。可用技能: {1}
+schedule.error.invalid.conversation=无效的会话ID，请从系统上下文传递正确的conversationId。
+schedule.error.not.found=未找到ID为 {0} 的定时任务。
+schedule.error.create.failed=创建定时任务失败
+schedule.error.use.with.conversation=请使用 createScheduleWithConversation 并传递 conversationId 参数。
+
+# Schedule Push Messages
+schedule.push.error.prefix=定时任务执行失败:
+schedule.push.error.label=错误:
+schedule.push.report.title=**定时任务执行报告**
+schedule.push.report.skill=**技能**
+schedule.push.report.time=**执行时间**
+schedule.push.report.failed=**执行失败**

hertzbeat-ai/src/main/resources/i18n/messages_en.properties

@@ -0,0 +1,85 @@
+# Licensed to the Apache Software Foundation (ASF) under one or more
+# contributor license agreements.  See the NOTICE file distributed with
+# this work for additional information regarding copyright ownership.
+# The ASF licenses this file to You under the Apache License, Version 2.0
+# (the "License"); you may not use this file except in compliance with
+# the License.  You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+# SOP Result Messages - English
+sop.result.title=SOP Execution Result
+sop.result.name=SOP Name
+sop.result.duration=Duration
+sop.result.summary=Summary
+sop.result.error=Error
+sop.result.report.title=Detailed Report
+sop.result.data.title=Returned Data
+sop.result.simple.complete=Operation completed successfully.
+sop.result.report.success=Report generated successfully
+sop.result.data.success=Data retrieved successfully
+sop.result.action.pending=Action pending confirmation
+sop.result.operation.success=Operation completed successfully
+
+# LLM Language Instructions
+sop.llm.language.instruction=IMPORTANT: Please respond in English.
+
+# Schedule Messages
+schedule.create.success=Schedule created successfully!
+schedule.create.duplicate=This schedule already exists (skill: {0}, cron: {1}). No need to create a duplicate.
+schedule.create.duplicate.hint=To create a task at different time, please specify a different schedule time.
+schedule.detail.title=Task Details
+schedule.detail.skill=Skill
+schedule.detail.cron=Schedule Time
+schedule.detail.id=Task ID
+schedule.detail.status=Status
+schedule.detail.enabled=Enabled
+schedule.detail.disabled=Disabled
+schedule.detail.next.run=Next Run
+schedule.detail.last.run=Last Run
+schedule.detail.description=Description
+schedule.create.effective=Task created and effective immediately. The system will execute it at the scheduled time.
+schedule.list.title=Scheduled Tasks List
+schedule.list.count=Total: {0}
+schedule.list.empty=No scheduled tasks in current conversation.
+schedule.list.hint=You can say "Run daily inspection every morning at 9am" to create a scheduled task.
+schedule.delete.success=Deleted schedule #{0} ({1})
+schedule.toggle.enabled=Enabled schedule #{0} ({1})
+schedule.toggle.disabled=Disabled schedule #{0} ({1})
+schedule.toggle.status=Current Status
+schedule.error.skill.not.found=Skill ''{0}'' not found. Available skills: {1}
+schedule.error.invalid.conversation=Invalid conversation ID. Please pass the correct conversationId from system context.
+schedule.error.not.found=Schedule with ID {0} not found.
+schedule.error.create.failed=Failed to create schedule
+schedule.error.use.with.conversation=Please use createScheduleWithConversation with conversationId parameter.
+
+# Schedule Push Messages
+schedule.push.error.prefix=Scheduled task execution failed:
+schedule.push.error.label=Error:
+schedule.push.report.title=**Scheduled Task Execution Report**
+schedule.push.report.skill=**Skill**
+schedule.push.report.time=**Execution Time**
+schedule.push.report.failed=**Execution Failed**

hertzbeat-ai/src/main/resources/i18n/messages_zh.properties

@@ -0,0 +1,85 @@
+# Licensed to the Apache Software Foundation (ASF) under one or more
+# contributor license agreements.  See the NOTICE file distributed with
+# this work for additional information regarding copyright ownership.
+# The ASF licenses this file to You under the Apache License, Version 2.0
+# (the "License"); you may not use this file except in compliance with
+# the License.  You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+# SOP Result Messages - Chinese
+sop.result.title=SOP执行结果
+sop.result.name=SOP名称
+sop.result.duration=耗时
+sop.result.summary=摘要
+sop.result.error=错误
+sop.result.report.title=详细报告
+sop.result.data.title=返回数据
+sop.result.simple.complete=操作已完成。
+sop.result.report.success=报告生成成功
+sop.result.data.success=数据获取成功
+sop.result.action.pending=等待确认操作
+sop.result.operation.success=操作已完成
+
+# LLM Language Instructions
+sop.llm.language.instruction=重要：请使用中文回复。
+
+# Schedule Messages
+schedule.create.success=已成功创建定时任务！
+schedule.create.duplicate=该定时任务已存在（技能: {0}, 执行时间: {1}），无需重复创建。
+schedule.create.duplicate.hint=如需创建不同时间的任务，请指定不同的执行时间。
+schedule.detail.title=任务详情
+schedule.detail.skill=技能
+schedule.detail.cron=执行时间
+schedule.detail.id=任务ID
+schedule.detail.status=状态
+schedule.detail.enabled=已启用
+schedule.detail.disabled=已停用
+schedule.detail.next.run=下次执行
+schedule.detail.last.run=上次执行
+schedule.detail.description=描述
+schedule.create.effective=任务已创建并立即生效，系统将在设定时间自动执行。
+schedule.list.title=当前定时任务列表
+schedule.list.count=共 {0} 个
+schedule.list.empty=当前对话没有定时任务。
+schedule.list.hint=您可以说「每天早上9点执行每日巡检」来创建定时任务。
+schedule.delete.success=已删除定时任务 #{0} ({1})
+schedule.toggle.enabled=已启用定时任务 #{0} ({1})
+schedule.toggle.disabled=已停用定时任务 #{0} ({1})
+schedule.toggle.status=当前状态
+schedule.error.skill.not.found=技能 ''{0}'' 不存在。可用技能: {1}
+schedule.error.invalid.conversation=无效的会话ID，请从系统上下文传递正确的conversationId。
+schedule.error.not.found=未找到ID为 {0} 的定时任务。
+schedule.error.create.failed=创建定时任务失败
+schedule.error.use.with.conversation=请使用 createScheduleWithConversation 并传递 conversationId 参数。
+
+# Schedule Push Messages
+schedule.push.error.prefix=定时任务执行失败:
+schedule.push.error.label=错误:
+schedule.push.report.title=**定时任务执行报告**
+schedule.push.report.skill=**技能**
+schedule.push.report.time=**执行时间**
+schedule.push.report.failed=**执行失败**

hertzbeat-ai/src/main/resources/prompt/extra-message-protected.st

@@ -0,0 +1,140 @@
+# IMPORTANT
+The following information requires special attention. In case of any conflict with previous content, the below shall prevail
+
+- **NEVER ask for sensitive parameters in conversation** (passwords, keys, tokens, credentials)
+- **NEVER include sensitive information in tool call parameters**
+- **NEVER assume all parameters can be collected via conversation**
+
+You need to use this tool when creating a monitor: `add_monitor_protected`
+- **add_monitor_protected**: Add a new monitor with dynamic app-specific parameter support,In addition to the parameters provided by the user, a system-provided parameter, conversationId, is also required, with a value of {conversationId}.
+
+## Special Scenario Handling:
+
+### Scenario 1: User provides sensitive information
+User: "The password is 123456"
+AI: "Thank you, but for security reasons, passwords should not be transmitted through conversation. The system will display a secure form for you to enter this information safely."
+
+### Scenario 2: Uncertain parameter classification
+If unsure whether a parameter is sensitive:
+1. Assume it's sensitive
+2. Guide to secure form
+3. Prioritize user data protection
+
+### Scenario 3: Mixed parameter requirements
+When both public and private parameters are needed:
+1. Collect all public parameters first
+2. Then guide to secure form for private parameters
+3. Provide clear progress indicators
+
+## Tool Usage Security Specifications:
+
+### add_monitor tool
+- Only collect public parameters through conversation
+- Private parameters are added to tool calls directly by the system
+- Ensure tool calls never expose sensitive data
+- When you want to ask users for data, please ask for all the parameters that need to be filled in at once.
+
+### Other tools
+- Most tools don't involve sensitive data
+- If they do, follow the same principles
+- Prioritize data security in all interactions
+
+## Complete Monitor Addition Workflow (Secure Version):
+
+1. **Identify requirement**: What does the user want to monitor?
+2. **Determine type**: Use `list_monitor_types` to find matching monitor type
+3. **Get parameter definitions**: Use `get_monitor_additional_params` to see required parameters
+4. **Collect public parameters**:
+   - Ask for one public parameter at a time
+   - Confirm each parameter value
+5. **Trigger secure phase**:
+   - When all public parameters are complete
+   - Inform user about private parameters
+   - Instruct system to display secure form
+6. **Complete creation**: System handles remaining process
+
+## Example Dialogue (Secure Monitor Addition):
+
+User: "I want to monitor my MySQL database"
+AI: (Uses `list_monitor_types` and `get_monitor_additional_params`)
+AI: "I can help you set up MySQL monitoring. First, I need some information:
+    1. What is the database host address,prot number, monitor name and check interval"
+User: "address is  192.168.1.10", "port is 3306", "monitor name is Production Database", "check interval is 60 seconds"
+AI: "[Secure Form Required]
+     Private parameters requiring secure collection:
+     - password (database password)
+     Please complete configuration via the secure form."
+---
+
+## Security and Privacy Principles
+1. **Never collect sensitive information through conversation**: Passwords, keys, tokens, and other private data must be collected via secure forms
+2. **Parameter classification**: Clearly distinguish between public parameters (collectible via conversation) and private parameters (collectible only via secure forms)
+3. **Secure interaction flow**: Public parameters collected through conversation, private parameters collected through secure forms
+NEVER ASK FOR SENSITIVE PARAMETERS - use secure forms instead, If the user has completed the security form, it is considered that the user has filled in all the private parameters, and no further requests for access will be made.
+
+## Secure Interaction Protocol
+
+### Parameter Classification Guide
+- **Public parameters** (collectible via conversation):
+  - Hostnames, IP addresses, port numbers
+  - Monitor names, labels, tags
+  - Check intervals, timeout settings
+  - Protocol types, URLs, paths
+  - Threshold values, alert names
+
+- **Private parameters** (must be collected via secure forms):
+  - Passwords (password, passwd, pwd)
+  - Keys (key, secret, token, credential)
+  - Certificate files (certificate, private_key, ssl_key)
+  - Access tokens (access_token, api_token, bearer_token)
+  - Database connection strings with authentication
+  - API keys, secret keys
+  - Any parameter containing "secret", "key", "token", "credential", or "password"
+
+### Secure Response Patterns
+Use these patterns when interacting with users:
+
+#### Pattern 1: Normal Parameter Collection
+[Continuing Collection]
+Current progress: [collected parameters]
+Remaining parameters: [parameters name]
+Please provide: [specific information]
+
+#### Pattern 2: Private Parameters Required
+Private parameters requiring secure collection:
+[private_parameter1] (description)
+[private_parameter2] (description)
+Please complete configuration via the secure form.
+(In order to display the form correctly, you must strictly output secure form data in the following format)
+```json
+SecureForm:\{
+  "showSecureForm": true,
+  "publicParams": \{ ... \},
+  "privateParams": [
+  \{
+              "id": ...,
+              "app":...,
+              "name": \{
+                  "zh-CN": "...",
+                  "en-US": "...",
+                  "ja-JP": "...",
+                  "pt-BR": "...",
+                  "zh-TW": "..."
+              \},
+              "field": "...",
+              "type": "password",
+              "required": ...,
+              "defaultValue": ...,
+              "placeholder": null,
+              "range": null,
+              "limit": null,
+              "options": nul,
+              "keyAlias": null,
+              "valueAlias": null,
+              "hide": false,
+              "depend": null
+          \}
+  ],
+  "monitorType": "..."
+\}
+```