diff --git a/docs/regression-guards/mindspace-seo-geo.md b/docs/regression-guards/mindspace-seo-geo.md
index 49f5821..aeaeafa 100644
--- a/docs/regression-guards/mindspace-seo-geo.md
+++ b/docs/regression-guards/mindspace-seo-geo.md
@@ -9,6 +9,8 @@
 3. **总开关默认开启**：`mindspace_config.seo_geo_config` 缺省为全开；库内已保存的旧值仍以数据库为准，需在 memind_adm MindSpace 配置页保存后才会改写生产。
 4. **配置来源**：memind_adm MindSpace 配置页 → `PATCH /admin-api/mindspace/config` → Portal `loadMindSpaceConfigCached()`。
 5. **百度推送**：仅在 admin 开启 `seo.baiduPush` 且页面可索引时触发；公开页发布与 Plaza 发帖共用该开关。
+6. **作者侧 SEO/GEO 必填**：每个 `public/*.html` 必须包含 `title`、`description`、`mindspace-geo`（summary/keywords/faq）与语义化 `<h2>` 分节；`npm run check:mindspace-cover --scope all` 默认校验 MindSpace + 平台静态页（含 `/learn`）。服务端对缺失 FAQ 会尝试从 `h2+p` 自动抽取 JSON-LD。
+7. **存量回填**：`npm run backfill:mindspace-geo` 可批量补齐 `mindspace-geo` / `description` / 缺失 `<h1>`，并清理失效 cover 引用；Plaza SSR 页通过 `platform-seo-html.mjs` 注入 canonical / OG / JSON-LD。
 
 ## 必跑验证
 
diff --git a/health-report-page.mjs b/health-report-page.mjs
index e6b0177..ce60956 100644
--- a/health-report-page.mjs
+++ b/health-report-page.mjs
@@ -115,6 +115,15 @@ export function buildHealthReportHtml(observations = [], { now = Date.now(), tit
   <meta name="viewport" content="width=device-width, initial-scale=1" />
   <meta name="robots" content="noindex,nofollow" />
   <title>${escapeHtml(title)}</title>
+  <meta name="description" content="${escapeHtml(`${title} · 基于确认健康记录生成的个人回顾页，仅供本人查看。`)}" />
+  <meta name="mindspace-geo" content='${JSON.stringify({
+    summary: `${title} · 基于确认健康记录生成的个人回顾摘要，仅供本人查看，不构成医疗诊断。`,
+    keywords: ['健康报告', 'MeMind Health', title],
+    faq: [
+      { q: '这份健康报告包含什么？', a: '包含近阶段健康概况、指标记录与说明，基于用户确认过的健康数据生成。' },
+      { q: '能否公开分享？', a: '不可以。健康报告属于加密健康档案区，外部访问须口令或登录。' },
+    ],
+  }).replace(/'/g, '&#39;')}' />
   <style>
     body { font-family: system-ui, sans-serif; max-width: 46rem; margin: 2rem auto; padding: 0 1rem; color: #1f2937; line-height: 1.65; }
     h1 { font-size: 1.45rem; margin-bottom: 0.25rem; }
diff --git a/mindspace-cover-meta.mjs b/mindspace-cover-meta.mjs
index 9665c09..0961628 100644
--- a/mindspace-cover-meta.mjs
+++ b/mindspace-cover-meta.mjs
@@ -19,8 +19,10 @@ export function parseMindspaceCoverMeta(html) {
   }
 }
 
-export function upsertMindspaceCoverMeta(html, coverMeta) {
-  const payload = { ...(parseMindspaceCoverMeta(html) ?? {}), ...coverMeta };
+export function upsertMindspaceCoverMeta(html, coverMeta, { replace = false } = {}) {
+  const payload = replace
+    ? { ...(coverMeta ?? {}) }
+    : { ...(parseMindspaceCoverMeta(html) ?? {}), ...(coverMeta ?? {}) };
   const metaTag = `<meta name="mindspace-cover" content="${escapeMetaAttribute(JSON.stringify(payload))}">`;
   const source = String(html ?? '');
 
diff --git a/mindspace-geo-backfill.mjs b/mindspace-geo-backfill.mjs
new file mode 100644
index 0000000..2b60f91
--- /dev/null
+++ b/mindspace-geo-backfill.mjs
@@ -0,0 +1,353 @@
+import fs from 'node:fs';
+import path from 'node:path';
+import { injectBeforeDocumentClosingBody } from './html-document-injection.mjs';
+import { parseMindspaceCoverMeta, upsertMindspaceCoverMeta } from './mindspace-cover-meta.mjs';
+import {
+  extractFaqFromHeadings,
+  parseMindspaceGeoMeta,
+  resolveGeoFaq,
+  resolveGeoKeywords,
+} from './mindspace-geo-meta.mjs';
+
+function htmlWithoutEmbeddedCode(html) {
+  return String(html ?? '')
+    .replace(/<script\b[\s\S]*?<\/script>/gi, ' ')
+    .replace(/<style\b[\s\S]*?<\/style>/gi, ' ');
+}
+import { ensurePlatformBrandFooter, injectPlatformBrandVisibilityStyle } from './mindspace-page-tag.mjs';
+import { PLATFORM_BRAND_ICON_PATH } from './mindspace-og-tags.mjs';
+import { extractCoverSignals } from './mindspace-thumbnails.mjs';
+import { extractSeoDescription } from './mindspace-seo-tags.mjs';
+import { hasRasterShareImageHint } from './wechat/verify/share-preview.mjs';
+
+export const DEFAULT_RASTER_COVER_URL = 'https://m.tkmind.cn/brand/tkmind-icon.png';
+
+function stripHtml(value) {
+  return String(value ?? '')
+    .replace(/<[^>]+>/g, ' ')
+    .replace(/\s+/g, ' ')
+    .trim();
+}
+
+function escapeMetaAttribute(value) {
+  return String(value ?? '')
+    .replaceAll('&', '&amp;')
+    .replaceAll('"', '&quot;')
+    .replaceAll('<', '&lt;');
+}
+
+function rawTitleFromHtml(html) {
+  return String(html ?? '').match(/<title[^>]*>([^<]*)<\/title>/i)?.[1]?.trim() ?? '';
+}
+
+function rawH1FromHtml(html) {
+  const match = String(html ?? '').match(/<h1[^>]*>([\s\S]*?)<\/h1>/i);
+  return match ? stripHtml(match[1]) : '';
+}
+
+function rawFirstParagraph(html) {
+  const match = String(html ?? '').match(/<p[^>]*>([\s\S]*?)<\/p>/i);
+  return match ? stripHtml(match[1]) : '';
+}
+
+function hasMeta(html, name) {
+  return new RegExp(`<meta[^>]+name=["']${name}["']`, 'i').test(String(html ?? ''));
+}
+
+function escapeHtml(value) {
+  return String(value ?? '')
+    .replace(/&/g, '&amp;')
+    .replace(/</g, '&lt;')
+    .replace(/>/g, '&gt;')
+    .replace(/"/g, '&quot;');
+}
+
+function countH2(html) {
+  return (String(html ?? '').match(/<h2\b/gi) ?? []).length;
+}
+
+function hasShareDescription(html) {
+  return Boolean(extractSeoDescription(html));
+}
+
+export function repairMindspaceGeoMeta(html) {
+  const source = String(html ?? '');
+  const parsed = parseMindspaceGeoMeta(source);
+  const hasValidSummary = String(parsed.summary ?? '').trim().length > 0;
+  const hasTag = /<meta[^>]*name=["']mindspace-geo["']/i.test(source);
+  if (hasTag && hasValidSummary) return source;
+  return upsertMindspaceGeoMeta(source, buildMindspaceGeoPayload(source), { forceReplace: true });
+}
+
+export function buildMindspaceGeoPayload(html) {
+  const source = htmlWithoutEmbeddedCode(html);
+  const title = rawH1FromHtml(source) || rawTitleFromHtml(source) || 'TKMind 页面';
+  const cover = extractCoverSignals(source);
+  const summary =
+    String(parseMindspaceGeoMeta(source).summary ?? '').trim() ||
+    extractSeoDescription(source) ||
+    String(cover.subtitle ?? '').trim() ||
+    rawFirstParagraph(source) ||
+    title;
+
+  let keywords = resolveGeoKeywords(source);
+  if (keywords.length < 2) {
+    keywords = [title, cover.tag, 'TKMind'].map((item) => String(item ?? '').trim()).filter(Boolean);
+  }
+  keywords = [...new Set(keywords)].slice(0, 8);
+
+  let faq = resolveGeoFaq(source);
+  if (faq.length < 1) {
+    faq = extractFaqFromHeadings(source);
+  }
+  if (faq.length < 1 && summary) {
+    faq = [{ q: `${title}讲什么？`, a: summary.slice(0, 220) }];
+  }
+
+  return {
+    summary: summary.slice(0, 320),
+    keywords,
+    faq: faq.slice(0, 6),
+  };
+}
+
+export function upsertMindspaceGeoMeta(html, geoPayload, { forceReplace = false } = {}) {
+  const payload = forceReplace
+    ? { ...(geoPayload ?? {}) }
+    : {
+        ...buildMindspaceGeoPayload(html),
+        ...(geoPayload && typeof geoPayload === 'object' ? geoPayload : {}),
+      };
+  payload.summary = String(payload.summary ?? '').trim().slice(0, 320);
+  payload.keywords = Array.isArray(payload.keywords)
+    ? payload.keywords.map((item) => String(item ?? '').trim()).filter(Boolean).slice(0, 12)
+    : [];
+  payload.faq = Array.isArray(payload.faq)
+    ? payload.faq
+        .map((item) => ({
+          q: String(item?.q ?? '').trim().slice(0, 120),
+          a: String(item?.a ?? '').trim().slice(0, 500),
+        }))
+        .filter((item) => item.q && item.a && item.a.length >= 4)
+        .slice(0, 6)
+    : [];
+  if (payload.faq.length < 1 && payload.summary) {
+    const topic = String(rawH1FromHtml(html) || rawTitleFromHtml(html) || payload.summary).trim();
+    payload.faq = [{ q: `${topic}讲什么？`, a: payload.summary.slice(0, 220) }];
+  }
+  const metaTag = `<meta name="mindspace-geo" content='${JSON.stringify(payload).replace(/'/g, '&#39;')}'>`;
+  const source = String(html ?? '');
+
+  if (hasMeta(source, 'mindspace-geo')) {
+    return source.replace(/<meta[^>]*name=["']mindspace-geo["'][^>]*>\s*/i, `${metaTag.trim()}\n  `);
+  }
+  if (/<meta[^>]*name=["']mindspace-cover["'][^>]*>/i.test(source)) {
+    return source.replace(
+      /(<meta[^>]*name=["']mindspace-cover["'][^>]*>)/i,
+      `$1\n  ${metaTag.trim()}`,
+    );
+  }
+  if (/<meta[^>]*name=["']description["'][^>]*>/i.test(source)) {
+    return source.replace(
+      /(<meta[^>]*name=["']description["'][^>]*>)/i,
+      `$1\n  ${metaTag.trim()}`,
+    );
+  }
+  if (/<head[^>]*>/i.test(source)) {
+    return source.replace(/<head([^>]*)>/i, `<head$1>\n  ${metaTag.trim()}`);
+  }
+  return `${metaTag.trim()}\n${source}`;
+}
+
+export function upsertDescriptionMeta(html, description) {
+  const text = String(description ?? '').trim();
+  if (!text || hasMeta(html, 'description')) return String(html ?? '');
+  const metaTag = `<meta name="description" content="${escapeMetaAttribute(text)}">`;
+  const source = String(html ?? '');
+  if (/<title[^>]*>/i.test(source)) {
+    return source.replace(/(<title[^>]*>[^<]*<\/title>)/i, `$1\n  ${metaTag}`);
+  }
+  if (/<head[^>]*>/i.test(source)) {
+    return source.replace(/<head([^>]*)>/i, `<head$1>\n  ${metaTag}`);
+  }
+  return `${metaTag}\n${source}`;
+}
+
+export function buildMinimalCoverMeta(html, { title = '' } = {}) {
+  const cover = parseMindspaceCoverMeta(html);
+  if (cover) return cover;
+  const signals = extractCoverSignals(String(html ?? ''));
+  const resolvedTitle = title || rawH1FromHtml(html) || rawTitleFromHtml(html) || 'TKMind 页面';
+  const description = extractSeoDescription(html) || rawFirstParagraph(html) || resolvedTitle;
+  return {
+    tag: signals.tag || '报告',
+    emoji: '📄',
+    accent: signals.accent || '#3b82f6',
+    accent2: signals.accent2 || '#1e293b',
+    subtitle: signals.subtitle || description.slice(0, 80),
+  };
+}
+
+function humanizeFilename(filePath) {
+  const base = path.basename(String(filePath ?? ''), '.html');
+  const decoded = decodeURIComponent(base);
+  return decoded
+    .replace(/[-_]+/g, ' ')
+    .replace(/\s+/g, ' ')
+    .trim();
+}
+
+function isWeakTitle(title) {
+  const value = String(title ?? '').trim();
+  if (!value || value.length < 2) return true;
+  if (/^(页面|我的页面|未命名|demo|test|index|MindSpace 页面)$/i.test(value)) return true;
+  if (/^[\x00-\x7F]+$/.test(value) && value.length < 4) return true;
+  return false;
+}
+
+function buildFallbackTitle(html, htmlFilePath = '') {
+  const cover = parseMindspaceCoverMeta(html);
+  const fromCover = [cover?.tag, cover?.subtitle]
+    .map((item) => String(item ?? '').trim())
+    .filter(Boolean)
+    .join(' · ');
+  if (fromCover && !isWeakTitle(fromCover)) return fromCover;
+  const fromH1 = rawH1FromHtml(html);
+  if (fromH1 && !isWeakTitle(fromH1)) return fromH1;
+  const fromFile = humanizeFilename(htmlFilePath);
+  if (fromFile && !isWeakTitle(fromFile)) return fromFile;
+  if (fromFile) return `TKMind · ${fromFile}`;
+  return 'TKMind 精选页面';
+}
+
+export function improveTitleFromContext(html, htmlFilePath = '') {
+  const source = String(html ?? '');
+  const current = rawTitleFromHtml(source);
+  if (!isWeakTitle(current)) return source;
+  const candidate =
+    [rawH1FromHtml(source), parseMindspaceCoverMeta(source)?.subtitle, buildFallbackTitle(source, htmlFilePath)]
+      .map((item) => String(item ?? '').trim())
+      .find((item) => item && !isWeakTitle(item)) ?? '';
+  if (!candidate) return source;
+  if (/<title[^>]*>[^<]*<\/title>/i.test(source)) {
+    return source.replace(/<title[^>]*>[^<]*<\/title>/i, `<title>${candidate}</title>`);
+  }
+  if (/<head[^>]*>/i.test(source)) {
+    return source.replace(/<head([^>]*)>/i, `<head$1>\n  <title>${candidate}</title>`);
+  }
+  return source;
+}
+
+export function ensureH1FromTitle(html) {
+  const source = String(html ?? '');
+  if (/<h1\b/i.test(source)) return source;
+  const title = rawTitleFromHtml(source);
+  if (!title) return source;
+  if (/<body[^>]*>/i.test(source)) {
+    return source.replace(/<body([^>]*)>/i, `<body$1>\n  <h1>${title}</h1>`);
+  }
+  return `${source}\n<h1>${title}</h1>`;
+}
+
+export function fixBrokenLocalCover(html, htmlFilePath = '') {
+  const coverMeta = parseMindspaceCoverMeta(html);
+  if (!coverMeta || !htmlFilePath) return String(html ?? '');
+  const cover = String(coverMeta.cover ?? coverMeta.image ?? '').trim();
+  if (!cover || /^https?:\/\//i.test(cover) || cover.startsWith('data:')) {
+    return String(html ?? '');
+  }
+  const clean = cover.split('?')[0].split('#')[0].replace(/^\.\//, '');
+  const base = path.dirname(htmlFilePath);
+  const target = path.resolve(base, clean);
+  if (target.startsWith(`${base}${path.sep}`) && fs.existsSync(target)) {
+    return String(html ?? '');
+  }
+  const nextMeta = { ...coverMeta };
+  delete nextMeta.cover;
+  delete nextMeta.image;
+  return upsertMindspaceCoverMeta(html, nextMeta, { replace: true });
+}
+
+export function ensureDefaultRasterCover(html, { coverUrl = DEFAULT_RASTER_COVER_URL } = {}) {
+  const source = String(html ?? '');
+  if (hasRasterShareImageHint(source)) return source;
+  const coverMeta = parseMindspaceCoverMeta(source) ?? buildMinimalCoverMeta(source);
+  return upsertMindspaceCoverMeta(source, {
+    ...coverMeta,
+    cover: coverUrl || DEFAULT_RASTER_COVER_URL,
+  });
+}
+
+export function buildSeoOutlineSection(html) {
+  const geo = parseMindspaceGeoMeta(html);
+  const title = rawH1FromHtml(html) || rawTitleFromHtml(html) || '本页';
+  const summary = String(geo.summary ?? extractSeoDescription(html) ?? title).trim();
+  const faq = resolveGeoFaq(html, geo);
+  const blocks = [];
+  if (summary) {
+    blocks.push(
+      `<h2 style="font-size:17px;color:#334155;margin:0 0 8px">内容概要</h2>`,
+      `<p style="margin:0 0 16px">${escapeHtml(summary)}</p>`,
+    );
+  }
+  for (const item of faq.slice(0, 2)) {
+    blocks.push(
+      `<h2 style="font-size:17px;color:#334155;margin:16px 0 8px">${escapeHtml(item.q)}</h2>`,
+      `<p style="margin:0 0 12px">${escapeHtml(item.a)}</p>`,
+    );
+  }
+  if (countH2(blocks.join('\n')) < 2) {
+    blocks.push(
+      `<h2 style="font-size:17px;color:#334155;margin:16px 0 8px">关于${escapeHtml(title)}</h2>`,
+      `<p style="margin:0 0 12px">${escapeHtml(summary || `${title} 由 TKMind 生成，可在浏览器中直接阅读与分享。`)}</p>`,
+    );
+  }
+  if (blocks.length === 0) return '';
+  return `<section data-mindspace-seo-outline="1" aria-label="页面提纲" style="margin:32px auto 20px;padding:20px 16px;max-width:920px;border-top:1px solid rgba(15,23,42,.08);color:#64748b;font-size:14px;line-height:1.75">${blocks.join('\n  ')}</section>`;
+}
+
+export function ensureSeoHeadingStructure(html) {
+  const source = String(html ?? '');
+  if (countH2(source) >= 2 || /data-mindspace-seo-outline=/i.test(source)) return source;
+  const outline = buildSeoOutlineSection(source);
+  if (!outline) return source;
+  return injectBeforeDocumentClosingBody(source, `\n${outline}\n`);
+}
+
+export function ensureSeoGeoWarningsFixed(html, options = {}) {
+  let next = String(html ?? '');
+  if (options.fixPlatformBrand !== false) {
+    next = injectPlatformBrandVisibilityStyle(ensurePlatformBrandFooter(next));
+  }
+  if (options.fixRasterCover !== false) {
+    next = ensureDefaultRasterCover(next, { coverUrl: options.coverUrl });
+  }
+  if (options.fixHeadingStructure !== false) {
+    next = ensureSeoHeadingStructure(next);
+  }
+  return next;
+}
+
+export function backfillMindspaceSeoGeoHtml(html, options = {}) {
+  const htmlFilePath = String(options.htmlFilePath ?? '');
+  let next = String(html ?? '');
+  next = improveTitleFromContext(next, htmlFilePath);
+  next = fixBrokenLocalCover(next, htmlFilePath);
+  next = ensureH1FromTitle(next);
+
+  const title = rawH1FromHtml(next) || rawTitleFromHtml(next);
+  let geoPayload = buildMindspaceGeoPayload(next);
+
+  if (!parseMindspaceCoverMeta(next) && options.ensureCover !== false) {
+    next = upsertMindspaceCoverMeta(next, buildMinimalCoverMeta(next, { title }));
+  }
+  next = upsertDescriptionMeta(next, geoPayload.summary);
+  if (!hasMeta(next, 'mindspace-geo') || options.forceGeo) {
+    next = upsertMindspaceGeoMeta(next, geoPayload);
+  }
+  next = repairMindspaceGeoMeta(next);
+  if (options.fixWarnings !== false) {
+    next = ensureSeoGeoWarningsFixed(next, options);
+  }
+  return next;
+}
diff --git a/mindspace-geo-backfill.test.mjs b/mindspace-geo-backfill.test.mjs
new file mode 100644
index 0000000..3ebe9de
--- /dev/null
+++ b/mindspace-geo-backfill.test.mjs
@@ -0,0 +1,42 @@
+import assert from 'node:assert/strict';
+import test from 'node:test';
+import {
+  backfillMindspaceSeoGeoHtml,
+  buildMindspaceGeoPayload,
+  ensureSeoGeoWarningsFixed,
+  upsertMindspaceGeoMeta,
+} from './mindspace-geo-backfill.mjs';
+
+test('buildMindspaceGeoPayload derives summary and faq from page content', () => {
+  const html = `<!doctype html><html><head><title>苏州攻略</title></head><body>
+    <h1>苏州攻略</h1>
+    <h2>最佳季节</h2><p>春秋两季最适合游览苏州园林与古镇。</p>
+  </body></html>`;
+  const payload = buildMindspaceGeoPayload(html);
+  assert.match(payload.summary, /苏州/);
+  assert.ok(payload.keywords.length >= 2);
+  assert.equal(payload.faq[0].q, '最佳季节');
+});
+
+test('backfillMindspaceSeoGeoHtml inserts mindspace-geo and description', () => {
+  const html = '<html><head><title>Demo</title></head><body><h1>Demo</h1></body></html>';
+  const next = backfillMindspaceSeoGeoHtml(html);
+  assert.match(next, /name="description"/);
+  assert.match(next, /name="mindspace-geo"/);
+  assert.match(next, /name="mindspace-cover"/);
+});
+
+test('ensureSeoGeoWarningsFixed adds brand footer, raster cover, and outline', () => {
+  const html = '<html><head><title>Demo Page</title></head><body><h1>Demo Page</h1></body></html>';
+  const next = ensureSeoGeoWarningsFixed(html);
+  assert.match(next, /data-mindspace-page-tag="platform-brand"/);
+  assert.match(next, /data-mindspace-seo-outline="1"/);
+  assert.match(next, /tkmind-icon\.png/);
+});
+
+test('upsertMindspaceGeoMeta replaces existing geo meta', () => {
+  const html = `<html><head><meta name="mindspace-geo" content='{"summary":"旧"}'></head></html>`;
+  const next = upsertMindspaceGeoMeta(html, { summary: '新摘要', keywords: ['a', 'b'], faq: [{ q: 'Q', a: 'A'.repeat(12) }] });
+  assert.match(next, /新摘要/);
+  assert.doesNotMatch(next, /旧/);
+});
diff --git a/mindspace-geo-meta.mjs b/mindspace-geo-meta.mjs
new file mode 100644
index 0000000..43da1e4
--- /dev/null
+++ b/mindspace-geo-meta.mjs
@@ -0,0 +1,96 @@
+import { extractCoverSignals } from './mindspace-thumbnails.mjs';
+
+function stripHtml(value) {
+  return String(value ?? '')
+    .replace(/<[^>]+>/g, ' ')
+    .replace(/\s+/g, ' ')
+    .trim();
+}
+
+function htmlWithoutEmbeddedCode(html) {
+  return String(html ?? '')
+    .replace(/<script\b[\s\S]*?<\/script>/gi, ' ')
+    .replace(/<style\b[\s\S]*?<\/style>/gi, ' ');
+}
+
+function sanitizeFaqItem(item) {
+  const q = stripHtml(item?.q ?? item?.question).slice(0, 120);
+  const a = stripHtml(item?.a ?? item?.answer).slice(0, 500);
+  if (!q || !a || q.length < 2 || a.length < 4) return null;
+  if (/document\.|function\s*\(|createElement|innerHTML|querySelector/i.test(`${q} ${a}`)) return null;
+  return { q, a };
+}
+
+export function parseMindspaceGeoMeta(html) {
+  const tag = String(html ?? '').match(/<meta[^>]*name=["']mindspace-geo["'][^>]*>/i)?.[0];
+  if (!tag) return {};
+  const contentMatch =
+    tag.match(/content=(["'])([\s\S]*?)\1/i) ?? tag.match(/content=["']([^"']+)["']/i);
+  const raw = contentMatch?.[2] ?? contentMatch?.[1];
+  if (!raw) return {};
+  try {
+    return JSON.parse(raw.replaceAll('&quot;', '"'));
+  } catch {
+    return {};
+  }
+}
+
+export function extractFaqFromHeadings(html, { maxItems = 6 } = {}) {
+  const source = htmlWithoutEmbeddedCode(html);
+  const faq = [];
+  const seen = new Set();
+  const pattern =
+    /<(h[23])[^>]*>([\s\S]*?)<\/\1>\s*(?:<p[^>]*>([\s\S]*?)<\/p>|<div[^>]*>([\s\S]*?)<\/div>)/gi;
+  for (const match of source.matchAll(pattern)) {
+    const item = sanitizeFaqItem({
+      q: match[2],
+      a: match[3] ?? match[4],
+    });
+    if (!item) continue;
+    const key = item.q.toLowerCase();
+    if (seen.has(key)) continue;
+    seen.add(key);
+    faq.push(item);
+    if (faq.length >= maxItems) break;
+  }
+  return faq;
+}
+
+export function resolveGeoKeywords(html, authorMeta = null) {
+  const meta = authorMeta ?? parseMindspaceGeoMeta(html);
+  const fromAuthor = Array.isArray(meta.keywords)
+    ? meta.keywords.map((item) => String(item ?? '').trim()).filter(Boolean)
+    : [];
+  if (fromAuthor.length > 0) return fromAuthor.slice(0, 12);
+
+  const keywords = [];
+  const seen = new Set();
+  const push = (value) => {
+    const token = String(value ?? '').trim();
+    if (!token || token.length < 2 || seen.has(token)) return;
+    seen.add(token);
+    keywords.push(token);
+  };
+
+  const cover = extractCoverSignals(String(html ?? ''));
+  push(cover.tag);
+  push(cover.subtitle);
+
+  const title = String(html ?? '').match(/<title[^>]*>([^<]+)<\/title>/i)?.[1]?.trim() ?? '';
+  if (title) push(title);
+
+  for (const match of String(html ?? '').matchAll(/<h2[^>]*>([\s\S]*?)<\/h2>/gi)) {
+    push(stripHtml(match[1]));
+    if (keywords.length >= 12) break;
+  }
+  return keywords.slice(0, 12);
+}
+
+export function resolveGeoFaq(html, authorMeta = null) {
+  const meta = authorMeta ?? parseMindspaceGeoMeta(html);
+  const fromAuthor = Array.isArray(meta.faq)
+    ? meta.faq.map((item) => sanitizeFaqItem(item)).filter(Boolean)
+    : [];
+  if (fromAuthor.length > 0) return fromAuthor.slice(0, 8);
+  return extractFaqFromHeadings(html);
+}
diff --git a/mindspace-geo-meta.test.mjs b/mindspace-geo-meta.test.mjs
new file mode 100644
index 0000000..549129c
--- /dev/null
+++ b/mindspace-geo-meta.test.mjs
@@ -0,0 +1,43 @@
+import assert from 'node:assert/strict';
+import test from 'node:test';
+import {
+  extractFaqFromHeadings,
+  parseMindspaceGeoMeta,
+  resolveGeoFaq,
+  resolveGeoKeywords,
+} from './mindspace-geo-meta.mjs';
+
+test('parseMindspaceGeoMeta reads author faq and keywords', () => {
+  const html = `<meta name="mindspace-geo" content='{"summary":"攻略","keywords":["旅游"],"faq":[{"q":"怎么去?","a":"高铁直达"}]}'>`;
+  const meta = parseMindspaceGeoMeta(html);
+  assert.equal(meta.summary, '攻略');
+  assert.deepEqual(meta.keywords, ['旅游']);
+  assert.equal(meta.faq.length, 1);
+});
+
+test('extractFaqFromHeadings builds faq from h2 and paragraph', () => {
+  const html = `<body>
+    <h2>最佳季节</h2><p>春秋两季气候最舒适，适合徒步与摄影。</p>
+    <h2>交通方式</h2><p>可乘坐高铁到仙居站，再转乘景区巴士。</p>
+  </body>`;
+  const faq = extractFaqFromHeadings(html);
+  assert.equal(faq.length, 2);
+  assert.equal(faq[0].q, '最佳季节');
+  assert.match(faq[0].a, /春秋/);
+});
+
+test('resolveGeoFaq prefers author faq over extracted headings', () => {
+  const html = `<meta name="mindspace-geo" content='{"faq":[{"q":"作者问题","a":"作者答案"}]}'>
+  <h2>自动问题</h2><p>自动答案内容足够长以通过校验。</p>`;
+  const faq = resolveGeoFaq(html);
+  assert.equal(faq[0].q, '作者问题');
+});
+
+test('resolveGeoKeywords falls back to cover tag and h2 headings', () => {
+  const html = `<title>仙居玩水攻略</title>
+  <meta name="mindspace-cover" content='{"tag":"旅行","subtitle":"淡竹白溪"}'>
+  <h2>装备清单</h2>`;
+  const keywords = resolveGeoKeywords(html);
+  assert.ok(keywords.includes('旅行'));
+  assert.ok(keywords.includes('装备清单'));
+});
diff --git a/mindspace-geo-tags.mjs b/mindspace-geo-tags.mjs
index 9ebde65..c0f0b20 100644
--- a/mindspace-geo-tags.mjs
+++ b/mindspace-geo-tags.mjs
@@ -1,5 +1,8 @@
-import { extractCoverSignals } from './mindspace-thumbnails.mjs';
 import { extractSharePreviewMeta, PLATFORM_SITE_NAME } from './mindspace-og-tags.mjs';
+import {
+  parseMindspaceGeoMeta,
+  resolveGeoFaq,
+} from './mindspace-geo-meta.mjs';
 import { extractSeoDescription } from './mindspace-seo-tags.mjs';
 
 function escapeAttr(value) {
@@ -36,20 +39,6 @@ function appendBeforeHeadClose(html, block) {
   return `${block}\n${source}`;
 }
 
-function parseMindspaceGeoMeta(html) {
-  const tag = String(html ?? '').match(/<meta[^>]*name=["']mindspace-geo["'][^>]*>/i)?.[0];
-  if (!tag) return {};
-  const contentMatch =
-    tag.match(/content=(["'])([\s\S]*?)\1/i) ?? tag.match(/content=["']([^"']+)["']/i);
-  const raw = contentMatch?.[2] ?? contentMatch?.[1];
-  if (!raw) return {};
-  try {
-    return JSON.parse(raw.replaceAll('&quot;', '"'));
-  } catch {
-    return {};
-  }
-}
-
 function buildArticleJsonLd({
   title,
   description,
@@ -138,7 +127,7 @@ export function buildGeoStructuredData(
     imageUrl: preview.imageUrl,
     pageUrl: absoluteUrl,
     siteName: preview.siteName || siteName,
-    faq: authorMeta.faq,
+    faq: resolveGeoFaq(source, authorMeta),
   });
 }
 
diff --git a/mindspace-geo-tags.test.mjs b/mindspace-geo-tags.test.mjs
index 2eee75e..3bddb93 100644
--- a/mindspace-geo-tags.test.mjs
+++ b/mindspace-geo-tags.test.mjs
@@ -20,6 +20,18 @@ test('buildGeoStructuredData returns Article schema', () => {
   assert.match(payload.description, /淡竹白溪/);
 });
 
+test('buildGeoStructuredData auto extracts FAQ from headings', () => {
+  const html = `<!doctype html><html><head><title>Demo</title></head><body>
+  <h2>适合谁去</h2><p>适合亲子家庭与轻徒步爱好者，全程难度较低。</p>
+  </body></html>`;
+  const payload = buildGeoStructuredData(html, {
+    origin: 'https://m.tkmind.cn',
+    pageUrl: 'https://m.tkmind.cn/u/john/pages/demo',
+  });
+  assert.equal(payload.hasPart['@type'], 'FAQPage');
+  assert.equal(payload.hasPart.mainEntity[0].name, '适合谁去');
+});
+
 test('injectGeoTags appends json-ld script', () => {
   const html = '<html><head><title>Demo</title></head><body></body></html>';
   const next = injectGeoTags(html, {
diff --git a/mindspace-seo-audit.mjs b/mindspace-seo-audit.mjs
new file mode 100644
index 0000000..346f0ce
--- /dev/null
+++ b/mindspace-seo-audit.mjs
@@ -0,0 +1,200 @@
+import fs from 'node:fs';
+import path from 'node:path';
+import { parseMindspaceCoverMeta } from './mindspace-cover-meta.mjs';
+import { parseMindspaceGeoMeta, resolveGeoFaq } from './mindspace-geo-meta.mjs';
+import { hasPlatformBrandMarker } from './mindspace-page-tag.mjs';
+import {
+  hasMindspaceCoverMeta,
+  hasRasterShareImageHint,
+  hasShareDescription,
+} from './wechat/verify/share-preview.mjs';
+
+export const AUDIT_SCOPES = ['mindspace', 'platform', 'all'];
+
+const PLATFORM_SKIP_DIRS = new Set(['dev', 'thumbnail-demo', 'thumbnail-demo-samples']);
+
+function hasCoverImageHint(html) {
+  if (hasRasterShareImageHint(html)) return true;
+  const coverMeta = parseMindspaceCoverMeta(html);
+  const cover = String(coverMeta?.cover ?? coverMeta?.image ?? '').trim();
+  if (!cover) return false;
+  if (/^https?:\/\//i.test(cover)) return true;
+  if (/\.svg(?:[?#]|$)/i.test(cover)) return false;
+  return true;
+}
+
+function missingLocalCoverPath(htmlPath, coverMeta) {
+  const cover = String(coverMeta?.cover ?? coverMeta?.image ?? '').trim();
+  if (!cover || /^https?:\/\//i.test(cover) || cover.startsWith('data:')) return null;
+  const clean = cover.split('?')[0].split('#')[0].replace(/^\.\//, '');
+  if (!clean || clean.startsWith('/') || clean.includes('\\')) return null;
+  const base = path.dirname(htmlPath);
+  const target = path.resolve(base, clean);
+  if (target !== base && !target.startsWith(`${base}${path.sep}`)) return clean;
+  return fs.existsSync(target) && fs.statSync(target).isFile() ? null : clean;
+}
+
+export function auditCoverHtml(htmlPath, html, { requireCoverMeta = true } = {}) {
+  const issues = [];
+  if (requireCoverMeta && !hasMindspaceCoverMeta(html)) {
+    issues.push({ level: 'error', code: 'missing_mindspace_cover', message: '缺少 <meta name="mindspace-cover">' });
+  }
+  if (!hasShareDescription(html)) {
+    issues.push({ level: 'error', code: 'missing_description', message: '缺少 description / og:description' });
+  }
+  if (requireCoverMeta && !hasPlatformBrandMarker(html)) {
+    issues.push({ level: 'warn', code: 'missing_platform_brand', message: '缺少 data-mindspace-page-tag="platform-brand" 页脚' });
+  }
+  const coverMeta = parseMindspaceCoverMeta(html);
+  if (coverMeta) {
+    if (!String(coverMeta.tag ?? '').trim()) {
+      issues.push({ level: 'warn', code: 'missing_tag', message: 'mindspace-cover 缺少 tag' });
+    }
+    if (!String(coverMeta.subtitle ?? '').trim()) {
+      issues.push({ level: 'warn', code: 'missing_subtitle', message: 'mindspace-cover 缺少 subtitle' });
+    }
+    if (!String(coverMeta.accent ?? '').trim()) {
+      issues.push({ level: 'warn', code: 'missing_accent', message: 'mindspace-cover 缺少 accent' });
+    }
+    const missingCover = missingLocalCoverPath(htmlPath, coverMeta);
+    if (missingCover) {
+      issues.push({
+        level: 'error',
+        code: 'missing_cover_file',
+        message: `mindspace-cover 引用的本地文件不存在：${missingCover}`,
+      });
+    }
+  }
+  if (requireCoverMeta && !hasCoverImageHint(html)) {
+    issues.push({
+      level: 'warn',
+      code: 'missing_cover_image',
+      message: '无 raster 封面图（cover/image/og:image），缩略图会退化为纯色渐变',
+    });
+  }
+  return issues;
+}
+
+export function auditSeoHtml(html, { strictGeo = true } = {}) {
+  const issues = [];
+  const title = String(html).match(/<title[^>]*>([^<]+)<\/title>/i)?.[1]?.replace(/\s+/g, ' ').trim() ?? '';
+  const weakLatinTitle = title && /^[\x00-\x7F]+$/.test(title) && title.length < 4;
+  if (!title || title.length < 2 || weakLatinTitle) {
+    issues.push({ level: 'error', code: 'weak_title', message: '缺少或过短的 <title>，SEO/GEO 无法达标' });
+  } else if (/^(页面|我的页面|未命名|demo|test|MindSpace 页面)$/i.test(title)) {
+    issues.push({ level: 'error', code: 'generic_title', message: `title 过于泛化：${title}` });
+  }
+  if (!/<h1\b/i.test(html)) {
+    issues.push({ level: 'error', code: 'missing_h1', message: '缺少 <h1>，搜索引擎与 AI 抽取质量会下降' });
+  }
+  if (!hasShareDescription(html)) {
+    issues.push({ level: 'error', code: 'seo_missing_description', message: '缺少 description，SEO/GEO 摘要来源不足' });
+  }
+  const geoMeta = parseMindspaceGeoMeta(html);
+  if (strictGeo && !/<meta[^>]*name=["']mindspace-geo["']/i.test(html)) {
+    issues.push({
+      level: 'error',
+      code: 'missing_mindspace_geo',
+      message: '缺少 <meta name="mindspace-geo">，GEO 摘要/FAQ 无法达标',
+    });
+  } else if (strictGeo && !String(geoMeta.summary ?? '').trim()) {
+    issues.push({
+      level: 'warn',
+      code: 'geo_missing_summary',
+      message: 'mindspace-geo 缺少 summary，建议写可被 AI 直接引用的摘要',
+    });
+  }
+  const h2Count = (String(html).match(/<h2\b/gi) ?? []).length;
+  const outlineSections = /data-mindspace-seo-outline=/i.test(html);
+  const faqCount = resolveGeoFaq(html, geoMeta).length;
+  if (h2Count < 2 && !outlineSections && faqCount < 2) {
+    issues.push({
+      level: 'warn',
+      code: 'insufficient_h2_sections',
+      message: '正文建议至少 2 个 <h2> 分节，便于 SEO/GEO 抽取',
+    });
+  }
+  const faq = resolveGeoFaq(html, geoMeta);
+  const parsedGeo = parseMindspaceGeoMeta(html);
+  const declaredFaq = Array.isArray(parsedGeo.faq) ? parsedGeo.faq.length : 0;
+  if (faq.length < 1 && declaredFaq < 1) {
+    issues.push({
+      level: 'warn',
+      code: 'geo_missing_faq',
+      message: '缺少 FAQ（mindspace-geo.faq 或 h2+p 结构），GEO 结构化数据会偏弱',
+    });
+  }
+  return issues;
+}
+
+export function auditHtmlFile(htmlPath, html, options = {}) {
+  const requireCoverMeta = options.requireCoverMeta !== false;
+  return [
+    ...auditCoverHtml(htmlPath, html, { requireCoverMeta }),
+    ...(options.seo === false ? [] : auditSeoHtml(html, options)),
+  ];
+}
+
+function walkHtmlFiles(dir, files = []) {
+  if (!fs.existsSync(dir)) return files;
+  for (const entry of fs.readdirSync(dir, { withFileTypes: true })) {
+    const full = path.join(dir, entry.name);
+    if (entry.isDirectory()) {
+      if (entry.name === '.agents' || entry.name === 'node_modules' || entry.name.startsWith('.')) continue;
+      walkHtmlFiles(full, files);
+      continue;
+    }
+    if (!entry.name.endsWith('.html') || entry.name.endsWith('.thumbnail.svg')) continue;
+    files.push(full);
+  }
+  return files;
+}
+
+export function collectMindspaceHtmlFiles(root, userId = null) {
+  if (userId) {
+    return walkHtmlFiles(path.join(root, userId, 'public'));
+  }
+  const files = [];
+  if (!fs.existsSync(root)) return files;
+  for (const entry of fs.readdirSync(root, { withFileTypes: true })) {
+    if (!entry.isDirectory() || entry.name === 'wiki' || entry.name.startsWith('.')) continue;
+    walkHtmlFiles(path.join(root, entry.name, 'public'), files);
+  }
+  return files;
+}
+
+export function collectPlatformHtmlFiles(publicRoot) {
+  const files = [];
+  if (!fs.existsSync(publicRoot)) return files;
+  for (const entry of fs.readdirSync(publicRoot, { withFileTypes: true })) {
+    const full = path.join(publicRoot, entry.name);
+    if (entry.isDirectory()) {
+      if (PLATFORM_SKIP_DIRS.has(entry.name) || entry.name.startsWith('.')) continue;
+      walkHtmlFiles(full, files);
+      continue;
+    }
+    if (entry.name.endsWith('.html')) files.push(full);
+  }
+  return files;
+}
+
+export function collectHtmlTargets({
+  scope = 'mindspace',
+  mindspaceRoot,
+  publicRoot,
+  userId = null,
+  file = null,
+} = {}) {
+  if (file) return [path.resolve(file)];
+  const normalized = String(scope ?? 'mindspace').trim().toLowerCase();
+  if (normalized === 'platform') {
+    return collectPlatformHtmlFiles(publicRoot);
+  }
+  if (normalized === 'all') {
+    return [
+      ...collectMindspaceHtmlFiles(mindspaceRoot, userId),
+      ...collectPlatformHtmlFiles(publicRoot),
+    ];
+  }
+  return collectMindspaceHtmlFiles(mindspaceRoot, userId);
+}
diff --git a/mindspace-seo-discovery-service.mjs b/mindspace-seo-discovery-service.mjs
index 6ffa3e1..dc77594 100644
--- a/mindspace-seo-discovery-service.mjs
+++ b/mindspace-seo-discovery-service.mjs
@@ -1,4 +1,5 @@
 import { isPublicationIndexable, normalizePublicationSnapshot } from './mindspace-index-policy.mjs';
+import { PLATFORM_STATIC_DISCOVERY_ENTRIES } from './platform-seo-html.mjs';
 
 function escapeXml(value) {
   return String(value ?? '')
@@ -105,6 +106,18 @@ export async function resolvePublicationIndexSnapshot(
   });
 }
 
+export function mergeDiscoveryEntries(publications = [], staticEntries = PLATFORM_STATIC_DISCOVERY_ENTRIES) {
+  const merged = [];
+  const seen = new Set();
+  for (const entry of [...publications, ...staticEntries]) {
+    const key = String(entry.publicUrl ?? entry.public_url ?? '').trim();
+    if (!key || seen.has(key)) continue;
+    seen.add(key);
+    merged.push(normalizePublicationSnapshot(entry) ?? entry);
+  }
+  return merged;
+}
+
 export function renderSitemapXml(entries, { origin = '' } = {}) {
   const urls = entries
     .map((entry) => {
@@ -135,6 +148,7 @@ export function renderRobotsTxt({
   const lines = [
     'User-agent: *',
     'Allow: /u/',
+    'Allow: /learn/',
     'Disallow: /api/',
     'Disallow: /admin-api/',
     'Disallow: /mindspace/',
@@ -171,6 +185,7 @@ export function createMindspaceSeoDiscoveryService(pool) {
     listIndexablePublications: (options) => listIndexablePublications(pool, options),
     resolvePublicationIndexSnapshot: (options) =>
       resolvePublicationIndexSnapshot(pool, options),
+    mergeDiscoveryEntries,
     renderSitemapXml,
     renderRobotsTxt,
     renderLlmsTxt,
diff --git a/mindspace-seo-discovery-service.test.mjs b/mindspace-seo-discovery-service.test.mjs
index 2f3f272..cf003cb 100644
--- a/mindspace-seo-discovery-service.test.mjs
+++ b/mindspace-seo-discovery-service.test.mjs
@@ -1,6 +1,7 @@
 import assert from 'node:assert/strict';
 import test from 'node:test';
 import {
+  mergeDiscoveryEntries,
   renderLlmsTxt,
   renderRobotsTxt,
   renderSitemapXml,
@@ -24,6 +25,13 @@ test('renderRobotsTxt references sitemap when enabled', () => {
   assert.match(body, /llms\.txt/);
 });
 
+test('mergeDiscoveryEntries appends platform static pages', () => {
+  const merged = mergeDiscoveryEntries([
+    { publicUrl: '/u/john/pages/demo', accessMode: 'public', status: 'online' },
+  ]);
+  assert.ok(merged.some((entry) => String(entry.publicUrl ?? '').includes('/learn/')));
+});
+
 test('renderLlmsTxt lists markdown links', () => {
   const body = renderLlmsTxt(
     [{ publicUrl: '/u/john/pages/demo', summary: '仙居玩水' }],
diff --git a/mindspace-seo-tags.mjs b/mindspace-seo-tags.mjs
index cb7b8ad..9000733 100644
--- a/mindspace-seo-tags.mjs
+++ b/mindspace-seo-tags.mjs
@@ -1,3 +1,4 @@
+import { resolveGeoKeywords } from './mindspace-geo-meta.mjs';
 import { extractCoverSignals } from './mindspace-thumbnails.mjs';
 import { extractSharePreviewMeta } from './mindspace-og-tags.mjs';
 
@@ -97,14 +98,15 @@ export function injectSeoTags(
       `<meta name="description" content="${escapeAttr(preview.description)}">`,
     );
   }
-  const keywords = [
-    signals.tag,
-    ...(Array.isArray(meta.keywords) ? meta.keywords : []),
-  ]
-    .map((item) => String(item ?? '').trim())
-    .filter(Boolean);
-  if (keywords.length > 0 && !hasMeta(source, 'name', 'keywords')) {
-    tags.push(`<meta name="keywords" content="${escapeAttr(keywords.join(', '))}">`);
+  const keywords = resolveGeoKeywords(source);
+  for (const item of Array.isArray(meta.keywords) ? meta.keywords : []) {
+    const token = String(item ?? '').trim();
+    if (token && !keywords.includes(token)) keywords.push(token);
+  }
+  if (signals.tag && !keywords.includes(signals.tag)) keywords.unshift(signals.tag);
+  const keywordLine = keywords.slice(0, 12);
+  if (keywordLine.length > 0 && !hasMeta(source, 'name', 'keywords')) {
+    tags.push(`<meta name="keywords" content="${escapeAttr(keywordLine.join(', '))}">`);
   }
   if (canonicalEnabled) {
     const canonicalUrl = resolveCanonicalUrl({ publication, pageUrl, origin });
diff --git a/package.json b/package.json
index 65bc7fa..210ee81 100644
--- a/package.json
+++ b/package.json
@@ -55,8 +55,9 @@
     "build:mindspace-service-runtime": "node scripts/build-mindspace-service-runtime.mjs",
     "check:mindspace-public-links": "node scripts/check-mindspace-public-links.mjs --downloads-only",
     "check:mindspace-public-links:all": "node scripts/check-mindspace-public-links.mjs --all-links",
-    "check:mindspace-cover": "node scripts/check-mindspace-cover.mjs",
-    "check:mindspace-cover:seo": "node scripts/check-mindspace-cover.mjs --seo",
+    "check:mindspace-cover": "node scripts/check-mindspace-cover.mjs --scope all",
+    "check:mindspace-cover:seo": "node scripts/check-mindspace-cover.mjs --scope all",
+    "backfill:mindspace-geo": "node scripts/backfill-mindspace-geo.mjs --scope all",
     "demo:thumbnails": "node scripts/thumbnail-preview-demo.mjs",
     "audit:conversation-packages": "node scripts/audit-conversation-packages.mjs",
     "audit:memory-v2-shadow": "node scripts/audit-memory-v2-shadow.mjs",
@@ -117,7 +118,7 @@
     "verify:mindspace-wechat-mp": "node --test mindspace-wechat-mp-config.test.mjs mindspace-wechat-page-draft.test.mjs wechat-draft-publication-standard.test.mjs mindspace-chat-wechat-draft.test.mjs mindspace-public-share-widget.test.mjs server/portal-mindspace-wechat-routes.test.mjs server/portal-mindspace-chat-share-routes.test.mjs",
     "verify:portal-access-policy": "node scripts/verify-portal-access-policy.mjs",
     "verify:seo-discovery": "node scripts/verify-seo-discovery.mjs",
-    "verify:seo-geo": "node --test mindspace-index-policy.test.mjs mindspace-seo-tags.test.mjs mindspace-geo-tags.test.mjs mindspace-seo-geo-delivery.test.mjs mindspace-seo-discovery-service.test.mjs mindspace-seo-notify.test.mjs mindspace-config.test.mjs server/portal-seo-discovery-routes.test.mjs",
+    "verify:seo-geo": "node --test mindspace-index-policy.test.mjs mindspace-seo-tags.test.mjs mindspace-geo-meta.test.mjs mindspace-geo-backfill.test.mjs mindspace-geo-tags.test.mjs mindspace-seo-geo-delivery.test.mjs mindspace-seo-discovery-service.test.mjs mindspace-seo-notify.test.mjs mindspace-config.test.mjs server/portal-seo-discovery-routes.test.mjs plaza-public.test.mjs",
     "verify:public-page-interaction": "node scripts/verify-public-page-interaction.mjs",
     "verify:page-data": "node --test mindspace-userdata-postgres.test.mjs postgres-user-data-space-service.test.mjs page-data-acceptance.test.mjs page-data-integration.test.mjs page-data-public-service.test.mjs page-data-ops.test.mjs page-data-delivery-assess.test.mjs page-data-delivery-code-review.test.mjs mindspace-page-data-finish-guard.test.mjs mindspace-page-data-finish-guard.integration.test.mjs",
     "verify:excel-analyst": "node --test excel-analyst.test.mjs skills-registry.test.mjs skill-runtime-policy.test.mjs capabilities.test.mjs chat-skills.test.mjs chat-intent-router.test.mjs session-reconcile.test.mjs tkmind-proxy-attachment.test.mjs",
diff --git a/platform-seo-html.mjs b/platform-seo-html.mjs
new file mode 100644
index 0000000..10d30a5
--- /dev/null
+++ b/platform-seo-html.mjs
@@ -0,0 +1,61 @@
+import { injectRobotsNoindex, injectSeoTags } from './mindspace-seo-tags.mjs';
+import { injectGeoTags } from './mindspace-geo-tags.mjs';
+import { buildMindspaceGeoPayload, upsertDescriptionMeta, upsertMindspaceGeoMeta } from './mindspace-geo-backfill.mjs';
+import { injectOgTags, PLATFORM_SITE_NAME } from './mindspace-og-tags.mjs';
+
+export function renderMindspaceGeoMetaTag(payload) {
+  return `<meta name="mindspace-geo" content='${JSON.stringify(payload).replace(/'/g, '&#39;')}'> `;
+}
+
+export function decoratePlatformSeoGeoHtml(
+  html,
+  {
+    origin = '',
+    pageUrl = '',
+    pageDirUrl = '',
+    canonicalEnabled = true,
+    jsonLdEnabled = true,
+    noindex = false,
+    meta = {},
+  } = {},
+) {
+  const source = String(html ?? '');
+  let next = upsertDescriptionMeta(source, meta.description ?? buildMindspaceGeoPayload(source).summary);
+  next = upsertMindspaceGeoMeta(next, meta.geo ?? buildMindspaceGeoPayload(next));
+  next = injectOgTags(next, {
+    origin,
+    pageUrl,
+    pageDirUrl,
+    siteName: meta.siteName ?? PLATFORM_SITE_NAME,
+    meta,
+  });
+  next = injectSeoTags(next, {
+    origin,
+    pageUrl,
+    pageDirUrl,
+    canonicalEnabled,
+    meta,
+  });
+  if (jsonLdEnabled) {
+    next = injectGeoTags(next, {
+      origin,
+      pageUrl,
+      pageDirUrl,
+      sourceHtml: next,
+      meta,
+    });
+  }
+  if (noindex) {
+    next = injectRobotsNoindex(next);
+  }
+  return next;
+}
+
+export const PLATFORM_STATIC_DISCOVERY_ENTRIES = [
+  {
+    publicUrl: '/learn/',
+    title: '我的学习小助手',
+    summary: 'TKMind 儿童学习打卡与习惯养成助手，支持任务清单、成长记录与家长协同。',
+    updatedAt: Date.parse('2026-09-16T00:00:00.000Z'),
+  },
+];
diff --git a/plaza-public.mjs b/plaza-public.mjs
index c62bbc0..f8e4f65 100644
--- a/plaza-public.mjs
+++ b/plaza-public.mjs
@@ -1,4 +1,6 @@
 import { appendPlazaEmbedQuery } from './plaza-embed.mjs';
+import { buildMindspaceGeoPayload } from './mindspace-geo-backfill.mjs';
+import { decoratePlatformSeoGeoHtml } from './platform-seo-html.mjs';
 import { resolvePlazaCoverUrl } from './plaza-posts.mjs';
 
 function plazaError(message, code) {
@@ -44,7 +46,11 @@ export function buildPublicationUrl(publicUrl, portalBase) {
   return `${base}/${value.replace(/^\/+/, '')}`;
 }
 
-export function renderPlazaPostRedirectHtml(post, targetUrl, { preview = false } = {}) {
+export function renderPlazaPostRedirectHtml(
+  post,
+  targetUrl,
+  { preview = false, plazaBaseUrl = process.env.PLAZA_PUBLIC_BASE ?? 'https://plaza.tkmind.cn' } = {},
+) {
   const title = escapePublicHtml(post.title);
   const summary = escapePublicHtml(post.summary);
   const iframeUrl = appendPlazaEmbedQuery(targetUrl);
@@ -53,8 +59,10 @@ export function renderPlazaPostRedirectHtml(post, targetUrl, { preview = false }
   const previewNote = preview
     ? '<p class="preview">开发预览：该帖子尚未审核通过，仅本地可见。</p>'
     : '';
+  const pageUrl = `${String(plazaBaseUrl).replace(/\/$/, '')}/plaza/p/${encodeURIComponent(post.id)}`;
+  const coverUrl = resolvePlazaCoverUrl(post.cover_url, post.public_url);
 
-  return `<!doctype html>
+  const html = `<!doctype html>
 <html lang="zh-CN">
 <head>
   <meta charset="utf-8">
@@ -211,9 +219,22 @@ export function renderPlazaPostRedirectHtml(post, targetUrl, { preview = false }
   </script>
 </body>
 </html>`;
+
+  return decoratePlatformSeoGeoHtml(html, {
+    origin: String(plazaBaseUrl).replace(/\/$/, ''),
+    pageUrl,
+    pageDirUrl: `${String(plazaBaseUrl).replace(/\/$/, '')}/plaza/p/`,
+    meta: {
+      description: String(post.summary ?? post.title ?? '').trim(),
+      imageUrl: coverUrl,
+      geo: buildMindspaceGeoPayload(
+        `<title>${post.title}</title><meta name="description" content="${post.summary ?? ''}"><h1>${post.title}</h1><p>${post.summary ?? ''}</p><h2>内容概要</h2><p>${post.summary ?? post.title}</p><h2>如何阅读</h2><p>点击卡片进入详情页，或在 TKMind 发现广场浏览更多公开作品。</p>`,
+      ),
+    },
+  });
 }
 
-export function attachPlazaPublicRoutes(app, { pool, portalBase, devPreview = false }) {
+export function attachPlazaPublicRoutes(app, { pool, portalBase, devPreview = false, plazaBaseUrl = process.env.PLAZA_PUBLIC_BASE ?? 'https://plaza.tkmind.cn' }) {
   app.get('/plaza/p/:postId', async (req, res) => {
     if (!pool) return res.status(503).send('Plaza 未启用');
     try {
@@ -225,6 +246,7 @@ export function attachPlazaPublicRoutes(app, { pool, portalBase, devPreview = fa
       return res.send(
         renderPlazaPostRedirectHtml(post, targetUrl, {
           preview: devPreview && post.status === 'pending_review',
+          plazaBaseUrl,
         }),
       );
     } catch (error) {
@@ -280,9 +302,9 @@ export function attachPlazaPublicRoutes(app, { pool, portalBase, devPreview = fa
         )
         .join('');
 
-      res.set('Content-Type', 'text/html; charset=utf-8');
-      res.set('Cache-Control', 'public, max-age=30');
-      return res.send(`<!doctype html>
+      const plazaOrigin = String(plazaBaseUrl).replace(/\/$/, '');
+      const plazaHomeUrl = `${plazaOrigin}/plaza`;
+      const homepageHtml = `<!doctype html>
 <html lang="zh-CN">
 <head>
   <meta charset="utf-8">
@@ -323,7 +345,23 @@ export function attachPlazaPublicRoutes(app, { pool, portalBase, devPreview = fa
     }
   </main>
 </body>
-</html>`);
+</html>`;
+
+      res.set('Content-Type', 'text/html; charset=utf-8');
+      res.set('Cache-Control', 'public, max-age=30');
+      return res.send(
+        decoratePlatformSeoGeoHtml(homepageHtml, {
+          origin: plazaOrigin,
+          pageUrl: plazaHomeUrl,
+          pageDirUrl: `${plazaOrigin}/plaza/`,
+          meta: {
+            description: '浏览 TKMind 发现广场公开发布的 MindSpace 作品与精选内容。',
+            geo: buildMindspaceGeoPayload(
+              '<title>TKMind 发现广场</title><meta name="description" content="浏览 TKMind 发现广场公开发布的 MindSpace 作品与精选内容。"><h1>发现广场</h1><h2>精选作品</h2><p>浏览公开发布的 MindSpace 页面与创意内容。</p><h2>分类浏览</h2><p>按旅行、美食、活动、报告等分类发现更多作品。</p>',
+            ),
+          },
+        }),
+      );
     } catch {
       return res.status(500).send('广场首页加载失败');
     }
diff --git a/plaza-public.test.mjs b/plaza-public.test.mjs
index 9ed0535..c4f909f 100644
--- a/plaza-public.test.mjs
+++ b/plaza-public.test.mjs
@@ -14,4 +14,8 @@ test('plaza post shell embeds publication with resilient height sync', () => {
   assert.match(html, /event\.source !== frame\.contentWindow/);
   assert.match(html, /sandbox="allow-scripts"/);
   assert.doesNotMatch(html, /sandbox="allow-same-origin allow-scripts"/);
+  assert.match(html, /name="description"/);
+  assert.match(html, /name="mindspace-geo"/);
+  assert.match(html, /application\/ld\+json/);
+  assert.match(html, /rel="canonical"/);
 });
diff --git a/public/hello-john.html b/public/hello-john.html
index 992c5f1..ce90a38 100644
--- a/public/hello-john.html
+++ b/public/hello-john.html
@@ -4,7 +4,8 @@
   <meta charset="UTF-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <meta name="description" content="John 的专属欢迎页面 - TKMind 为您呈现">
-  <meta name="mindspace-cover" content='{"tag":"报告","emoji":"👋","accent":"#f093fb","accent2":"#24243e","subtitle":"Hello John","cover":"https://images.unsplash.com/photo-1579547945413-497e1b99dac0?w=1200&q=80"}'>
+  <meta name="mindspace-cover" content="{&quot;tag&quot;:&quot;报告&quot;,&quot;emoji&quot;:&quot;👋&quot;,&quot;accent&quot;:&quot;#f093fb&quot;,&quot;accent2&quot;:&quot;#24243e&quot;,&quot;subtitle&quot;:&quot;Hello John&quot;,&quot;cover&quot;:&quot;https://m.tkmind.cn/brand/tkmind-icon.png&quot;}">
+  <meta name="mindspace-geo" content='{"summary":"John 的专属欢迎页面 - TKMind 为您呈现","keywords":["报告","Hello John","Hello, John!"],"faq":[{"q":"Hello!讲什么？","a":"John 的专属欢迎页面 - TKMind 为您呈现"}]}'>
   <title>Hello, John!</title>
   <style>
     * {
@@ -143,6 +144,19 @@
       }
     }
   </style>
+<style id="mindspace-platform-brand-style">
+[data-mindspace-page-tag="platform-brand"] {
+  display: block !important;
+  opacity: 1 !important;
+  visibility: visible !important;
+  color: #9aa3a0 !important;
+  font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", "PingFang SC", "Hiragino Sans GB", "Microsoft YaHei", sans-serif !important;
+  font-size: 12px !important;
+  font-weight: 500 !important;
+  letter-spacing: 0.02em !important;
+  text-shadow: 0 1px 3px rgba(0, 0, 0, 0.35);
+}
+</style>
 </head>
 <body>
   <div class="bg-particles">
@@ -155,5 +169,11 @@
     <p>Welcome, John</p>
     <div class="footer">powered by TKMind</div>
   </div>
+<p data-mindspace-page-tag="platform-brand">TKMind · 智趣</p>
+
+<section data-mindspace-seo-outline="1" aria-label="页面提纲" style="margin:32px auto 20px;padding:20px 16px;max-width:920px;border-top:1px solid rgba(15,23,42,.08);color:#64748b;font-size:14px;line-height:1.75"><h2 style="font-size:17px;color:#334155;margin:0 0 8px">内容概要</h2>
+  <p style="margin:0 0 16px">John 的专属欢迎页面 - TKMind 为您呈现</p>
+  <h2 style="font-size:17px;color:#334155;margin:16px 0 8px">Hello!讲什么？</h2>
+  <p style="margin:0 0 12px">John 的专属欢迎页面 - TKMind 为您呈现</p></section>
 </body>
 </html>
diff --git a/public/learn/index.html b/public/learn/index.html
index d32a35f..3f5746a 100644
--- a/public/learn/index.html
+++ b/public/learn/index.html
@@ -4,7 +4,10 @@
 <meta charset="UTF-8">
 <meta name="viewport" content="width=device-width,initial-scale=1,viewport-fit=cover">
 <title>我的学习小助手</title>
-<meta name="mindspace-page-data-page-id" content="dcb1f3f0-db96-4dab-a009-7a9c393ebe77">
+<meta name="description" content="TKMind 儿童学习打卡与习惯养成助手，支持每日任务、成长记录与家长协同。">
+<meta name="mindspace-cover" content="{&quot;tag&quot;:&quot;学习&quot;,&quot;emoji&quot;:&quot;📚&quot;,&quot;accent&quot;:&quot;#3b5bfd&quot;,&quot;accent2&quot;:&quot;#1c2333&quot;,&quot;subtitle&quot;:&quot;每日任务与成长记录&quot;,&quot;cover&quot;:&quot;https://m.tkmind.cn/brand/tkmind-icon.png&quot;}">
+<meta name="mindspace-geo" content='{"summary":"TKMind 儿童学习打卡与习惯养成助手，帮助小朋友完成每日任务、查看成长记录，并与家长后台协同。","keywords":["学习打卡","儿童习惯","TKMind","成长记录","任务清单"],"faq":[{"q":"学习小助手能做什么？","a":"提供每日任务清单、完成打卡、历史记录、日历与成长统计，帮助培养学习习惯。"},{"q":"家长如何配置任务？","a":"家长可访问家长后台添加学员、设置任务模板与查看统计数据。"}]}'>
+  <meta name="mindspace-page-data-page-id" content="dcb1f3f0-db96-4dab-a009-7a9c393ebe77">
 <script>window.__MINDSPACE_PAGE_DATA__={"pageId":"dcb1f3f0-db96-4dab-a009-7a9c393ebe77","accessMode":"public"};</script>
 <style>*{box-sizing:border-box;margin:0;padding:0;-webkit-tap-highlight-color:transparent}
 body{font-family:-apple-system,BlinkMacSystemFont,"PingFang SC",sans-serif;background:#f2f4fa;color:#1c2333;min-height:100vh;padding-bottom:70px;padding-bottom:calc(70px + constant(safe-area-inset-bottom));padding-bottom:calc(70px + env(safe-area-inset-bottom))}
@@ -77,6 +80,19 @@ th{font-size:11px;color:#6b7280}
 <script src="/assets/page-data-client.js?v=20260915j"></script>
 <script src="/learn/learning-assistant-data.js?v=20260915j"></script>
 <link rel="icon" type="image/png" href="/brand/tkmind-icon.png">
+<style id="mindspace-platform-brand-style">
+[data-mindspace-page-tag="platform-brand"] {
+  display: block !important;
+  opacity: 1 !important;
+  visibility: visible !important;
+  color: #9aa3a0 !important;
+  font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", "PingFang SC", "Hiragino Sans GB", "Microsoft YaHei", sans-serif !important;
+  font-size: 12px !important;
+  font-weight: 500 !important;
+  letter-spacing: 0.02em !important;
+  text-shadow: 0 1px 3px rgba(0, 0, 0, 0.35);
+}
+</style>
 </head>
 <body>
 <div class="wrap" id="app"><div class="card"><div class="empty">加载中…</div></div></div>
@@ -110,5 +126,13 @@ function submitVal(id){var v=document.getElementById('vInput').value;var r=docum
 async function submit(id,value,remark){try{var j=await LearnStore.checkin(id,value,remark);var s='<div class="feed" onclick="this.remove()"><div class="em">🎉</div><div class="t1">完成啦！</div><div class="t2">今天已经完成 <b>'+j.done+'</b> / '+j.total+' 项<br>'+(j.allDone?'⭐ 太棒了，今天全部完成！':'再完成 '+(j.total-j.done)+' 项，今天就是全绿！')+'</div><div class="pt">+'+j.points+' 能量</div><div class="t2" style="margin-top:12px;font-size:11px;color:#c3c9d6">点一下继续</div></div>';document.body.insertAdjacentHTML('beforeend',s);await load();render()}catch(e){alert(e.message)}}
 (async function(){try{await LearnStore.init();await load();render()}catch(e){document.getElementById('app').innerHTML='<div class="card"><div class="empty">'+esc(e.message)+'</div></div>'}})();
 </script>
+<p data-mindspace-page-tag="platform-brand">TKMind · 智趣</p>
+
+<section data-mindspace-seo-outline="1" aria-label="页面提纲" style="margin:32px auto 20px;padding:20px 16px;max-width:920px;border-top:1px solid rgba(15,23,42,.08);color:#64748b;font-size:14px;line-height:1.75"><h2 style="font-size:17px;color:#334155;margin:0 0 8px">内容概要</h2>
+  <p style="margin:0 0 16px">TKMind 儿童学习打卡与习惯养成助手，帮助小朋友完成每日任务、查看成长记录，并与家长后台协同。</p>
+  <h2 style="font-size:17px;color:#334155;margin:16px 0 8px">学习小助手能做什么？</h2>
+  <p style="margin:0 0 12px">提供每日任务清单、完成打卡、历史记录、日历与成长统计，帮助培养学习习惯。</p>
+  <h2 style="font-size:17px;color:#334155;margin:16px 0 8px">家长如何配置任务？</h2>
+  <p style="margin:0 0 12px">家长可访问家长后台添加学员、设置任务模板与查看统计数据。</p></section>
 </body>
 </html>
diff --git a/public/learn/parent.html b/public/learn/parent.html
index d85392b..293ec03 100644
--- a/public/learn/parent.html
+++ b/public/learn/parent.html
@@ -1,10 +1,14 @@
 <!DOCTYPE html>
 <html lang="zh-CN">
 <head>
+  <meta name="mindspace-cover" content="{&quot;tag&quot;:&quot;报告&quot;,&quot;emoji&quot;:&quot;📄&quot;,&quot;accent&quot;:&quot;#f2f4fa&quot;,&quot;accent2&quot;:&quot;#1c2333&quot;,&quot;subtitle&quot;:&quot;TKMind 学习助手家长后台：配置学员、任务模板与查看学习统计。&quot;,&quot;cover&quot;:&quot;https://m.tkmind.cn/brand/tkmind-icon.png&quot;}">
 <meta charset="UTF-8">
 <meta name="viewport" content="width=device-width,initial-scale=1,viewport-fit=cover">
 <title>家长后台</title>
-<meta name="mindspace-page-data-page-id" content="f9c80392-9417-46fd-af89-a91a239d3bfc">
+<meta name="robots" content="noindex, nofollow">
+<meta name="description" content="TKMind 学习助手家长后台：配置学员、任务模板与查看学习统计。">
+<meta name="mindspace-geo" content='{"summary":"TKMind 学习助手家长后台，用于配置儿童学员、任务模板、管理密码与查看学习统计。","keywords":["家长后台","学习管理","TKMind","任务配置"],"faq":[{"q":"家长后台有什么功能？","a":"可添加学员、配置每日任务模板、修改管理密码并查看儿童学习统计。"}]}'>
+  <meta name="mindspace-page-data-page-id" content="f9c80392-9417-46fd-af89-a91a239d3bfc">
 <script>window.__MINDSPACE_PAGE_DATA__={"pageId":"f9c80392-9417-46fd-af89-a91a239d3bfc","accessMode":"password"};</script>
 <style>*{box-sizing:border-box;margin:0;padding:0;-webkit-tap-highlight-color:transparent}
 body{font-family:-apple-system,BlinkMacSystemFont,"PingFang SC",sans-serif;background:#f2f4fa;color:#1c2333;min-height:100vh;padding-bottom:70px;padding-bottom:calc(70px + constant(safe-area-inset-bottom));padding-bottom:calc(70px + env(safe-area-inset-bottom))}
@@ -77,6 +81,19 @@ th{font-size:11px;color:#6b7280}
 <script src="/assets/page-data-client.js?v=20260915j"></script>
 <script src="/learn/learning-assistant-data.js?v=20260915j"></script>
 <link rel="icon" type="image/png" href="/brand/tkmind-icon.png">
+<style id="mindspace-platform-brand-style">
+[data-mindspace-page-tag="platform-brand"] {
+  display: block !important;
+  opacity: 1 !important;
+  visibility: visible !important;
+  color: #9aa3a0 !important;
+  font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", "PingFang SC", "Hiragino Sans GB", "Microsoft YaHei", sans-serif !important;
+  font-size: 12px !important;
+  font-weight: 500 !important;
+  letter-spacing: 0.02em !important;
+  text-shadow: 0 1px 3px rgba(0, 0, 0, 0.35);
+}
+</style>
 </head>
 <body>
 <div class="wrap pl" id="app"><div class="card"><div class="empty">加载中…</div></div></div>
@@ -112,5 +129,11 @@ function render(){var app=document.getElementById('app');if(!state.pw){app.inner
 async function go(tab){state.tab=tab;try{await loadAll();render()}catch(e){state.pw='';localStorage.removeItem('learn_pw');render()}}
 (async function(){if(state.pw){try{await LearnStore.init({password:state.pw});await loadAll()}catch(e){state.pw='';localStorage.removeItem('learn_pw')}}try{render()}catch(e){document.getElementById('app').innerHTML='<div class="card"><div class="empty">'+esc(e.message)+'</div></div>'}})();
 </script>
+<p data-mindspace-page-tag="platform-brand">TKMind · 智趣</p>
+
+<section data-mindspace-seo-outline="1" aria-label="页面提纲" style="margin:32px auto 20px;padding:20px 16px;max-width:920px;border-top:1px solid rgba(15,23,42,.08);color:#64748b;font-size:14px;line-height:1.75"><h2 style="font-size:17px;color:#334155;margin:0 0 8px">内容概要</h2>
+  <p style="margin:0 0 16px">TKMind 学习助手家长后台，用于配置儿童学员、任务模板、管理密码与查看学习统计。</p>
+  <h2 style="font-size:17px;color:#334155;margin:16px 0 8px">家长后台有什么功能？</h2>
+  <p style="margin:0 0 12px">可添加学员、配置每日任务模板、修改管理密码并查看儿童学习统计。</p></section>
 </body>
 </html>
diff --git a/public/oa-drive/index.html b/public/oa-drive/index.html
index ca6fad1..b9be6b0 100644
--- a/public/oa-drive/index.html
+++ b/public/oa-drive/index.html
@@ -1,13 +1,30 @@
 <!DOCTYPE html>
 <html lang="zh-CN">
 <head>
+  <meta name="mindspace-cover" content="{&quot;tag&quot;:&quot;精选页面&quot;,&quot;emoji&quot;:&quot;📄&quot;,&quot;accent&quot;:&quot;#2f6f57&quot;,&quot;accent2&quot;:&quot;#285e4a&quot;,&quot;subtitle&quot;:&quot;以下文件已存在，请选择处理方式：&quot;,&quot;cover&quot;:&quot;https://m.tkmind.cn/brand/tkmind-icon.png&quot;}">
+  <meta name="mindspace-geo" content='{"summary":"以下文件已存在，请选择处理方式：","keywords":["精选页面","以下文件已存在，请选择处理方式：","OA 网盘 · Memind"],"faq":[{"q":"OA 网盘 · Memind讲什么？","a":"以下文件已存在，请选择处理方式："}]}'>
   <meta charset="UTF-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>OA 网盘 · Memind</title>
+  <meta name="description" content="以下文件已存在，请选择处理方式：">
   <link rel="icon" href="/oa-drive/favicon.svg" type="image/svg+xml" />
   <link rel="stylesheet" href="/oa-drive/app.css" />
+<style id="mindspace-platform-brand-style">
+[data-mindspace-page-tag="platform-brand"] {
+  display: block !important;
+  opacity: 1 !important;
+  visibility: visible !important;
+  color: #9aa3a0 !important;
+  font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", "PingFang SC", "Hiragino Sans GB", "Microsoft YaHei", sans-serif !important;
+  font-size: 12px !important;
+  font-weight: 500 !important;
+  letter-spacing: 0.02em !important;
+  text-shadow: 0 1px 3px rgba(0, 0, 0, 0.35);
+}
+</style>
 </head>
 <body>
+  <h1 style="position:absolute;width:1px;height:1px;padding:0;margin:-1px;overflow:hidden;clip:rect(0,0,0,0);white-space:nowrap;border:0">OA 网盘 · Memind</h1>
   <div class="wrap">
     <div class="top-bar drop" id="dropZone" tabindex="0" title="拖放文件到此处上传">
       <span class="top-title">OA 网盘</span>
@@ -156,5 +173,11 @@
   </aside>
 
   <script src="/oa-drive/app.js"></script>
+<p data-mindspace-page-tag="platform-brand">TKMind · 智趣</p>
+
+<section data-mindspace-seo-outline="1" aria-label="页面提纲" style="margin:32px auto 20px;padding:20px 16px;max-width:920px;border-top:1px solid rgba(15,23,42,.08);color:#64748b;font-size:14px;line-height:1.75"><h2 style="font-size:17px;color:#334155;margin:0 0 8px">内容概要</h2>
+  <p style="margin:0 0 16px">以下文件已存在，请选择处理方式：</p>
+  <h2 style="font-size:17px;color:#334155;margin:16px 0 8px">OA 网盘 · Memind讲什么？</h2>
+  <p style="margin:0 0 12px">以下文件已存在，请选择处理方式：</p></section>
 </body>
 </html>
diff --git a/scripts/backfill-mindspace-geo.mjs b/scripts/backfill-mindspace-geo.mjs
new file mode 100644
index 0000000..abcf9e9
--- /dev/null
+++ b/scripts/backfill-mindspace-geo.mjs
@@ -0,0 +1,86 @@
+#!/usr/bin/env node
+/**
+ * Batch backfill mindspace-geo / description / minimal cover for HTML pages.
+ *
+ * Usage:
+ *   node scripts/backfill-mindspace-geo.mjs [--dry-run] [--no-fix-warnings]
+ *   node scripts/backfill-mindspace-geo.mjs --scope all --user <uuid>
+ *   node scripts/backfill-mindspace-geo.mjs --file public/hello-john.html
+ */
+import fs from 'node:fs';
+import path from 'node:path';
+import { fileURLToPath } from 'node:url';
+import { backfillMindspaceSeoGeoHtml } from '../mindspace-geo-backfill.mjs';
+import { collectHtmlTargets } from '../mindspace-seo-audit.mjs';
+
+const repoRoot = path.join(path.dirname(fileURLToPath(import.meta.url)), '..');
+const DEFAULT_PUBLISH_ROOT = 'MindSpace';
+
+function parseArgs(argv) {
+  let scope = 'all';
+  let root = path.join(repoRoot, DEFAULT_PUBLISH_ROOT);
+  let publicRoot = path.join(repoRoot, 'public');
+  let userId = null;
+  let file = null;
+  let dryRun = false;
+  let forceGeo = false;
+  let fixWarnings = true;
+
+  for (let i = 2; i < argv.length; i += 1) {
+    const arg = argv[i];
+    if (arg === '--dry-run') dryRun = true;
+    else if (arg === '--force-geo') forceGeo = true;
+    else if (arg === '--no-fix-warnings') fixWarnings = false;
+    else if (arg === '--scope' && argv[i + 1]) {
+      scope = argv[i + 1];
+      i += 1;
+    } else if (arg === '--root' && argv[i + 1]) {
+      root = path.resolve(argv[i + 1]);
+      i += 1;
+    } else if (arg === '--public-root' && argv[i + 1]) {
+      publicRoot = path.resolve(argv[i + 1]);
+      i += 1;
+    } else if (arg === '--user' && argv[i + 1]) {
+      userId = argv[i + 1];
+      i += 1;
+    } else if (arg === '--file' && argv[i + 1]) {
+      file = path.resolve(argv[i + 1]);
+      i += 1;
+    } else if (arg === '--help' || arg === '-h') {
+      console.log(`Usage: node scripts/backfill-mindspace-geo.mjs [--scope mindspace|platform|all] [--dry-run] [--force-geo] [--user <uuid>] [--file <html>]`);
+      process.exit(0);
+    }
+  }
+
+  return { scope, root, publicRoot, userId, file, dryRun, forceGeo, fixWarnings };
+}
+
+const { scope, root, publicRoot, userId, file, dryRun, forceGeo, fixWarnings } = parseArgs(process.argv);
+const targets = collectHtmlTargets({ scope, mindspaceRoot: root, publicRoot, userId, file });
+
+let changed = 0;
+let skipped = 0;
+
+for (const htmlPath of targets) {
+  const before = fs.readFileSync(htmlPath, 'utf8');
+  const after = backfillMindspaceSeoGeoHtml(before, {
+    forceGeo,
+    fixWarnings,
+    htmlFilePath: htmlPath,
+  });
+  if (after === before) {
+    skipped += 1;
+    continue;
+  }
+  changed += 1;
+  if (dryRun) {
+    console.log(`[dry-run] would update ${htmlPath}`);
+    continue;
+  }
+  fs.writeFileSync(htmlPath, after, 'utf8');
+  console.log(`updated ${htmlPath}`);
+}
+
+console.log(
+  `${dryRun ? '[dry-run] ' : ''}done: ${changed} updated, ${skipped} unchanged, ${targets.length} scanned (scope=${scope})`,
+);
diff --git a/scripts/bootstrap-premium-page-templates.mjs b/scripts/bootstrap-premium-page-templates.mjs
index 2e9ec2d..54297a9 100644
--- a/scripts/bootstrap-premium-page-templates.mjs
+++ b/scripts/bootstrap-premium-page-templates.mjs
@@ -33,6 +33,7 @@ const upgraded = {
   <title>{{PAGE_TITLE}}</title>
   <meta name="description" content="{{PAGE_DESCRIPTION}}">
   <meta name="mindspace-cover" content='{{MINDSPACE_COVER_JSON}}'>
+  <meta name="mindspace-geo" content='{{MINDSPACE_GEO_JSON}}'>
   <style>
     :root { --accent: {{ACCENT}}; --accent2: {{ACCENT2}}; --ink: #f5f7fa; --muted: #a8b8cc; --bg: #060d18; }
     * { box-sizing: border-box; }
@@ -73,6 +74,7 @@ const upgraded = {
   <title>{{PAGE_TITLE}}</title>
   <meta name="description" content="{{PAGE_DESCRIPTION}}">
   <meta name="mindspace-cover" content='{{MINDSPACE_COVER_JSON}}'>
+  <meta name="mindspace-geo" content='{{MINDSPACE_GEO_JSON}}'>
   <style>
     :root { --accent: {{ACCENT}}; --accent2: {{ACCENT2}}; }
     * { box-sizing: border-box; }
@@ -117,6 +119,7 @@ const upgraded = {
   <title>{{PAGE_TITLE}}</title>
   <meta name="description" content="{{PAGE_DESCRIPTION}}">
   <meta name="mindspace-cover" content='{{MINDSPACE_COVER_JSON}}'>
+  <meta name="mindspace-geo" content='{{MINDSPACE_GEO_JSON}}'>
   <style>
     * { box-sizing: border-box; }
     body { margin: 0; min-height: 100vh; font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", "PingFang SC", sans-serif; background: radial-gradient(ellipse 120% 80% at 50% -20%, #e8f5ef, #f7f4ed 45%, #f0ebe3 100%); color: #1a2420; }
@@ -173,6 +176,7 @@ const upgraded = {
   <title>{{PAGE_TITLE}}</title>
   <meta name="description" content="{{PAGE_DESCRIPTION}}">
   <meta name="mindspace-cover" content='{{MINDSPACE_COVER_JSON}}'>
+  <meta name="mindspace-geo" content='{{MINDSPACE_GEO_JSON}}'>
   <style>
     :root { --accent: {{ACCENT}}; --gold: #e8c896; --bg: #120c06; --card: rgba(255,248,240,.04); }
     * { box-sizing: border-box; }
@@ -209,6 +213,7 @@ const upgraded = {
   <title>{{PAGE_TITLE}}</title>
   <meta name="description" content="{{PAGE_DESCRIPTION}}">
   <meta name="mindspace-cover" content='{{MINDSPACE_COVER_JSON}}'>
+  <meta name="mindspace-geo" content='{{MINDSPACE_GEO_JSON}}'>
   <style>
     :root { --accent: {{ACCENT}}; --bg: #0a0c10; --card: #141820; --border: #252d3d; }
     * { box-sizing: border-box; }
@@ -251,6 +256,7 @@ const upgraded2 = {
   <title>{{PAGE_TITLE}}</title>
   <meta name="description" content="{{PAGE_DESCRIPTION}}">
   <meta name="mindspace-cover" content='{{MINDSPACE_COVER_JSON}}'>
+  <meta name="mindspace-geo" content='{{MINDSPACE_GEO_JSON}}'>
   <style>
     * { box-sizing: border-box; }
     body { margin: 0; min-height: 100vh; font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", "PingFang SC", sans-serif; background: radial-gradient(ellipse 80% 60% at 50% -10%, #3d1f5c, #0f1419 55%); color: #fff; display: grid; place-items: center; padding: 40px 24px; }
@@ -282,6 +288,7 @@ const upgraded2 = {
   <title>{{PAGE_TITLE}}</title>
   <meta name="description" content="{{PAGE_DESCRIPTION}}">
   <meta name="mindspace-cover" content='{{MINDSPACE_COVER_JSON}}'>
+  <meta name="mindspace-geo" content='{{MINDSPACE_GEO_JSON}}'>
   <style>
     :root { --accent: {{ACCENT}}; }
     * { box-sizing: border-box; }
@@ -313,6 +320,7 @@ const upgraded2 = {
   <title>{{PAGE_TITLE}}</title>
   <meta name="description" content="{{PAGE_DESCRIPTION}}">
   <meta name="mindspace-cover" content='{{MINDSPACE_COVER_JSON}}'>
+  <meta name="mindspace-geo" content='{{MINDSPACE_GEO_JSON}}'>
   <style>
     * { box-sizing: border-box; }
     body { margin: 0; font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", "PingFang SC", sans-serif; background: #f4f7f6; color: #0f2a24; }
@@ -349,6 +357,7 @@ const upgraded2 = {
   <title>{{PAGE_TITLE}}</title>
   <meta name="description" content="{{PAGE_DESCRIPTION}}">
   <meta name="mindspace-cover" content='{{MINDSPACE_COVER_JSON}}'>
+  <meta name="mindspace-geo" content='{{MINDSPACE_GEO_JSON}}'>
   <style>
     * { box-sizing: border-box; }
     body { margin: 0; font-family: "Songti SC", "Noto Serif SC", Georgia, serif; background: #fafaf8; color: #1c1917; line-height: 1.85; }
@@ -380,6 +389,7 @@ const upgraded2 = {
   <title>{{PAGE_TITLE}}</title>
   <meta name="description" content="{{PAGE_DESCRIPTION}}">
   <meta name="mindspace-cover" content='{{MINDSPACE_COVER_JSON}}'>
+  <meta name="mindspace-geo" content='{{MINDSPACE_GEO_JSON}}'>
   <style>
     :root { --accent: {{ACCENT}}; }
     * { box-sizing: border-box; }
@@ -417,6 +427,7 @@ const upgraded2 = {
   <title>{{PAGE_TITLE}}</title>
   <meta name="description" content="{{PAGE_DESCRIPTION}}">
   <meta name="mindspace-cover" content='{{MINDSPACE_COVER_JSON}}'>
+  <meta name="mindspace-geo" content='{{MINDSPACE_GEO_JSON}}'>
   <style>
     * { box-sizing: border-box; }
     body { margin: 0; min-height: 100vh; font-family: "Songti SC", "Noto Serif SC", serif; background: radial-gradient(ellipse 100% 80% at 50% 0%, #fff5f9, #fdf2f8 50%, #fce7f3); color: #701a56; display: grid; place-items: center; padding: 48px 24px; }
@@ -448,6 +459,7 @@ const upgraded2 = {
   <title>{{PAGE_TITLE}}</title>
   <meta name="description" content="{{PAGE_DESCRIPTION}}">
   <meta name="mindspace-cover" content='{{MINDSPACE_COVER_JSON}}'>
+  <meta name="mindspace-geo" content='{{MINDSPACE_GEO_JSON}}'>
   <style>
     * { box-sizing: border-box; }
     body { margin: 0; font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", "PingFang SC", sans-serif; background: #030806; color: #eafff0; }
@@ -478,6 +490,7 @@ const upgraded2 = {
   <title>{{PAGE_TITLE}}</title>
   <meta name="description" content="{{PAGE_DESCRIPTION}}">
   <meta name="mindspace-cover" content='{{MINDSPACE_COVER_JSON}}'>
+  <meta name="mindspace-geo" content='{{MINDSPACE_GEO_JSON}}'>
   <style>
     :root { --accent: {{ACCENT}}; }
     * { box-sizing: border-box; }
@@ -522,6 +535,7 @@ const newTemplates = {
   <meta charset="utf-8"><meta name="viewport" content="width=device-width, initial-scale=1">
   <title>{{PAGE_TITLE}}</title><meta name="description" content="{{PAGE_DESCRIPTION}}">
   <meta name="mindspace-cover" content='{{MINDSPACE_COVER_JSON}}'>
+  <meta name="mindspace-geo" content='{{MINDSPACE_GEO_JSON}}'>
   <style>
     :root { --accent: {{ACCENT}}; --accent2: {{ACCENT2}}; }
     * { box-sizing: border-box; }
@@ -568,6 +582,7 @@ const newTemplates = {
   <meta charset="utf-8"><meta name="viewport" content="width=device-width, initial-scale=1">
   <title>{{PAGE_TITLE}}</title><meta name="description" content="{{PAGE_DESCRIPTION}}">
   <meta name="mindspace-cover" content='{{MINDSPACE_COVER_JSON}}'>
+  <meta name="mindspace-geo" content='{{MINDSPACE_GEO_JSON}}'>
   <style>
     :root { --accent: {{ACCENT}}; --accent2: {{ACCENT2}}; }
     * { box-sizing: border-box; }
@@ -612,6 +627,7 @@ const newTemplates = {
   <meta charset="utf-8"><meta name="viewport" content="width=device-width, initial-scale=1">
   <title>{{PAGE_TITLE}}</title><meta name="description" content="{{PAGE_DESCRIPTION}}">
   <meta name="mindspace-cover" content='{{MINDSPACE_COVER_JSON}}'>
+  <meta name="mindspace-geo" content='{{MINDSPACE_GEO_JSON}}'>
   <style>
     :root { --accent: {{ACCENT}}; }
     * { box-sizing: border-box; }
@@ -652,6 +668,7 @@ const newTemplates = {
   <meta charset="utf-8"><meta name="viewport" content="width=device-width, initial-scale=1">
   <title>{{PAGE_TITLE}}</title><meta name="description" content="{{PAGE_DESCRIPTION}}">
   <meta name="mindspace-cover" content='{{MINDSPACE_COVER_JSON}}'>
+  <meta name="mindspace-geo" content='{{MINDSPACE_GEO_JSON}}'>
   <style>
     :root { --accent: {{ACCENT}}; }
     * { box-sizing: border-box; }
@@ -689,6 +706,7 @@ const newTemplates = {
   <meta charset="utf-8"><meta name="viewport" content="width=device-width, initial-scale=1">
   <title>{{PAGE_TITLE}}</title><meta name="description" content="{{PAGE_DESCRIPTION}}">
   <meta name="mindspace-cover" content='{{MINDSPACE_COVER_JSON}}'>
+  <meta name="mindspace-geo" content='{{MINDSPACE_GEO_JSON}}'>
   <style>
     :root { --accent: {{ACCENT}}; --accent2: {{ACCENT2}}; }
     * { box-sizing: border-box; }
@@ -732,6 +750,7 @@ const newTemplates = {
   <meta charset="utf-8"><meta name="viewport" content="width=device-width, initial-scale=1">
   <title>{{PAGE_TITLE}}</title><meta name="description" content="{{PAGE_DESCRIPTION}}">
   <meta name="mindspace-cover" content='{{MINDSPACE_COVER_JSON}}'>
+  <meta name="mindspace-geo" content='{{MINDSPACE_GEO_JSON}}'>
   <style>
     :root { --accent: {{ACCENT}}; }
     * { box-sizing: border-box; }
@@ -771,6 +790,7 @@ const newTemplates = {
   <meta charset="utf-8"><meta name="viewport" content="width=device-width, initial-scale=1">
   <title>{{PAGE_TITLE}}</title><meta name="description" content="{{PAGE_DESCRIPTION}}">
   <meta name="mindspace-cover" content='{{MINDSPACE_COVER_JSON}}'>
+  <meta name="mindspace-geo" content='{{MINDSPACE_GEO_JSON}}'>
   <style>
     :root { --accent: {{ACCENT}}; --accent2: {{ACCENT2}}; }
     * { box-sizing: border-box; }
diff --git a/scripts/check-mindspace-cover.mjs b/scripts/check-mindspace-cover.mjs
index b984492..1e4006a 100644
--- a/scripts/check-mindspace-cover.mjs
+++ b/scripts/check-mindspace-cover.mjs
@@ -1,36 +1,41 @@
 #!/usr/bin/env node
 /**
- * Scan MindSpace public/*.html for mindspace-cover compliance (scheme A gate).
+ * Scan HTML pages for mindspace-cover + SEO/GEO compliance.
  *
  * Usage:
  *   node scripts/check-mindspace-cover.mjs
+ *   node scripts/check-mindspace-cover.mjs --scope all
  *   node scripts/check-mindspace-cover.mjs --user <uuid>
- *   node scripts/check-mindspace-cover.mjs --root /path/to/MindSpace
  *   node scripts/check-mindspace-cover.mjs --file public/thumbnail-demo-samples/vietnam-guide-good.html
  */
 import fs from 'node:fs';
 import path from 'node:path';
 import { fileURLToPath } from 'node:url';
-import { parseMindspaceCoverMeta } from '../mindspace-cover-meta.mjs';
-import { hasPlatformBrandMarker } from '../mindspace-page-tag.mjs';
 import {
-  hasMindspaceCoverMeta,
-  hasRasterShareImageHint,
-  hasShareDescription,
-} from '../wechat/verify/share-preview.mjs';
+  auditHtmlFile,
+  collectHtmlTargets,
+} from '../mindspace-seo-audit.mjs';
 
 const repoRoot = path.join(path.dirname(fileURLToPath(import.meta.url)), '..');
 const DEFAULT_PUBLISH_ROOT = 'MindSpace';
 
 function parseArgs(argv) {
+  let scope = 'all';
   let root = path.join(repoRoot, DEFAULT_PUBLISH_ROOT);
+  let publicRoot = path.join(repoRoot, 'public');
   let userId = null;
   let file = null;
-  let seo = false;
+  let seo = true;
   for (let i = 2; i < argv.length; i += 1) {
-    if (argv[i] === '--root' && argv[i + 1]) {
+    if (argv[i] === '--scope' && argv[i + 1]) {
+      scope = argv[i + 1];
+      i += 1;
+    } else if (argv[i] === '--root' && argv[i + 1]) {
       root = path.resolve(argv[i + 1]);
       i += 1;
+    } else if (argv[i] === '--public-root' && argv[i + 1]) {
+      publicRoot = path.resolve(argv[i + 1]);
+      i += 1;
     } else if (argv[i] === '--user' && argv[i + 1]) {
       userId = argv[i + 1];
       i += 1;
@@ -39,146 +44,49 @@ function parseArgs(argv) {
       i += 1;
     } else if (argv[i] === '--seo') {
       seo = true;
+    } else if (argv[i] === '--skip-seo') {
+      seo = false;
     } else if (argv[i] === '--help' || argv[i] === '-h') {
-      console.log(`Usage: node scripts/check-mindspace-cover.mjs [--root ${DEFAULT_PUBLISH_ROOT}] [--user <uuid>] [--file <html>] [--seo]`);
+      console.log(`Usage: node scripts/check-mindspace-cover.mjs [--scope mindspace|platform|all] [--root ${DEFAULT_PUBLISH_ROOT}] [--user <uuid>] [--file <html>] [--skip-seo]`);
       process.exit(0);
     }
   }
-  return { root, userId, file, seo };
+  return { scope, root, publicRoot, userId, file, seo };
 }
 
-function hasCoverImageHint(html) {
-  if (hasRasterShareImageHint(html)) return true;
-  const coverMeta = parseMindspaceCoverMeta(html);
-  const cover = String(coverMeta?.cover ?? coverMeta?.image ?? '').trim();
-  if (!cover) return false;
-  if (/^https?:\/\//i.test(cover)) return true;
-  if (/\.svg(?:[?#]|$)/i.test(cover)) return false;
-  return true;
+function isPlatformOnlyPath(htmlPath, publicRoot) {
+  const resolvedPublicRoot = path.resolve(publicRoot);
+  const resolved = path.resolve(htmlPath);
+  return resolved.startsWith(`${resolvedPublicRoot}${path.sep}`);
 }
 
-function missingLocalCoverPath(htmlPath, coverMeta) {
-  const cover = String(coverMeta?.cover ?? coverMeta?.image ?? '').trim();
-  if (!cover || /^https?:\/\//i.test(cover) || cover.startsWith('data:')) return null;
-  const clean = cover.split('?')[0].split('#')[0].replace(/^\.\//, '');
-  if (!clean || clean.startsWith('/') || clean.includes('\\')) return null;
-  const base = path.dirname(htmlPath);
-  const target = path.resolve(base, clean);
-  if (target !== base && !target.startsWith(`${base}${path.sep}`)) return clean;
-  return fs.existsSync(target) && fs.statSync(target).isFile() ? null : clean;
-}
-
-function auditCoverHtml(htmlPath, html) {
-  const issues = [];
-  if (!hasMindspaceCoverMeta(html)) {
-    issues.push({ level: 'error', code: 'missing_mindspace_cover', message: '缺少 <meta name="mindspace-cover">' });
-  }
-  if (!hasShareDescription(html)) {
-    issues.push({ level: 'error', code: 'missing_description', message: '缺少 description / og:description' });
-  }
-  if (!hasPlatformBrandMarker(html)) {
-    issues.push({ level: 'warn', code: 'missing_platform_brand', message: '缺少 data-mindspace-page-tag="platform-brand" 页脚' });
-  }
-  const coverMeta = parseMindspaceCoverMeta(html);
-  if (coverMeta) {
-    if (!String(coverMeta.tag ?? '').trim()) {
-      issues.push({ level: 'warn', code: 'missing_tag', message: 'mindspace-cover 缺少 tag' });
-    }
-    if (!String(coverMeta.subtitle ?? '').trim()) {
-      issues.push({ level: 'warn', code: 'missing_subtitle', message: 'mindspace-cover 缺少 subtitle' });
-    }
-    if (!String(coverMeta.accent ?? '').trim()) {
-      issues.push({ level: 'warn', code: 'missing_accent', message: 'mindspace-cover 缺少 accent' });
-    }
-    const missingCover = missingLocalCoverPath(htmlPath, coverMeta);
-    if (missingCover) {
-      issues.push({
-        level: 'error',
-        code: 'missing_cover_file',
-        message: `mindspace-cover 引用的本地文件不存在：${missingCover}`,
-      });
-    }
-  }
-  if (!hasCoverImageHint(html)) {
-    issues.push({
-      level: 'warn',
-      code: 'missing_cover_image',
-      message: '无 raster 封面图（cover/image/og:image），缩略图会退化为纯色渐变',
-    });
-  }
-  return issues;
-}
-
-function auditSeoHtml(html) {
-  const issues = [];
-  const title = String(html).match(/<title[^>]*>([^<]+)<\/title>/i)?.[1]?.replace(/\s+/g, ' ').trim() ?? '';
-  if (!title || title.length < 4) {
-    issues.push({ level: 'warn', code: 'weak_title', message: '缺少或过短的 <title>，SEO/GEO 质量会下降' });
-  } else if (/^(页面|我的页面|未命名|demo|test|MindSpace 页面)$/i.test(title)) {
-    issues.push({ level: 'warn', code: 'generic_title', message: `title 过于泛化：${title}` });
-  }
-  if (!/<h1\b/i.test(html)) {
-    issues.push({ level: 'warn', code: 'missing_h1', message: '缺少 <h1>，搜索引擎与 AI 抽取质量会下降' });
-  }
-  if (!hasShareDescription(html)) {
-    issues.push({ level: 'warn', code: 'seo_missing_description', message: '缺少 description，SEO/GEO 摘要来源不足' });
-  }
-  return issues;
-}
-
-function collectHtmlFiles(root, userId) {
-  const files = [];
-  const walk = (dir) => {
-    if (!fs.existsSync(dir)) return;
-    for (const entry of fs.readdirSync(dir, { withFileTypes: true })) {
-      const full = path.join(dir, entry.name);
-      if (entry.isDirectory()) {
-        if (entry.name === '.agents' || entry.name === 'node_modules' || entry.name.startsWith('.')) continue;
-        walk(full);
-        continue;
-      }
-      if (!entry.name.endsWith('.html') || entry.name.endsWith('.thumbnail.svg')) continue;
-      files.push(full);
-    }
-  };
-
-  if (userId) {
-    walk(path.join(root, userId, 'public'));
-    return files;
-  }
-
-  if (!fs.existsSync(root)) return files;
-  for (const entry of fs.readdirSync(root, { withFileTypes: true })) {
-    if (!entry.isDirectory() || entry.name === 'wiki' || entry.name.startsWith('.')) continue;
-    walk(path.join(root, entry.name, 'public'));
-  }
-  return files;
-}
-
-const { root, userId, file, seo } = parseArgs(process.argv);
-const targets = file ? [file] : collectHtmlFiles(root, userId);
+const { scope, root, publicRoot, userId, file, seo } = parseArgs(process.argv);
+const targets = collectHtmlTargets({ scope, mindspaceRoot: root, publicRoot, userId, file });
 const results = [];
 
 for (const htmlPath of targets) {
   const html = fs.readFileSync(htmlPath, 'utf8');
-  const issues = auditCoverHtml(htmlPath, html);
-  if (seo) issues.push(...auditSeoHtml(html));
+  const platformOnly = isPlatformOnlyPath(htmlPath, publicRoot);
+  const issues = auditHtmlFile(htmlPath, html, {
+    seo,
+    requireCoverMeta: !platformOnly,
+  });
   if (issues.length) {
     results.push({ htmlPath, issues });
   }
 }
 
 if (results.length === 0) {
-  const scope = file ?? `${root}${userId ? ` (user ${userId})` : ''}`;
-  console.log(`OK: ${targets.length} 个 HTML 页面均符合 mindspace-cover 规范 (${scope})`);
+  const scopeLabel = file ?? `${scope} @ ${root}${userId ? ` (user ${userId})` : ''}`;
+  console.log(`OK: ${targets.length} 个 HTML 页面均符合 mindspace-cover + SEO/GEO 规范 (${scopeLabel})`);
   process.exit(0);
 }
 
 let errors = 0;
 let warns = 0;
-console.error(`Found cover issues in ${results.length} / ${targets.length} HTML files:`);
+console.error(`Found cover/SEO issues in ${results.length} / ${targets.length} HTML files:`);
 for (const { htmlPath, issues } of results) {
-  const rel = file ? htmlPath : path.relative(root, htmlPath);
+  const rel = file ? htmlPath : path.relative(repoRoot, htmlPath);
   console.error(`\n${rel}`);
   for (const issue of issues) {
     const prefix = issue.level === 'error' ? '  ✗' : '  ⚠';
diff --git a/server/portal-seo-discovery-routes.mjs b/server/portal-seo-discovery-routes.mjs
index 57114c0..6d66611 100644
--- a/server/portal-seo-discovery-routes.mjs
+++ b/server/portal-seo-discovery-routes.mjs
@@ -50,10 +50,13 @@ export function attachPortalSeoDiscoveryRoutes(
       return res.status(503).type('text/plain; charset=utf-8').send('SEO discovery unavailable\n');
     }
     const origin = resolveRequestOrigin(req);
-    const entries = await service.listIndexablePublications(pool, {
+    const publications = await service.listIndexablePublications(pool, {
       limit: req.query.limit,
       offset: req.query.offset,
     });
+    const entries = service.mergeDiscoveryEntries
+      ? service.mergeDiscoveryEntries(publications)
+      : publications;
     return res
       .type('application/xml; charset=utf-8')
       .set('Cache-Control', 'public, max-age=300')
@@ -72,10 +75,13 @@ export function attachPortalSeoDiscoveryRoutes(
       return res.status(503).type('text/plain; charset=utf-8').send('GEO discovery unavailable\n');
     }
     const origin = resolveRequestOrigin(req);
-    const entries = await service.listIndexablePublications(pool, {
+    const publications = await service.listIndexablePublications(pool, {
       limit: req.query.limit,
       offset: req.query.offset,
     });
+    const entries = service.mergeDiscoveryEntries
+      ? service.mergeDiscoveryEntries(publications)
+      : publications;
     return res
       .type('text/plain; charset=utf-8')
       .set('Cache-Control', 'public, max-age=300')
diff --git a/skills/page-template-agency/templates/agency-studio.html b/skills/page-template-agency/templates/agency-studio.html
index e204379..d49a29b 100644
--- a/skills/page-template-agency/templates/agency-studio.html
+++ b/skills/page-template-agency/templates/agency-studio.html
@@ -4,6 +4,7 @@
   <meta charset="utf-8"><meta name="viewport" content="width=device-width, initial-scale=1">
   <title>{{PAGE_TITLE}}</title><meta name="description" content="{{PAGE_DESCRIPTION}}">
   <meta name="mindspace-cover" content='{{MINDSPACE_COVER_JSON}}'>
+  <meta name="mindspace-geo" content='{{MINDSPACE_GEO_JSON}}'>
   <style>
     :root { --accent: {{ACCENT}}; }
     * { box-sizing: border-box; }
diff --git a/skills/page-template-blog/templates/blog-article.html b/skills/page-template-blog/templates/blog-article.html
index 02f23fb..7cf4600 100644
--- a/skills/page-template-blog/templates/blog-article.html
+++ b/skills/page-template-blog/templates/blog-article.html
@@ -6,6 +6,7 @@
   <title>{{PAGE_TITLE}}</title>
   <meta name="description" content="{{PAGE_DESCRIPTION}}">
   <meta name="mindspace-cover" content='{{MINDSPACE_COVER_JSON}}'>
+  <meta name="mindspace-geo" content='{{MINDSPACE_GEO_JSON}}'>
   <style>
     * { box-sizing: border-box; }
     body { margin: 0; font-family: "Songti SC", "Noto Serif SC", Georgia, serif; background: #fafaf8; color: #1c1917; line-height: 1.85; }
diff --git a/skills/page-template-campaign/templates/campaign-cta.html b/skills/page-template-campaign/templates/campaign-cta.html
index 6e0ea6c..2f2b1bd 100644
--- a/skills/page-template-campaign/templates/campaign-cta.html
+++ b/skills/page-template-campaign/templates/campaign-cta.html
@@ -6,6 +6,7 @@
   <title>{{PAGE_TITLE}}</title>
   <meta name="description" content="{{PAGE_DESCRIPTION}}">
   <meta name="mindspace-cover" content='{{MINDSPACE_COVER_JSON}}'>
+  <meta name="mindspace-geo" content='{{MINDSPACE_GEO_JSON}}'>
   <style>
     :root { --accent: {{ACCENT}}; --accent2: {{ACCENT2}}; }
     * { box-sizing: border-box; }
diff --git a/skills/page-template-charity/templates/charity-cause.html b/skills/page-template-charity/templates/charity-cause.html
index 46b185b..c36c2ae 100644
--- a/skills/page-template-charity/templates/charity-cause.html
+++ b/skills/page-template-charity/templates/charity-cause.html
@@ -4,6 +4,7 @@
   <meta charset="utf-8"><meta name="viewport" content="width=device-width, initial-scale=1">
   <title>{{PAGE_TITLE}}</title><meta name="description" content="{{PAGE_DESCRIPTION}}">
   <meta name="mindspace-cover" content='{{MINDSPACE_COVER_JSON}}'>
+  <meta name="mindspace-geo" content='{{MINDSPACE_GEO_JSON}}'>
   <style>
     :root { --accent: {{ACCENT}}; }
     * { box-sizing: border-box; }
diff --git a/skills/page-template-course/templates/course-landing.html b/skills/page-template-course/templates/course-landing.html
index f6de6cb..9469418 100644
--- a/skills/page-template-course/templates/course-landing.html
+++ b/skills/page-template-course/templates/course-landing.html
@@ -6,6 +6,7 @@
   <title>{{PAGE_TITLE}}</title>
   <meta name="description" content="{{PAGE_DESCRIPTION}}">
   <meta name="mindspace-cover" content='{{MINDSPACE_COVER_JSON}}'>
+  <meta name="mindspace-geo" content='{{MINDSPACE_GEO_JSON}}'>
   <style>
     :root { --accent: {{ACCENT}}; }
     * { box-sizing: border-box; }
diff --git a/skills/page-template-event/templates/event-invite.html b/skills/page-template-event/templates/event-invite.html
index 1357e07..3e62d2d 100644
--- a/skills/page-template-event/templates/event-invite.html
+++ b/skills/page-template-event/templates/event-invite.html
@@ -6,6 +6,7 @@
   <title>{{PAGE_TITLE}}</title>
   <meta name="description" content="{{PAGE_DESCRIPTION}}">
   <meta name="mindspace-cover" content='{{MINDSPACE_COVER_JSON}}'>
+  <meta name="mindspace-geo" content='{{MINDSPACE_GEO_JSON}}'>
   <style>
     * { box-sizing: border-box; }
     body { margin: 0; min-height: 100vh; font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", "PingFang SC", sans-serif; background: radial-gradient(ellipse 80% 60% at 50% -10%, #3d1f5c, #0f1419 55%); color: #fff; display: grid; place-items: center; padding: 40px 24px; }
diff --git a/skills/page-template-fitness/templates/fitness-club.html b/skills/page-template-fitness/templates/fitness-club.html
index f40ffd8..115de2e 100644
--- a/skills/page-template-fitness/templates/fitness-club.html
+++ b/skills/page-template-fitness/templates/fitness-club.html
@@ -6,6 +6,7 @@
   <title>{{PAGE_TITLE}}</title>
   <meta name="description" content="{{PAGE_DESCRIPTION}}">
   <meta name="mindspace-cover" content='{{MINDSPACE_COVER_JSON}}'>
+  <meta name="mindspace-geo" content='{{MINDSPACE_GEO_JSON}}'>
   <style>
     * { box-sizing: border-box; }
     body { margin: 0; font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", "PingFang SC", sans-serif; background: #030806; color: #eafff0; }
diff --git a/skills/page-template-hotel/templates/hotel-retreat.html b/skills/page-template-hotel/templates/hotel-retreat.html
index 1cd8faf..f6be221 100644
--- a/skills/page-template-hotel/templates/hotel-retreat.html
+++ b/skills/page-template-hotel/templates/hotel-retreat.html
@@ -4,6 +4,7 @@
   <meta charset="utf-8"><meta name="viewport" content="width=device-width, initial-scale=1">
   <title>{{PAGE_TITLE}}</title><meta name="description" content="{{PAGE_DESCRIPTION}}">
   <meta name="mindspace-cover" content='{{MINDSPACE_COVER_JSON}}'>
+  <meta name="mindspace-geo" content='{{MINDSPACE_GEO_JSON}}'>
   <style>
     :root { --accent: {{ACCENT}}; --accent2: {{ACCENT2}}; }
     * { box-sizing: border-box; }
diff --git a/skills/page-template-photography/templates/photo-gallery.html b/skills/page-template-photography/templates/photo-gallery.html
index 58c6d75..526ebae 100644
--- a/skills/page-template-photography/templates/photo-gallery.html
+++ b/skills/page-template-photography/templates/photo-gallery.html
@@ -4,6 +4,7 @@
   <meta charset="utf-8"><meta name="viewport" content="width=device-width, initial-scale=1">
   <title>{{PAGE_TITLE}}</title><meta name="description" content="{{PAGE_DESCRIPTION}}">
   <meta name="mindspace-cover" content='{{MINDSPACE_COVER_JSON}}'>
+  <meta name="mindspace-geo" content='{{MINDSPACE_GEO_JSON}}'>
   <style>
     :root { --accent: {{ACCENT}}; }
     * { box-sizing: border-box; }
diff --git a/skills/page-template-podcast/templates/podcast-show.html b/skills/page-template-podcast/templates/podcast-show.html
index 6333458..b09d3d0 100644
--- a/skills/page-template-podcast/templates/podcast-show.html
+++ b/skills/page-template-podcast/templates/podcast-show.html
@@ -4,6 +4,7 @@
   <meta charset="utf-8"><meta name="viewport" content="width=device-width, initial-scale=1">
   <title>{{PAGE_TITLE}}</title><meta name="description" content="{{PAGE_DESCRIPTION}}">
   <meta name="mindspace-cover" content='{{MINDSPACE_COVER_JSON}}'>
+  <meta name="mindspace-geo" content='{{MINDSPACE_GEO_JSON}}'>
   <style>
     :root { --accent: {{ACCENT}}; --accent2: {{ACCENT2}}; }
     * { box-sizing: border-box; }
diff --git a/skills/page-template-portfolio/templates/portfolio-grid.html b/skills/page-template-portfolio/templates/portfolio-grid.html
index 264a3d6..b7d9e9e 100644
--- a/skills/page-template-portfolio/templates/portfolio-grid.html
+++ b/skills/page-template-portfolio/templates/portfolio-grid.html
@@ -6,6 +6,7 @@
   <title>{{PAGE_TITLE}}</title>
   <meta name="description" content="{{PAGE_DESCRIPTION}}">
   <meta name="mindspace-cover" content='{{MINDSPACE_COVER_JSON}}'>
+  <meta name="mindspace-geo" content='{{MINDSPACE_GEO_JSON}}'>
   <style>
     :root { --accent: {{ACCENT}}; --bg: #0a0c10; --card: #141820; --border: #252d3d; }
     * { box-sizing: border-box; }
diff --git a/skills/page-template-product-grid/templates/product-grid.html b/skills/page-template-product-grid/templates/product-grid.html
index 87b2d71..6fd92bd 100644
--- a/skills/page-template-product-grid/templates/product-grid.html
+++ b/skills/page-template-product-grid/templates/product-grid.html
@@ -6,6 +6,7 @@
   <title>{{PAGE_TITLE}}</title>
   <meta name="description" content="{{PAGE_DESCRIPTION}}">
   <meta name="mindspace-cover" content='{{MINDSPACE_COVER_JSON}}'>
+  <meta name="mindspace-geo" content='{{MINDSPACE_GEO_JSON}}'>
   <style>
     :root { --accent: {{ACCENT}}; }
     * { box-sizing: border-box; }
diff --git a/skills/page-template-realestate/templates/realestate-listing.html b/skills/page-template-realestate/templates/realestate-listing.html
index 5a9b0d0..3b5a6cd 100644
--- a/skills/page-template-realestate/templates/realestate-listing.html
+++ b/skills/page-template-realestate/templates/realestate-listing.html
@@ -6,6 +6,7 @@
   <title>{{PAGE_TITLE}}</title>
   <meta name="description" content="{{PAGE_DESCRIPTION}}">
   <meta name="mindspace-cover" content='{{MINDSPACE_COVER_JSON}}'>
+  <meta name="mindspace-geo" content='{{MINDSPACE_GEO_JSON}}'>
   <style>
     * { box-sizing: border-box; }
     body { margin: 0; font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", "PingFang SC", sans-serif; background: #f4f7f6; color: #0f2a24; }
diff --git a/skills/page-template-restaurant/templates/restaurant-menu.html b/skills/page-template-restaurant/templates/restaurant-menu.html
index 8fca448..8b31323 100644
--- a/skills/page-template-restaurant/templates/restaurant-menu.html
+++ b/skills/page-template-restaurant/templates/restaurant-menu.html
@@ -6,6 +6,7 @@
   <title>{{PAGE_TITLE}}</title>
   <meta name="description" content="{{PAGE_DESCRIPTION}}">
   <meta name="mindspace-cover" content='{{MINDSPACE_COVER_JSON}}'>
+  <meta name="mindspace-geo" content='{{MINDSPACE_GEO_JSON}}'>
   <style>
     :root { --accent: {{ACCENT}}; --gold: #e8c896; --bg: #120c06; --card: rgba(255,248,240,.04); }
     * { box-sizing: border-box; }
diff --git a/skills/page-template-resume/templates/resume-profile.html b/skills/page-template-resume/templates/resume-profile.html
index 9a922e0..411c89e 100644
--- a/skills/page-template-resume/templates/resume-profile.html
+++ b/skills/page-template-resume/templates/resume-profile.html
@@ -6,6 +6,7 @@
   <title>{{PAGE_TITLE}}</title>
   <meta name="description" content="{{PAGE_DESCRIPTION}}">
   <meta name="mindspace-cover" content='{{MINDSPACE_COVER_JSON}}'>
+  <meta name="mindspace-geo" content='{{MINDSPACE_GEO_JSON}}'>
   <style>
     :root { --accent: {{ACCENT}}; }
     * { box-sizing: border-box; }
diff --git a/skills/page-template-saas/templates/saas-landing.html b/skills/page-template-saas/templates/saas-landing.html
index 93c2a0e..ab04b3a 100644
--- a/skills/page-template-saas/templates/saas-landing.html
+++ b/skills/page-template-saas/templates/saas-landing.html
@@ -4,6 +4,7 @@
   <meta charset="utf-8"><meta name="viewport" content="width=device-width, initial-scale=1">
   <title>{{PAGE_TITLE}}</title><meta name="description" content="{{PAGE_DESCRIPTION}}">
   <meta name="mindspace-cover" content='{{MINDSPACE_COVER_JSON}}'>
+  <meta name="mindspace-geo" content='{{MINDSPACE_GEO_JSON}}'>
   <style>
     :root { --accent: {{ACCENT}}; --accent2: {{ACCENT2}}; }
     * { box-sizing: border-box; }
diff --git a/skills/page-template-startup/templates/startup-pitch.html b/skills/page-template-startup/templates/startup-pitch.html
index 436dcba..713a371 100644
--- a/skills/page-template-startup/templates/startup-pitch.html
+++ b/skills/page-template-startup/templates/startup-pitch.html
@@ -4,6 +4,7 @@
   <meta charset="utf-8"><meta name="viewport" content="width=device-width, initial-scale=1">
   <title>{{PAGE_TITLE}}</title><meta name="description" content="{{PAGE_DESCRIPTION}}">
   <meta name="mindspace-cover" content='{{MINDSPACE_COVER_JSON}}'>
+  <meta name="mindspace-geo" content='{{MINDSPACE_GEO_JSON}}'>
   <style>
     :root { --accent: {{ACCENT}}; --accent2: {{ACCENT2}}; }
     * { box-sizing: border-box; }
diff --git a/skills/page-template-survey/templates/survey-basic.html b/skills/page-template-survey/templates/survey-basic.html
index 6586346..e2d2ceb 100644
--- a/skills/page-template-survey/templates/survey-basic.html
+++ b/skills/page-template-survey/templates/survey-basic.html
@@ -6,6 +6,7 @@
   <title>{{PAGE_TITLE}}</title>
   <meta name="description" content="{{PAGE_DESCRIPTION}}">
   <meta name="mindspace-cover" content='{{MINDSPACE_COVER_JSON}}'>
+  <meta name="mindspace-geo" content='{{MINDSPACE_GEO_JSON}}'>
   <style>
     * { box-sizing: border-box; }
     body { margin: 0; min-height: 100vh; font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", "PingFang SC", sans-serif; background: radial-gradient(ellipse 120% 80% at 50% -20%, #e8f5ef, #f7f4ed 45%, #f0ebe3 100%); color: #1a2420; }
diff --git a/skills/page-template-travel/SKILL.md b/skills/page-template-travel/SKILL.md
index 297de3f..498b3c8 100644
--- a/skills/page-template-travel/SKILL.md
+++ b/skills/page-template-travel/SKILL.md
@@ -26,6 +26,7 @@ description: 旅游 Hero 页面模板：深色沉浸布局，适用于旅游/美
 | `PAGE_TITLE` | 页面标题 |
 | `PAGE_DESCRIPTION` | description 摘要 |
 | `MINDSPACE_COVER_JSON` | mindspace-cover JSON（含 tag/accent/cover） |
+| `MINDSPACE_GEO_JSON` | mindspace-geo JSON（含 summary/keywords/faq） |
 | `HERO_EYEBROW` | 首屏小标签 |
 | `HERO_HEADLINE` | 主标题 |
 | `HERO_SUBTITLE` | 副标题 |
diff --git a/skills/page-template-travel/templates/travel-hero.html b/skills/page-template-travel/templates/travel-hero.html
index c0b8de4..6220882 100644
--- a/skills/page-template-travel/templates/travel-hero.html
+++ b/skills/page-template-travel/templates/travel-hero.html
@@ -6,6 +6,7 @@
   <title>{{PAGE_TITLE}}</title>
   <meta name="description" content="{{PAGE_DESCRIPTION}}">
   <meta name="mindspace-cover" content='{{MINDSPACE_COVER_JSON}}'>
+  <meta name="mindspace-geo" content='{{MINDSPACE_GEO_JSON}}'>
   <style>
     :root { --accent: {{ACCENT}}; --accent2: {{ACCENT2}}; --ink: #f5f7fa; --muted: #a8b8cc; --bg: #060d18; }
     * { box-sizing: border-box; }
diff --git a/skills/page-template-wedding/templates/wedding-invite.html b/skills/page-template-wedding/templates/wedding-invite.html
index 2d99e14..24ae94c 100644
--- a/skills/page-template-wedding/templates/wedding-invite.html
+++ b/skills/page-template-wedding/templates/wedding-invite.html
@@ -6,6 +6,7 @@
   <title>{{PAGE_TITLE}}</title>
   <meta name="description" content="{{PAGE_DESCRIPTION}}">
   <meta name="mindspace-cover" content='{{MINDSPACE_COVER_JSON}}'>
+  <meta name="mindspace-geo" content='{{MINDSPACE_GEO_JSON}}'>
   <style>
     * { box-sizing: border-box; }
     body { margin: 0; min-height: 100vh; font-family: "Songti SC", "Noto Serif SC", serif; background: radial-gradient(ellipse 100% 80% at 50% 0%, #fff5f9, #fdf2f8 50%, #fce7f3); color: #701a56; display: grid; place-items: center; padding: 48px 24px; }
diff --git a/skills/static-page-publish/SKILL.md b/skills/static-page-publish/SKILL.md
index 4675e9e..5682867 100644
--- a/skills/static-page-publish/SKILL.md
+++ b/skills/static-page-publish/SKILL.md
@@ -139,38 +139,42 @@ npm run check:mindspace-cover
 | 检查项 | 级别 | 说明 |
 |--------|------|------|
 | `mindspace-cover` meta | error | 缺失则缩略图为默认绿色渐变 |
-| `description` | error | 副标题来源 |
+| `description` | error | 副标题与 SEO 摘要来源 |
+| `mindspace-geo` meta | error | GEO 摘要/FAQ/关键词来源 |
+| `<title>` / `<h1>` | error | 禁止泛化标题 |
+| `<h2>` 分节 ≥2 | warn | 语义结构不足 |
+| `faq` ≥1 组 | warn | GEO 结构化数据偏弱 |
 | `cover` raster 主图 | warn | 缺失则无法生成照片封面 |
 | `tag` / `accent` / `subtitle` | warn | 影响分类与配色 |
 | 平台品牌页脚 | warn | 分享与编辑规范 |
 
 **视觉类页面**若有 warn `missing_cover_image`，视为封面未达标，必须补 hero 图后再回复用户。
 
-## SEO / GEO 元数据（推荐）
+## SEO / GEO 元数据（必须）
 
-平台在 memind_adm **MindSpace 配置 → SEO / GEO** 开启后，会对**公开在线**（`access_mode=public` 且 `status=online`）的发布页自动注入 canonical、结构化数据等。Agent 仍应写好基础 meta，以提升搜索与 AI 引用质量：
+每个 `public/*.html` **都必须**写好 SEO/GEO 元数据。平台在 memind_adm **MindSpace 配置 → SEO / GEO** 开启后，会对**公开在线**（`access_mode=public` 且 `status=online`）的发布页自动注入 canonical、keywords、JSON-LD 等；**私有 / 密码 / 登录可见**页会被强制 `noindex`。Agent 仍必须在 HTML 中写好以下内容，否则 `npm run check:mindspace-cover` 会报错：
 
 ```html
 <title>页面真实主题</title>
 <meta name="description" content="一句话可被搜索/AI 引用的摘要">
-```
-
-可选增强（不强制）：
-
-```html
 <meta name="mindspace-geo" content='{
-  "summary": "可被 AI 搜索直接引用的摘要",
-  "keywords": ["关键词1","关键词2"],
-  "faq": [{"q":"常见问题?","a":"简短答案"}]
+  "summary": "可被 AI 搜索直接引用的摘要（可与 description 相同或更完整）",
+  "keywords": ["主题词1","主题词2","场景词"],
+  "faq": [
+    {"q":"用户最可能搜索的问题?","a":"30–120 字的直接答案"},
+    {"q":"第二个常见问题?","a":"简短可引用答案"}
+  ]
 }'>
 ```
 
 要求：
 
-- `<title>` 与 `<h1>` 一致或高度相关，不要用泛化词如「我的页面」
+- `<title>` 与 `<h1>` 一致或高度相关，禁止「我的页面」「未命名」等泛化词
 - `description` 必须写满页面主题，禁止空泛默认句
-- 正文使用语义化 `<h2>` / `<h3>` 分节，便于 SEO 与 GEO 抽取
-- **私有 / 密码 / 登录可见**页面会被平台强制 `noindex`，无需 Agent 额外处理
+- `mindspace-geo.summary` 必填；`keywords` 至少 2 个；`faq` 至少 1 组 Q&A
+- 正文至少 2 个语义化 `<h2>` 分节（可配合 `<h3>`），便于 SEO 与 GEO 抽取
+- 若暂未写 `faq`，至少用 `<h2>问题</h2><p>答案…</p>` 结构，平台会尝试自动抽取
+- 交付前运行 `npm run check:mindspace-cover`（已默认含 SEO/GEO 校验）
 
 ## 平台页脚标记（必须）
 
diff --git a/user-publish.mjs b/user-publish.mjs
index 29c208b..6c3b5bd 100644
--- a/user-publish.mjs
+++ b/user-publish.mjs
@@ -181,7 +181,7 @@ description: 在专属 MindSpace 目录生成可公开访问的静态 HTML 报
 
 1. 确认需求（标题、章节、是否要图表/样式）
 2. 使用 \`write_file\` 创建 \`public/页面.html\`（可含内联 CSS；需要时在 \`public/assets/\` 或工作区 \`assets/\` 放资源）
-3. 在 \`<head>\` 写入 **mindspace-cover** 元数据（见下文，必须与页面主题一致）
+3. 在 \`<head>\` 写入 **mindspace-cover** 与 **mindspace-geo** 元数据（见下文，必须与页面主题一致）
 4. 页面内资源使用**相对路径**（\`assets/foo.png\`），不要用磁盘绝对路径
 5. 保存 HTML 后，服务端会**立即**生成同名预览图 \`<文件名>.thumbnail.svg\`（Agent 交互阶段即生效，无需等用户保存到「我的空间」）
 6. 默认只生成 HTML；不要在没有明确需求时强制生成 Word、PDF、长图等伴生文件
@@ -269,6 +269,27 @@ npm run check:mindspace-cover
 
 视觉类页面若出现 \`missing_cover_image\` 警告，必须补 hero 主图后再回复用户。对比效果：\`npm run demo:thumbnails\` → \`/thumbnail-demo/\`
 
+## SEO / GEO 元数据（必须）
+
+每个 \`public/*.html\` 都必须包含完整 SEO/GEO 元数据。公开在线页发布时平台会自动注入 canonical、keywords、JSON-LD；私有页会被强制 \`noindex\`。Agent 必须在 \`<head>\` 写入：
+
+\`\`\`html
+<title>页面真实主题</title>
+<meta name="description" content="一句话可被搜索/AI 引用的摘要">
+<meta name="mindspace-geo" content='{
+  "summary": "可被 AI 直接引用的页面摘要",
+  "keywords": ["主题词1","主题词2"],
+  "faq": [{"q":"常见问题?","a":"30–120 字直接答案"}]
+}'>
+\`\`\`
+
+硬性要求：
+
+- \`<title>\` 与 \`<h1>\` 一致或高度相关，禁止「我的页面」「未命名」等泛化词
+- \`mindspace-geo.summary\` 必填；\`keywords\` 至少 2 个；\`faq\` 至少 1 组 Q&A
+- 正文至少 2 个 \`<h2>\` 分节，便于 SEO/GEO 抽取
+- 交付前运行 \`npm run check:mindspace-cover\`（默认含 SEO/GEO 校验）
+
 ## HTML 模板建议
 
 - 完整 \`<!DOCTYPE html>\`，\`lang="zh-CN"\`