diff --git a/pipelines/pingcap/docs-cn/latest/pull_verify.groovy b/pipelines/pingcap/docs-cn/latest/pull_verify.groovy
index cc833cbef0..6a872ebbfd 100644
--- a/pipelines/pingcap/docs-cn/latest/pull_verify.groovy
+++ b/pipelines/pingcap/docs-cn/latest/pull_verify.groovy
@@ -10,80 +10,113 @@ final REFS = readJSON(text: params.JOB_SPEC).refs
 
 prow.setPRDescription(REFS)
 pipeline {
-    agent none
+    agent {
+        kubernetes {
+            namespace K8S_NAMESPACE
+            yamlFile POD_TEMPLATE_FILE
+            defaultContainer 'runner'
+        }
+    }
     options {
         timeout(time: 40, unit: 'MINUTES')
-        parallelsAlwaysFailFast()
     }
     stages {
-        stage("Tests") {
-            matrix {
-                axes {
-                    axis {
-                        name 'CHECK_CMD'
-                        values "python3 check-file-encoding.py", "python3 check-conflicts.py", "markdownlint",
-                            "python3 check-control-char.py", "python3 check-tags.py", "python3 check-manual-line-breaks.py"
+        stage('Checkout') {
+            steps {
+                dir(REFS.repo) {
+                    sh label: 'set git config', script: """
+                    git config --global --add safe.directory '*'
+                    """
+                    script {
+                        prow.checkoutRefsWithCacheLock(REFS)
                     }
                 }
-                agent{
-                    kubernetes {
-                        namespace K8S_NAMESPACE
-                        yamlFile POD_TEMPLATE_FILE
-                        defaultContainer 'runner'
-                    }
+            }
+        }
+        stage('Prepare') {
+            steps {
+                dir(REFS.repo) {
+                    sh label: 'Prepare check scripts', script: """#!/usr/bin/env bash
+                    set -euo pipefail
+
+                    rm -rf ../check-scripts
+                    mkdir -p ../check-scripts
+
+                    wget -O ../check-scripts/check-file-encoding.py https://raw.githubusercontent.com/pingcap/docs/master/scripts/check-file-encoding.py
+                    wget -O ../check-scripts/check-conflicts.py https://raw.githubusercontent.com/pingcap/docs/master/scripts/check-conflicts.py
+                    wget -O ../check-scripts/check-control-char.py https://raw.githubusercontent.com/pingcap/docs/master/scripts/check-control-char.py
+                    wget -O ../check-scripts/check-tags.py https://raw.githubusercontent.com/pingcap/docs/master/scripts/check-tags.py
+                    wget -O ../check-scripts/check-manual-line-breaks.py https://raw.githubusercontent.com/pingcap/docs/master/scripts/check-manual-line-breaks.py
+
+                    ls -al ../check-scripts
+                    """
                 }
-                stages {
-                    stage('Checkout') {
-                        steps {
-                            dir(REFS.repo) {
-                                sh label: "set git config", script: """
-                                git config --global --add safe.directory '*'
-                                """
-
-                                script {
-                                    prow.checkoutRefsWithCache(REFS)
-                                }
-                            }
-                        }
-                    }
-                    stage('Prepare') {
-                        steps {
-                            dir('check-scripts') {
-                                sh label: 'Prepare', script: """
-                                    wget https://raw.githubusercontent.com/pingcap/docs/master/scripts/check-file-encoding.py
-                                    wget https://raw.githubusercontent.com/pingcap/docs/master/scripts/check-conflicts.py
-                                    wget https://raw.githubusercontent.com/pingcap/docs/master/scripts/check-control-char.py
-                                    wget https://raw.githubusercontent.com/pingcap/docs/master/scripts/check-tags.py
-                                    wget https://raw.githubusercontent.com/pingcap/docs/master/scripts/check-manual-line-breaks.py
-                                """
-                            }
-                        }
-                    }
-                    stage("Test") {
-                        steps {
-                            dir(REFS.repo) {
-                                sh label: "set git config", script: """
-                                git rev-parse --show-toplevel
-                                git status -s .
-                                git log --format="%h %B" --oneline -n 3
-                                """
-                                // TODO: remove this debug lines
-                                sh """
-                                git diff-tree --name-only --no-commit-id -r origin/${REFS.base_ref}..HEAD -- '*.md' ':(exclude).github/*'
-                                """
-                                sh label: "check ${CHECK_CMD}", script: """#!/usr/bin/env bash
-                                cp -r ../check-scripts/* ./
-                                diff_docs_files=\$(git diff-tree --name-only --no-commit-id -r origin/${REFS.base_ref}..HEAD -- '*.md' ':(exclude).github/*')
-
-                                if [[ "${CHECK_CMD}" == "markdownlint" ]]; then
-                                    npm install -g markdownlint-cli@0.17.0
-                                fi
-
-                                ${CHECK_CMD} \$diff_docs_files
-                                """
-                            }
-                        }
+            }
+        }
+        stage('Verify') {
+            steps {
+                dir(REFS.repo) {
+                    sh label: 'Debug info', script: """
+                    git rev-parse --show-toplevel
+                    git status -s .
+                    git log --format="%h %B" --oneline -n 3
+                    """
+                    sh label: 'Run pull_verify checks', script: """#!/usr/bin/env bash
+                    set -uo pipefail
+
+                    mapfile -t diff_docs_files < <(
+                        git diff-tree --name-only --no-commit-id -r origin/${REFS.base_ref}..HEAD -- '*.md' ':(exclude).github/*'
+                    )
+
+                    if ((\${#diff_docs_files[@]} == 0)); then
+                        echo 'No changed Markdown files, skip pull_verify checks.'
+                        exit 0
+                    fi
+
+                    printf 'Changed Markdown files (%s):\\n' "\${#diff_docs_files[@]}"
+                    printf ' - %s\\n' "\${diff_docs_files[@]}"
+
+                    cp -r ../check-scripts/* ./
+
+                    failed_checks=()
+
+                    run_check() {
+                        local name="\$1"
+                        shift
+
+                        echo "==> Running \${name}"
+                        if "\$@" "\${diff_docs_files[@]}"; then
+                            echo "==> \${name}: PASS"
+                        else
+                            echo "==> \${name}: FAIL"
+                            failed_checks+=("\${name}")
+                        fi
+                        echo
                     }
+
+                    run_check 'check-conflicts' python3 ./check-conflicts.py
+                    run_check 'check-control-char' python3 ./check-control-char.py
+                    run_check 'check-tags' python3 ./check-tags.py
+                    run_check 'check-manual-line-breaks' python3 ./check-manual-line-breaks.py
+
+                    echo '==> Installing markdownlint-cli@0.17.0'
+                    if npm install -g markdownlint-cli@0.17.0; then
+                        run_check 'markdownlint' markdownlint
+                    else
+                        echo '==> markdownlint-install: FAIL'
+                        failed_checks+=('markdownlint-install')
+                    fi
+
+                    run_check 'check-file-encoding' python3 ./check-file-encoding.py
+
+                    if ((\${#failed_checks[@]} > 0)); then
+                        printf 'pull_verify failed checks (%s):\\n' "\${#failed_checks[@]}"
+                        printf ' - %s\\n' "\${failed_checks[@]}"
+                        exit 1
+                    fi
+
+                    echo 'All pull_verify checks passed.'
+                    """
                 }
             }
         }
diff --git a/pipelines/pingcap/docs/latest/pull_verify.groovy b/pipelines/pingcap/docs/latest/pull_verify.groovy
index 5dfeb3504b..6c21073af3 100644
--- a/pipelines/pingcap/docs/latest/pull_verify.groovy
+++ b/pipelines/pingcap/docs/latest/pull_verify.groovy
@@ -10,82 +10,113 @@ final REFS = readJSON(text: params.JOB_SPEC).refs
 
 prow.setPRDescription(REFS)
 pipeline {
-    agent none
-    environment {
-        FILE_SERVER_URL = 'http://fileserver.pingcap.net'
+    agent {
+        kubernetes {
+            namespace K8S_NAMESPACE
+            yamlFile POD_TEMPLATE_FILE
+            defaultContainer 'runner'
+        }
     }
     options {
         timeout(time: 40, unit: 'MINUTES')
-        parallelsAlwaysFailFast()
     }
     stages {
-        stage("Tests") {
-            matrix {
-                axes {
-                    axis {
-                        name 'CHECK_CMD'
-                        values "python3 check-file-encoding.py", "python3 check-conflicts.py", "markdownlint",
-                            "python3 check-control-char.py", "python3 check-tags.py", "python3 check-manual-line-breaks.py"
+        stage('Checkout') {
+            steps {
+                dir(REFS.repo) {
+                    sh label: 'set git config', script: """
+                    git config --global --add safe.directory '*'
+                    """
+                    script {
+                        prow.checkoutRefsWithCacheLock(REFS)
                     }
                 }
-                agent{
-                    kubernetes {
-                        namespace K8S_NAMESPACE
-                        yamlFile POD_TEMPLATE_FILE
-                        defaultContainer 'runner'
-                    }
+            }
+        }
+        stage('Prepare') {
+            steps {
+                dir(REFS.repo) {
+                    sh label: 'Prepare check scripts', script: """#!/usr/bin/env bash
+                    set -euo pipefail
+
+                    rm -rf ../check-scripts
+                    mkdir -p ../check-scripts
+
+                    wget -O ../check-scripts/check-file-encoding.py https://raw.githubusercontent.com/pingcap/docs/master/scripts/check-file-encoding.py
+                    wget -O ../check-scripts/check-conflicts.py https://raw.githubusercontent.com/pingcap/docs/master/scripts/check-conflicts.py
+                    wget -O ../check-scripts/check-control-char.py https://raw.githubusercontent.com/pingcap/docs/master/scripts/check-control-char.py
+                    wget -O ../check-scripts/check-tags.py https://raw.githubusercontent.com/pingcap/docs/master/scripts/check-tags.py
+                    wget -O ../check-scripts/check-manual-line-breaks.py https://raw.githubusercontent.com/pingcap/docs/master/scripts/check-manual-line-breaks.py
+
+                    ls -al ../check-scripts
+                    """
                 }
-                stages {
-                    stage('Checkout') {
-                        steps {
-                            dir(REFS.repo) {
-                                sh label: "set git config", script: """
-                                git config --global --add safe.directory '*'
-                                """
-                                script {
-                                    prow.checkoutRefsWithCache(REFS)
-                                }
-                            }
-                        }
-                    }
-                    stage('Prepare') {
-                        steps {
-                            dir('check-scripts') {
-                                sh label: 'Prepare', script: """
-                                    wget https://raw.githubusercontent.com/pingcap/docs/master/scripts/check-file-encoding.py
-                                    wget https://raw.githubusercontent.com/pingcap/docs/master/scripts/check-conflicts.py
-                                    wget https://raw.githubusercontent.com/pingcap/docs/master/scripts/check-control-char.py
-                                    wget https://raw.githubusercontent.com/pingcap/docs/master/scripts/check-tags.py
-                                    wget https://raw.githubusercontent.com/pingcap/docs/master/scripts/check-manual-line-breaks.py
-                                """
-                            }
-                        }
-                    }
-                    stage("Test") {
-                        steps {
-                            dir(REFS.repo) {
-                                sh label: "set git config", script: """
-                                git rev-parse --show-toplevel
-                                git status -s .
-                                git log --format="%h %B" --oneline -n 3
-                                """
-                                // TODO: remove this debug lines
-                                sh """
-                                git diff-tree --name-only --no-commit-id -r origin/${REFS.base_ref}..HEAD -- '*.md' ':(exclude).github/*'
-                                """
-                                sh label: "check ${CHECK_CMD}", script: """#!/usr/bin/env bash
-                                cp -r ../check-scripts/* ./
-                                diff_docs_files=\$(git diff-tree --name-only --no-commit-id -r origin/${REFS.base_ref}..HEAD -- '*.md' ':(exclude).github/*')
-
-                                if [[ "${CHECK_CMD}" == "markdownlint" ]]; then
-                                    npm install -g markdownlint-cli@0.17.0
-                                fi
-
-                                ${CHECK_CMD} \$diff_docs_files
-                                """
-                            }
-                        }
+            }
+        }
+        stage('Verify') {
+            steps {
+                dir(REFS.repo) {
+                    sh label: 'Debug info', script: """
+                    git rev-parse --show-toplevel
+                    git status -s .
+                    git log --format="%h %B" --oneline -n 3
+                    """
+                    sh label: 'Run pull_verify checks', script: """#!/usr/bin/env bash
+                    set -uo pipefail
+
+                    mapfile -t diff_docs_files < <(
+                        git diff-tree --name-only --no-commit-id -r origin/${REFS.base_ref}..HEAD -- '*.md' ':(exclude).github/*'
+                    )
+
+                    if ((\${#diff_docs_files[@]} == 0)); then
+                        echo 'No changed Markdown files, skip pull_verify checks.'
+                        exit 0
+                    fi
+
+                    printf 'Changed Markdown files (%s):\\n' "\${#diff_docs_files[@]}"
+                    printf ' - %s\\n' "\${diff_docs_files[@]}"
+
+                    cp -r ../check-scripts/* ./
+
+                    failed_checks=()
+
+                    run_check() {
+                        local name="\$1"
+                        shift
+
+                        echo "==> Running \${name}"
+                        if "\$@" "\${diff_docs_files[@]}"; then
+                            echo "==> \${name}: PASS"
+                        else
+                            echo "==> \${name}: FAIL"
+                            failed_checks+=("\${name}")
+                        fi
+                        echo
                     }
+
+                    run_check 'check-conflicts' python3 ./check-conflicts.py
+                    run_check 'check-control-char' python3 ./check-control-char.py
+                    run_check 'check-tags' python3 ./check-tags.py
+                    run_check 'check-manual-line-breaks' python3 ./check-manual-line-breaks.py
+
+                    echo '==> Installing markdownlint-cli@0.17.0'
+                    if npm install -g markdownlint-cli@0.17.0; then
+                        run_check 'markdownlint' markdownlint
+                    else
+                        echo '==> markdownlint-install: FAIL'
+                        failed_checks+=('markdownlint-install')
+                    fi
+
+                    run_check 'check-file-encoding' python3 ./check-file-encoding.py
+
+                    if ((\${#failed_checks[@]} > 0)); then
+                        printf 'pull_verify failed checks (%s):\\n' "\${#failed_checks[@]}"
+                        printf ' - %s\\n' "\${failed_checks[@]}"
+                        exit 1
+                    fi
+
+                    echo 'All pull_verify checks passed.'
+                    """
                 }
             }
         }