diff --git a/.github/scripts/check-codes-comment.js b/.github/scripts/check-codes-comment.js
new file mode 100644
index 00000000000..9daa36e8040
--- /dev/null
+++ b/.github/scripts/check-codes-comment.js
@@ -0,0 +1,120 @@
+const fs = require("fs");
+
+module.exports = async ({ github, context, core }) => {
+    const prNumberPath = process.env.PULL_REQUEST_NUMBER_PATH;
+    if (!prNumberPath || !fs.existsSync(prNumberPath) || !fs.statSync(prNumberPath).isFile()) {
+        core.setFailed("Pull request number file not found.");
+        return;
+    }
+
+    const reportsPath = process.env.REPORTS_PATH;
+    if (!reportsPath || !fs.existsSync(reportsPath) || !fs.statSync(reportsPath).isFile()) {
+        core.setFailed("Reports file not found.");
+        return;
+    }
+
+    const PULL_REQUEST_NUMBER = parseInt(fs.readFileSync(prNumberPath, "utf8").trim(), 10);
+    if (isNaN(PULL_REQUEST_NUMBER)) {
+        core.setFailed("Failed to parse the pull request number.");
+        return;
+    }
+
+    const { owner, repo } = context.repo;
+
+    let pr;
+    try {
+        const response = await github.rest.pulls.get({
+            owner,
+            repo,
+            pull_number: PULL_REQUEST_NUMBER,
+        });
+        pr = response.data;
+    } catch (error) {
+        core.setFailed(`Failed to fetch PR #${PULL_REQUEST_NUMBER}: ${error.message}`);
+        return;
+    }
+
+    core.info(`Current PR state: ${pr.state}`);
+    if (pr.state !== "open") {
+        core.setFailed("The pull request is not open. Skipping comment creation.");
+        return;
+    }
+
+    const run = context.payload.workflow_run;
+    if (!run) {
+        core.setFailed("context.payload.workflow_run is undefined. Ensure this script runs on the 'workflow_run' event.");
+        return;
+    }
+
+    if (pr.head.sha !== run.head_sha) {
+        core.setFailed("PR head SHA does not match the workflow run head SHA. Skipping.");
+        return;
+    }
+
+    if (pr.head.ref !== run.head_branch) {
+        core.setFailed("PR head branch does not match the workflow run head branch. Skipping.");
+        return;
+    }
+
+    if (pr.head.repo.full_name !== run.head_repository.full_name) {
+        core.setFailed("PR head repository fullname does not match the workflow run head repository fullname. Skipping.");
+        return;
+    }
+
+    const comments = [];
+    const maxCommentCount = 10;
+    const reports = fs.readFileSync(reportsPath, "utf8").trim().split("\n").filter(Boolean);
+    for (const report of reports) {
+        if (comments.length >= maxCommentCount) break;
+        try {
+            const data = JSON.parse(report);
+            if (typeof data !== "object" || Array.isArray(data)) continue;
+
+            const { location, message, severity, code } = data;
+            if (typeof location !== "object" || Array.isArray(location)) continue;
+            if (typeof message !== "string") continue;
+            const severities = ["UNKNOWN_SEVERITY", "ERROR", "WARNING", "INFO", 0, 1, 2, 3];
+            if (!severities.includes(severity)) continue;
+            const severityText = typeof severity === "string" ? severity : severities[severity];
+            if (typeof code !== "object" || Array.isArray(code)) continue;
+
+            const path = location.path;
+            const line = location.range?.start?.line;
+            const codeText = code.value ? `[${code.value}] ` : "";
+
+            if (path && line) {
+                comments.push({
+                    path,
+                    line,
+                    side: "RIGHT",
+                    body: `**[${severityText}]** ${codeText}\n\n${message}`
+                });
+            }
+        } catch (error) {
+            core.warning(`Failed to parse report: ${error.message}`);
+        }
+    }
+
+    if (comments.length === 0) {
+        core.info("No diagnostics found to report as comments.");
+        return;
+    }
+
+    core.info(`Successfully prepared ${comments.length} comment${comments.length > 1 ? "s" : ""} to post.`);
+
+    try {
+        await github.rest.pulls.createReview({
+            owner,
+            repo,
+            pull_number: PULL_REQUEST_NUMBER,
+            commit_id: run.head_sha,
+            body: "🤖 Static analysis found the following issues (max count 10):",
+            event: "COMMENT",
+            comments: comments
+        });
+        core.info("Review comments successfully posted to the pull request.");
+    } catch (error) {
+        core.setFailed(`Failed to post review comments to GitHub: ${error.message}`);
+        return;
+    }
+}
diff --git a/.github/workflows/check-codes-comment.yml b/.github/workflows/check-codes-comment.yml
new file mode 100644
index 00000000000..f9d21859584
--- /dev/null
+++ b/.github/workflows/check-codes-comment.yml
@@ -0,0 +1,40 @@
+name: Check Codes Comment
+
+on:
+  workflow_run:
+    workflows: ["Check Codes"]
+    types:
+      - completed
+
+permissions:
+  actions: read
+  contents: read
+  pull-requests: write
+
+jobs:
+  comment:
+    runs-on: ubuntu-latest
+    if: github.event.workflow_run.event == 'pull_request' && github.event.workflow_run.conclusion == 'failure'
+    steps:
+      - name: Checkout Script
+        uses: actions/checkout@v7
+        with:
+          sparse-checkout: |
+            .github/scripts/check-codes-comment.js
+          sparse-checkout-cone-mode: false
+      - name: Download Artifact
+        uses: actions/download-artifact@3e5f45b2cfb9172054b4087a40e8e0b5a5461e7c # v8.0.1
+        with:
+          name: checkstyle-artifact
+          path: ${{ runner.temp }}/checkstyle-artifact
+          run-id: ${{ github.event.workflow_run.id }}
+          github-token: ${{ secrets.GITHUB_TOKEN }}
+      - name: Generate Review Comment
+        uses: actions/github-script@v9
+        env:
+          REPORTS_PATH: ${{ runner.temp }}/checkstyle-artifact/ALL_REPORTS.jsonl
+          PULL_REQUEST_NUMBER_PATH: ${{ runner.temp }}/checkstyle-artifact/PULL_REQUEST_NUMBER
+        with:
+          script: |
+            const script = require("./.github/scripts/check-codes-comment.js");
+            await script({ github, context, core });
diff --git a/.github/workflows/check-codes.yml b/.github/workflows/check-codes.yml
index bd6044b1afa..3cd88ca7f84 100644
--- a/.github/workflows/check-codes.yml
+++ b/.github/workflows/check-codes.yml
@@ -15,7 +15,7 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - uses: actions/checkout@v6
-      - name: Set up JDK 17
+      - name: Setup JDK 17
         uses: actions/setup-java@v5
         with:
           distribution: 'zulu'
@@ -27,3 +27,29 @@ jobs:
           cache-cleanup: never
       - name: Check Codes
         run: ./gradlew checkstyle checkTranslations --no-daemon --parallel --stacktrace
+      - if: failure() && github.event_name == 'pull_request'
+        name: Setup reviewdog
+        uses: reviewdog/action-setup@d8edfce3dd5e1ec6978745e801f9c50b5ef80252 # v1.4.0
+        with:
+          reviewdog_version: v0.21.0
+      - if: failure() && github.event_name == 'pull_request'
+        name: Generate Artifact
+        run: |
+          echo "${{ github.event.number }}" > PULL_REQUEST_NUMBER
+          > ALL_REPORTS.jsonl
+          find . -path "*/build/reports/checkstyle/*.xml" | while read -r xml_file; do
+            if [ -s "$xml_file" ]; then
+              echo "Processing $xml_file..."
+              reviewdog -f=checkstyle -name="checkstyle" -reporter=rdjsonl < "$xml_file" >> ALL_REPORTS.jsonl
+            else
+              echo "Skipping empty or missing report: $xml_file"
+            fi
+          done
+      - if: failure() && github.event_name == 'pull_request'
+        name: Upload Artifact
+        uses: actions/upload-artifact@v7
+        with:
+          name: checkstyle-artifact
+          path: |
+            ALL_REPORTS.jsonl
+            PULL_REQUEST_NUMBER
diff --git a/.github/workflows/pr-size-label.yml b/.github/workflows/pr-size-label.yml
index 4fc035d419b..452548785e4 100644
--- a/.github/workflows/pr-size-label.yml
+++ b/.github/workflows/pr-size-label.yml
@@ -21,8 +21,8 @@ jobs:
         uses: actions/checkout@v7
         with:
           sparse-checkout: |
-            .github/scripts
-          sparse-checkout-cone-mode: true
+            .github/scripts/pr-size-label.js
+          sparse-checkout-cone-mode: false
       - name: Label PR by filtered changed lines
         uses: actions/github-script@v9
         with: