diff --git a/dashboard/package.json b/dashboard/package.json
index 7b4a7f071a..15d39d9b7d 100644
--- a/dashboard/package.json
+++ b/dashboard/package.json
@@ -23,6 +23,7 @@
     "date-fns": "2.30.0",
     "dompurify": "^3.3.1",
     "event-source-polyfill": "^1.0.31",
+    "github-slugger": "^2.0.0",
     "highlight.js": "^11.11.1",
     "js-md5": "^0.8.3",
     "katex": "^0.16.27",
diff --git a/dashboard/pnpm-lock.yaml b/dashboard/pnpm-lock.yaml
index ea8636c615..349dda4e9c 100644
--- a/dashboard/pnpm-lock.yaml
+++ b/dashboard/pnpm-lock.yaml
@@ -38,6 +38,9 @@ importers:
       event-source-polyfill:
         specifier: ^1.0.31
         version: 1.0.31
+      github-slugger:
+        specifier: ^2.0.0
+        version: 2.0.0
       highlight.js:
         specifier: ^11.11.1
         version: 11.11.1
@@ -1607,6 +1610,9 @@ packages:
     resolution: {integrity: sha512-sTSfBjoXBp89JvIKIefqw7U2CCebsc74kiY6awiGogKtoSGbgjYE/G/+l9sF3MWFPNc9IcoOC4ODfKHfxFmp0g==}
     engines: {node: '>= 0.4'}
 
+  github-slugger@2.0.0:
+    resolution: {integrity: sha512-IaOQ9puYtjrkq7Y0Ygl9KDZnrf/aiUJYUpVf89y8kyaxbRG7Y1SrX/jaumrv81vc61+kiMempujsM3Yw7w5qcw==}
+
   glob-parent@5.1.2:
     resolution: {integrity: sha512-AOIgSQCepiJYwP3ARnGx+5VnTu2HBYdzbGP45eLw1vr3zB3vZLeyed1sC9hnbcOc9/SrMyM5RPQrkGz4aS9Zow==}
     engines: {node: '>= 6'}
@@ -4359,6 +4365,8 @@ snapshots:
       dunder-proto: 1.0.1
       es-object-atoms: 1.1.1
 
+  github-slugger@2.0.0: {}
+
   glob-parent@5.1.2:
     dependencies:
       is-glob: 4.0.3
diff --git a/dashboard/src/components/shared/ReadmeDialog.vue b/dashboard/src/components/shared/ReadmeDialog.vue
index ddc27cd900..4aeb145ce6 100644
--- a/dashboard/src/components/shared/ReadmeDialog.vue
+++ b/dashboard/src/components/shared/ReadmeDialog.vue
@@ -4,6 +4,7 @@ import MarkdownIt from "markdown-it";
 import hljs from "highlight.js";
 import axios from "axios";
 import DOMPurify from "dompurify";
+import GithubSlugger from "github-slugger";
 import "highlight.js/styles/github-dark.css";
 import { useI18n } from "@/i18n/composables";
 
@@ -18,6 +19,16 @@ const md = new MarkdownIt({
 md.enable(["table", "strikethrough"]);
 md.renderer.rules.table_open = () => '<div class="table-container"><table>';
 md.renderer.rules.table_close = () => "</table></div>";
+md.renderer.rules.heading_open = (tokens, idx, options, env, self) => {
+  const headingToken = tokens[idx + 1];
+  const headingText = headingToken?.content || "";
+  const slugger = env?.slugger;
+  if (slugger && typeof slugger.slug === "function") {
+    const headingId = slugger.slug(headingText);
+    tokens[idx].attrSet("id", headingId || slugger.slug("section"));
+  }
+  return self.renderToken(tokens, idx, options);
+};
 
 // 2. 复制按钮的 SVG 图标常量
 const ICONS = {
@@ -28,6 +39,41 @@ const ICONS = {
   COPY: '<svg width="16" height="16" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2"><rect x="9" y="9" width="13" height="13" rx="2" ry="2"></rect><path d="M5 15H4a2 2 0 0 1-2-2V4a2 2 0 0 1 2-2h9a2 2 0 0 1 2 2v1"></path></svg>',
 };
 
+function isInDialogAnchor(href) {
+  return href?.startsWith("#") && href.length > 1 && !href.startsWith("#/");
+}
+
+function safeDecodeAnchorId(anchorId) {
+  try {
+    return decodeURIComponent(anchorId);
+  } catch {
+    return anchorId;
+  }
+}
+
+function scrollToHeadingInDialog(anchorId, markdownContainer, scrollContainer) {
+  if (!anchorId || !markdownContainer) return;
+  const decodedId = safeDecodeAnchorId(anchorId);
+  const escapedId =
+    typeof CSS !== "undefined" && CSS.escape
+      ? CSS.escape(decodedId)
+      : decodedId.replace(/["\\]/g, "\\$&");
+  const target = markdownContainer.querySelector(`#${escapedId}`);
+  if (!target) return;
+
+  if (!scrollContainer) {
+    target.scrollIntoView({ behavior: "smooth", block: "start" });
+    return;
+  }
+
+  const offsetTop =
+    target.getBoundingClientRect().top - scrollContainer.getBoundingClientRect().top;
+  scrollContainer.scrollTo({
+    top: scrollContainer.scrollTop + offsetTop - 8,
+    behavior: "smooth",
+  });
+}
+
 const props = defineProps({
   show: { type: Boolean, default: false },
   pluginName: { type: String, default: "" },
@@ -46,6 +92,7 @@ const content = ref(null);
 const error = ref(null);
 const loading = ref(false);
 const isEmpty = ref(false);
+const contentContainer = ref(null);
 const copyFeedbackTimer = ref(null);
 const lastRequestId = ref(0);
 
@@ -79,7 +126,7 @@ const renderedHtml = computed(() => {
     </div>`;
   };
 
-  const rawHtml = md.render(content.value);
+  const rawHtml = md.render(content.value, { slugger: new GithubSlugger() });
 
   const cleanHtml = DOMPurify.sanitize(rawHtml, {
     ALLOWED_TAGS: [
@@ -251,17 +298,34 @@ watch(
 
 function handleContainerClick(event) {
   const btn = event.target.closest(".copy-code-btn");
-  if (!btn) return;
-  const code = btn.closest(".code-block-wrapper")?.querySelector("code");
-  if (code) {
-    if (navigator.clipboard?.writeText) {
-      navigator.clipboard
-        .writeText(code.textContent)
-        .then(() => showCopyFeedback(btn, true))
-        .catch(() => tryFallbackCopy(code.textContent, btn));
-    } else {
-      tryFallbackCopy(code.textContent, btn);
+  if (btn) {
+    const code = btn.closest(".code-block-wrapper")?.querySelector("code");
+    if (code) {
+      if (navigator.clipboard?.writeText) {
+        navigator.clipboard
+          .writeText(code.textContent)
+          .then(() => showCopyFeedback(btn, true))
+          .catch(() => tryFallbackCopy(code.textContent, btn));
+      } else {
+        tryFallbackCopy(code.textContent, btn);
+      }
     }
+    return;
+  }
+
+  const link = event.target.closest("a");
+  if (!link) return;
+  const href = link.getAttribute("href")?.trim();
+  if (!isInDialogAnchor(href)) return;
+
+  event.preventDefault();
+  const markdownContainer = event.currentTarget;
+  if (markdownContainer) {
+    scrollToHeadingInDialog(
+      href.slice(1),
+      markdownContainer,
+      contentContainer.value,
+    );
   }
 }
 
@@ -326,7 +390,7 @@ const showActionArea = computed(() => {
           <v-icon>mdi-close</v-icon>
         </v-btn>
       </v-card-title>
-      <v-card-text style="overflow-y: auto">
+      <v-card-text ref="contentContainer" style="overflow-y: auto">
         <div v-if="showActionArea" class="d-flex justify-space-between mb-4">
           <v-btn
             v-if="modeConfig.showGithubButton && repoUrl"