SEO 与 GEO · serp-features

搜索结果页特性优化 Skill

把目标关键词的 Google 搜索结果页拆解为具体特性,输出各项特性的获取要求与结构化数据对照表。

在规划自然搜索流量时使用。检查目标关键词触发的人工智能摘要、常见问题、站内链接等形态,对照具体特性给出结构化数据类型要求,列出引发零点击搜索的高风险项,将结果用于调整页面内容与流量预期。

WHAT IT SOLVES

把目标关键词的 Google 搜索结果页拆解为具体特性,输出各项特性的获取要求与结构化数据对照表

把目标关键词的 Google 搜索结果页拆解为具体特性,输出各项特性的获取要求与结构化数据对照表。跑完你拿到的是一份 Markdown 格式的特性分布清单,列出每个关键词对应的搜索结果中出现的特性类型及位置,中间一共 6 步。

最适合的真实场景

  • 01

    SEO 经理查看目标关键词是否被 AI Overviews 占据顶部位置导致流失点击

  • 02

    内容运营为产品详情页规划要添加哪些常见问题模块以抢占 PAA 展示位

  • 03

    出海营销负责人评估当前页面结构能否触发星级评分或面包屑导航展示

  • 04

    网站团队梳理产品列表页需要补充哪些 JSON-LD 代码来获取搜索结果展示富文本

  • 05

    流量增长团队排查业务相关词汇的搜索结果页是否出现零点击风险特征

你要先准备的资料

  • 包含 10 到 20 个目标关键词的列表,标明每个词对应的着陆页 URL
  • 网站当前核心页面的 HTML 截图或具体网址,用于检查现有结构化数据实施情况
  • 标明业务所在的垂直行业分类(如 B2B 软件、跨境电商、本地服务),用于判断展示特性获取资格
  • 若是评估本地化展示,需提供 Google 商家资料(GMB)的当前管理员授权状态
  • 包含当前搜索结果中排名前 10 的竞争对手页面 URL 列表

跑完你会拿到什么

  • 一份 Markdown 格式的特性分布清单,列出每个关键词对应的搜索结果中出现的特性类型及位置
  • 一份结构化数据对照表(CSV 格式),包含特性名称、需要的 Schema 类型、当前状态三列
  • 一份零点击风险评估列表,标明哪些关键词的搜索结果被 AI 摘要或精选摘要直接抢占了点击
  • 一份页面修改动作清单文档,按 URL 列出需要添加代码的位置和具体的文本字数要求
  • 一份 Schema 代码片段文件,包含 JSON-LD 格式的 FAQPage 和 BreadcrumbList 基础模板

METHOD

识别搜索结果特性 → 评估特性获取难度 → 拆解零点击风险 等 6 个环节

一共 6 步。其中 7 项能力决定了换个 AI 会不会更麻烦。

  1. 识别搜索结果特性输入目标关键词并抓取实际的 Google 搜索结果页,列出页面上出现的所有非传统蓝色链接区域,包括 AI 摘要、常见问题和本地包。
  2. 评估特性获取难度将识别出的展示特性分为有机增强(通过添加代码获取)、通用结果(依赖内容类型)和知识图谱(依赖外部数据源),标明各项的获取门槛。
  3. 拆解零点击风险检查搜索结果中是否存在直接满足用户搜索意图的特性,例如 AI 摘要或直接回答段落,记录这些特性导致的用户不访问网站的概率等级。
  4. 匹配结构化数据类型针对每个可获取的展示特性,匹配对应的 Schema.org 词汇表代码,例如为常见问题模块匹配 FAQPage 代码,为面包屑匹配 BreadcrumbList 代码。
  5. 诊断当前页面缺失项对比目标展示特性清单与用户提供的现有网页结构,标出当前页面缺失的结构化数据代码、缺失的常见问题文本块以及图片视频标签缺失情况。
  6. 输出页面修改动作生成一份具体动作清单,指明需要在哪个页面区块添加哪种格式的代码、需要补充多少字的回答文本,以及需要调整的网站内部链接结构。

这个 Skill 用到的能力: 联网检索打开网页取正文页面预览运行脚本MCP 与连接器写本地文件读本地资料 。不同 AI 对这些能力的支持程度不一样,所以同一个 Skill 换个 AI,有几步做法会变。

WORKED EXAMPLE

B2B 软件出海企业优化常见问题模块

B2B 软件出海企业优化常见问题模块

一家项目管理软件公司的 SEO 团队发现,核心业务词的搜索流量连续两个月下降。团队需要查明流量流失原因,并给开发团队提供一份精确到代码层面的页面修改需求文档,以恢复点击率。

  1. 输入项目管理软件的核心业务关键词及对应的产品页 URL
  2. 抓取并分析发现搜索结果顶部出现了 AI 摘要和大量 PAA 问题框
  3. 评估确认 AI 摘要导致零点击风险极高,流失了大量信息型搜索流量
  4. 将现有页面结构与 FAQPage 代码要求对比,发现当前仅包含 H 标签问题
  5. 输出一份要求在页脚添加 JSON-LD 格式常见问题代码的修改清单

预期结果:交付了一份包含 8 个 PAA 展示机会的清单,以及一份结构化数据对照表。开发团队根据清单直接复制了 JSON-LD 代码模板并部署。流量恢复情况需要等待 Google 重新抓取页面后人工核实,该工具不提供后续流量监控。

PITFALLS · VERIFICATION

FAQ 结构化数据目前限制为政府和健康网站优先

最常踩的坑

  • FAQ 结构化数据目前限制为政府和健康网站优先,普通企业站添加后可能不展示富文本
  • Google 优先展示 YouTube 来源的视频缩略图,自有视频托管域名添加代码后可能无效
  • 精选摘要的生成不需要 Schema 代码,添加代码无法直接保证获取该位置
  • AI 摘要的引用来源无法通过页面修改直接控制,依赖 Google 对网站整体实体的识别
  • 移动端和桌面端的 HowTo 结构化数据展示规则不同,移动端可能完全不展示步骤富文本

怎么确认这次跑对了

  • 已经形成可检查的一份 Markdown 格式的特性分布清单,列出每个关键词对应的搜索结果中出现的特性类型及位置,关键判断能回到输入资料或过程证据。
  • 已经形成可检查的一份结构化数据对照表(CSV 格式),包含特性名称、需要的 Schema 类型、当前状态三列,关键判断能回到输入资料或过程证据。
  • 已经形成可检查的一份零点击风险评估列表,标明哪些关键词的搜索结果被 AI 摘要或精选摘要直接抢占了点击,关键判断能回到输入资料或过程证据。
  • 已逐项检查「FAQ 结构化数据目前限制为政府和健康网站优先,普通企业站添加后可能不展示富文本」等高频问题,并记录需要人工确认的下一步。
搜索结果页特性优化 Skill适合哪些岗位使用?

SEO 经理、内容运营、出海营销负责人。典型场景包括SEO 经理查看目标关键词是否被 AI Overviews 占据顶部位置导致流失点击;内容运营为产品详情页规划要添加哪些常见问题模块以抢占 PAA 展示位;出海营销负责人评估当前页面结构能否触发星级评分或面包屑导航展示。

开始前需要准备什么资料?

至少需要包含 10 到 20 个目标关键词的列表,标明每个词对应的着陆页 URL、网站当前核心页面的 HTML 截图或具体网址,用于检查现有结构化数据实施情况、标明业务所在的垂直行业分类(如 B2B 软件、跨境电商、本地服务),用于判断展示特性获取资格。资料越具体,结果越能直接用于决策。

最后能得到什么可检查的结果?

一份 Markdown 格式的特性分布清单,列出每个关键词对应的搜索结果中出现的特性类型及位置、一份结构化数据对照表(CSV 格式),包含特性名称、需要的 Schema 类型、当前状态三列、一份零点击风险评估列表,标明哪些关键词的搜索结果被 AI 摘要或精选摘要直接抢占了点击。每项都可以逐条核对来源和数字。

哪些情况下结果会不可靠?

FAQ 结构化数据目前限制为政府和健康网站优先,普通企业站添加后可能不展示富文本;Google 优先展示 YouTube 来源的视频缩略图,自有视频托管域名添加代码后可能无效。出现这些情况时需要人工复核。

支持哪些 AI Agent?

已适配 WorkBuddy、OpenClaw、Hermes Agent、Codex、Claude Code、TRAE、ZCode 共 7 种,每种都有独立的安装说明和能力对照。

ORIGINAL SOURCE

2 个原始文件,23 个文档章节,固定在 70987bad

上游原文完整保留在加搜服务器上,可逐节查看,也可以直接下载。 当前镜像共 2 个文件、14.9 KB。

原始 Skill 文档 上游原文完整保留,中文概述已转换为营销任务、输入资料和交付结果。

SEO On-Page: SERP Features

Guides SERP (Search Engine Results Page) features: types, obtainability, and optimization. ~98.5% of Google's first page includes SERP features; rich results receive ~58% of clicks vs 41% for standard listings. Understanding SERP features helps prioritize keywords and content strategy.

When invoking: On first use, if helpful, open with 1–2 sentences on what this skill covers and why it matters, then provide the main output. On subsequent use or when the user asks to skip, go directly to the main output.

Scope

  • SERP feature types: Organic enhancements, universal results, paid, knowledge
  • Obtainability: Which features are achievable; which require authority/partnerships
  • Optimization: Content, schema, and structure for each feature type
  • Impact: CTR, zero-click, traffic implications

What Is a SERP Feature?

A SERP feature is any result on a search results page that is not a traditional organic blue link. Features provide quick answers, visual enhancements, or alternative result types (images, local, news, etc.).

Rich Results vs Featured Snippets

Dimension Rich Results Featured Snippets
Location Within standard organic listings; enhance a blue link Above organic results; "position zero"
Generation Structured data (Schema/JSON-LD) added by site owner Google extracts from page content; no schema required
Display Star ratings, prices, images, breadcrumbs, FAQ dropdowns Extracted text in highlighted box; paragraph, list, table, or video
Ranking Do not require high organic rank to appear Page must rank in top ~10 for the query
Industry Often content-specific (recipes, products, events, reviews) Versatile; most industries
CTR Typically increase CTR (up to ~35%); enhanced visibility Can increase or reduce clicks (zero-click when answer suffices)

Rich results = schema-powered enhancements to regular listings. Featured snippets = Google-extracted answer boxes at position zero. Both are SERP features; rich results are a subset driven by structured data. Onely, Seranking

SERP Features ↔ Schema ↔ Rich Results (Strongly Related)

SERP features, schema, and rich results are strongly related. Most achievable SERP enhancements depend on or benefit from Schema.org structured data. Schema makes content machine-readable so search engines can extract and display rich results.

SERP Feature Schema Type Relationship
PAA / FAQ dropdown FAQPage Required or strongly recommended; FAQ schema triggers PAA-style display
Breadcrumbs BreadcrumbList Required; no schema = no breadcrumb rich result
Reviews / Stars AggregateRating, Review Required; star display depends on review schema
Featured Snippet FAQPage, HowTo, Article Supporting; schema helps identify extractable blocks; not required
Sitelinks WebSite + SearchAction Supporting; SearchAction can enable sitelinks
Video VideoObject Required; video thumbnail; Google prioritizes YouTube. See video-optimization
Product Product, Offer Required; shopping results
Recipe Recipe Required; recipe rich result
Job JobPosting Required; Google Jobs
Event Event Required; event rich result
In-Depth Articles Article + author Supporting; Article schema, authorship

Workflow: When targeting a SERP feature, check schema-markup for the schema type; after implementing schema, use serp-features to assess display and optimization.

SERP Feature Categories

1. Organic Enhancements (Achievable)
Feature Description Obtainability
Featured Snippet Direct answer above organic results; paragraph, list, or table Content that answers query in 40–60 words; positions 2–5 often win. See featured-snippet
People Also Ask (PAA) Expandable question boxes with brief answers FAQ-style content; FAQ schema; match question phrasing
Sitelinks Additional links below main result (brand queries) Site structure, internal links, SearchAction schema; mainly branded
Reviews / Stars Star ratings on product/service results Review schema (AggregateRating); eligibility varies by vertical
Breadcrumbs Path shown in result BreadcrumbList schema; clear site structure
Video Video thumbnail in results Video schema; Google prioritizes YouTube; see video-optimization
Image Pack Horizontal row of images Alt, captions, file names, responsive; see image-optimization
2. Universal Results
Feature Description Obtainability
News Box Time-sensitive news block Google News inclusion; publisher eligibility
In-Depth Articles Long-form block (broad terms) Large publishers; 2000–5000 words; authorship, Article schema
Tweet Twitter results in SERP Brand presence; not directly controllable
Shopping Product listings with images/price Paid (PLAs) or Product schema for organic
3. Knowledge / Entity (Limited Obtainability)
Feature Description Obtainability
Knowledge Panel Entity info (brand, person, place) WikiData, partnerships; see entity-seo
Knowledge Card Top-of-SERP semantic answer Same as Knowledge Panel
Local Pack 3 local business results + map Local SEO; GMB, NAP, reviews
Local Teaser Hotels, restaurants with map/sort Local SEO
4. Paid
Feature Description
AdWords (Top/Bottom) Sponsored results; [Ad] label
Shopping (PLAs) Product ads with images
Google Flights Flight search in SERP
5. AI Search Summaries (SERP Feature)

AI-generated answer blocks at the top of search results. These are SERP features—they occupy prime SERP real estate and replace or supplement traditional blue links. Optimize via generative-engine-optimization (GEO).

Engine Feature Description Availability
Google AI Overviews Multi-source AI summary at top; Gemini; cites top 10–12 organic results; 2–3 paragraphs or bullets ~47% US searches; opt-in/experimental in 120+ countries
Bing Copilot Search Curated summaries with cited sources; GPT-4; grouped answers with resources per section; follow-up questions in-search bing.com/copilotsearch; Edge; standard across Bing
Yandex Search with Yandex AI / Neuro YandexGPT synthesizes from real-time search; cited sources; conversational follow-ups; image upload; Russia-focused Yandex Browser, Yandex app; Russia location
Perplexity Standalone AI search; not a SERP feature; 200B+ URL index; live web search perplexity.ai
ChatGPT Web search via GPTbot; not a SERP feature; high-authority, LLM-friendly content chat.openai.com

Source selection: Google pulls from top organic; Bing uses Bing index (9.81% domain overlap with Google); Yandex uses real-time search; Perplexity has independent crawl. AI Overview citations can drive 20–35% higher CTR than equivalent organic positions. SEJ, Yandex, Geneo

6. Other Newer (2025+)
Feature Description
Related Searches Alternative queries at bottom
People Also Search For (PASF) Related queries after user bounces from result; 6-8 suggestions; different from PAA; comprehensive content reduces bounce. See faq-page-generator

Optimization by Feature

Feature Key Actions
Featured Snippet Answer-first (40–60 words); H2/H3; semantic lists/tables. See featured-snippet
PAA FAQ content; FAQ schema; natural question phrasing; faq-page-generator
Sitelinks Clear site structure; internal links; SearchAction; website-structure
Reviews AggregateRating schema; schema-markup
Breadcrumbs BreadcrumbList schema; breadcrumb-generator
Video VideoObject schema; video-optimization; Google prioritizes YouTube
Image Pack Alt, captions, file names, responsive; see image-optimization
Local Pack Local SEO; GMB; NAP consistency
AI Overview / Copilot / Yandex AI GEO; structured content; citable paragraphs; entity signals; see generative-engine-optimization, entity-seo

Zero-Click: SERP Features That Satisfy Intent Without a Click

Zero-click = user gets the answer directly on the SERP and does not click through to any website. SERP features are a major driver of zero-click—they answer queries in-place, reducing organic traffic to publishers.

SERP Features That Cause Zero-Click
Feature Zero-Click Risk Why
Featured Snippet High Direct answer in position zero; user may not need to visit
People Also Ask (PAA) High Expandable answers; full answer visible without click
AI Overviews Very high ~83% of searches with AI Overview may end without click
Bing Copilot / Yandex AI Very high Full AI summary with sources; answer in-place
Knowledge Panel / Card High Entity info; no click needed for simple facts
Rich results (reviews, recipe) Medium Can reduce clicks when answer is complete (e.g. recipe steps)
Implications
  • Traffic: Expect lower organic clicks when zero-click features dominate the SERP
  • Strategy: Prioritize citation over click—being cited in AI Overview, Featured Snippet, or PAA still delivers brand visibility and trust
  • GEO: Optimize for citation (see generative-engine-optimization) so your content is used even when users don't click
  • Keyword research: Screen keywords for zero-click SERP features; adjust traffic forecasts and prioritize commercial/transactional queries where clicks matter more
When Zero-Click Matters Most
  • Informational queries ("what is X," "how to Y")—highest zero-click
  • Commercial/transactional—users often need to visit (compare, buy)
  • Brand queries—sitelinks and Knowledge Panel can still drive clicks to specific pages

SERP Analysis for Strategy

  • SERP check: Search target keyword—observe which features appear
  • Intent signals: Knowledge card → informational; product lists → commercial; brand → navigational
  • Zero-click assessment: Identify features that satisfy intent without click; factor into traffic expectations
  • Keyword research: keyword-research uses SERP features (Featured Snippet, PAA, zero-click) in screening

Rich Results: Types & Impact

Rich results are enhanced search listings powered by structured data. They appear within organic positions (unlike Featured Snippets at position zero). High-impact types: Product, Review snippets, HowTo (desktop), Article/News, Video, Recipe, LocalBusiness, Event, Breadcrumb, Sitelinks searchbox, JobPosting. Limited/context-dependent: HowTo (mobile), FAQ (restricted to government/health for many sites), Education Q&A, Course, SoftwareApplication. AISO Hub

Rich results do not directly boost rankings but can increase CTR by up to 35%. They also make content machine-readable for AI Overviews, Gemini, Copilot, and Perplexity. Validate with Google Rich Results Test.

CTR Impact

  • Zero-click trade-off: SERP features can increase CTR (rich results, sitelinks) or reduce it (Featured Snippet, PAA, AI Overviews when answer suffices). See Zero-Click section above.
  • Rich results: ~58% of clicks vs 41% for standard listings
  • Featured snippets: ~42.9% CTR boost; position zero ~35% of clicks when present
  • Review stars: Higher CTR
  • Sitelinks: Dominate SERP for brand queries; faster path to target page

Output Format

  • SERP features present for target keyword
  • Zero-click assessment (which features satisfy intent without click)
  • Obtainability assessment
  • Optimization priorities (schema, content, structure; citation vs click)
  • Related skills for each feature

Related Skills

  • schema-markup: Strongly related—schema type maps to SERP feature; see mapping table above
  • featured-snippet: Featured Snippet / Position Zero optimization
  • howto-section-generator: HowTo step sections; list snippets; HowTo vs FAQ in SERP context
  • faq-page-generator: PAA optimization; FAQ format
  • keyword-research: SERP features in keyword screening
  • website-structure: Sitelinks; site architecture
  • generative-engine-optimization: AI Overviews, Bing Copilot, Yandex AI; GEO strategy
  • image-optimization: Image Pack; alt, captions, file names
  • video-optimization: Video SEO; VideoObject; YouTube prioritization
  • entity-seo: Knowledge Panel; Organization, Person schema

来源与版本声明

本页面由加搜科技整理业务说明并托管安装文件。原始 Skill 来源渠道:GitHub; 原始项目名称:serp-features; 固定版本:70987bad4ebe; 许可证:MIT。技能包内保留完整出处和许可证说明。

各 Agent 能力说明参考对应官方文档。页面不提供外部跳转。

INSTALL

搜索结果页特性优化 Skill v1.0.0,ZIP 带 SHA256 校验

默认做法是把提示词复制给 AI Agent,让它自己下载并安装。提示词里已经写清要用完整 ZIP、装完报告目录、并先跑一个小任务验证。

METHOD 01 · 交给 AI 自己装

复制提示词

适合大多数情况。Agent 会下载 ZIP、解压、放到正确目录,并在缺少权限时告诉你需要手工做哪一步。

请帮我把「搜索结果页特性优化 Skill」安装到我正在使用的 AI Agent。
1. 下载完整 Skill ZIP:https://www.vibemarketing.work/packages/skill-serp-features/1.0.0/skill-serp-features.zip
   注意:网页 HTML 不能当作 Skill 文件安装,必须使用 ZIP 里的完整文件。
2. 解压后保留 SKILL.md 及全部配套文件,按你所用 Agent 的 Skill 目录规则安装。
3. 安装完成后告诉我实际安装目录。
4. 用一个只读小任务验证 Skill 已被识别。
5. 如果你没有联网、下载或写目录权限,请直接告诉我哪几步需要我手工完成。
参考:原始 SKILL.md https://www.vibemarketing.work/raw/skill-serp-features/SKILL.md;安装指南 https://www.vibemarketing.work/agent-install/skill-serp-features.md

FURTHER READING

搜索结果页特性优化 Skill 相关的实操文章

别人做同类任务时踩过的坑和总结,动手前后都值得翻一下。

创业者要不要装 Workflow Orchestrator?5分钟判断

给出工作流编排的最短操作路径,用一个真实感示例演示如何从搜索词反推内容选题,并标出能形成可复用模板的关键设置。

  • 提示词
  • 网站搭建
  • 邮件
  • 工作流编排

一次讲透内容日历:输入什么、输出什么、怎样提高引用率

这是一份偏实战的内容日历配置说明。先用小样本完成“检查上线前最容易漏掉的细节”,再逐步扩到批量任务;同时设置人工抽检、来源记录和失败兜底,降低内容风格高度同质化带来的波动。文末附一组可复制参数,便于继续提高引用率。

  • 工具评测
  • AI搜索
  • 内容日历
  • GEO

Content Brief Builder × AI搜索:从输入到发布的完整工作流

一页看懂内容简报。包含适用场景、最小输入和生成能直接交付的客户方案的示例。

  • Skill介绍
  • AI新手
  • AI搜索
  • GEO

研究人员实测数据叙事:一轮完成,目标是让协作更顺畅

给出数据叙事的最短操作路径,用一个真实感示例演示如何生成能直接交付的客户方案,并标出能让协作更顺畅的关键设置。

  • 工作流
  • GEO
  • 常见问题
  • 研究人员

深度研究 Skill 怎么用:把会议录音变成行动清单

GEO在AI搜索出现了新的内容机会,这篇只整理值得测试的三个方向和两个暂缓项。

  • 实战案例
  • 演示文稿
  • 零代码
  • 研究人员

Content Brief Builder 入门指南|给研究人员的第一套配置

一页看懂内容简报。包含适用场景、最小输入和为新品做一周内容排期的示例。

  • 工作流
  • Skill介绍
  • GEO
  • SEO

以上文章正在编辑中,上线后可直接点击阅读。即将上线,敬请期待。

按这个 Skill 的产出能不能直接被下一个 Skill 用上来推荐,不是固定名单。多数情况下按顺序跑完一组,比单独用一个效果更好。

SEO 与 GEO#03

GEO AI 搜索优化 Skill

诊断品牌在 ChatGPT、Perplexity、Google AI Overviews 等答案引擎中的可见度和引用机会。

来源项目 · coreyhaines31/marketingskills ★ 40,682 · Fork 6,416
海外广告投放#06

Google Ads 投放 Skill

规划 Google 搜索、展示、购物、视频和 Performance Max 广告的结构与优化动作。

来源项目 · kostja94/marketing-skills ★ 742 · Fork 108

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