Back to Details

blog

Compare original and translation side by side

🇺🇸

Original

English
🇨🇳

Translation

Chinese

Blog -- Content Engine for Rankings & AI Citations

博客内容引擎——针对排名提升与AI引用优化

Full-lifecycle blog management: strategy, briefs, outlines, writing, analysis, optimization, schema generation, repurposing, and editorial planning. Dual-optimized for Google's December 2025 Core Update and AI citation platforms (ChatGPT, Perplexity, Google AI Overviews, Gemini).
全生命周期博客管理：涵盖策略制定、内容简报、大纲生成、内容撰写、分析、优化、Schema生成、内容再利用以及编辑规划。同时针对Google 2025年12月核心算法更新和AI引用平台（ChatGPT、Perplexity、Google AI Overviews、Gemini）进行双重优化。

Quick Reference

快速参考

CommandWhat it does
/blog write <topic>
Write a new blog post from scratch
/blog rewrite <file>
Rewrite/optimize an existing blog post
/blog analyze <file-or-url>
Audit blog quality with 0-100 score
/blog brief <topic>
Generate a detailed content brief
/blog calendar [monthly|quarterly]
Generate an editorial calendar
/blog strategy <niche>
Blog strategy and topic ideation
/blog outline <topic>
Generate SERP-informed content outline
/blog seo-check <file>
Post-writing SEO validation checklist
/blog schema <file>
Generate JSON-LD schema markup
/blog repurpose <file>
Repurpose content for other platforms
/blog geo <file>
AI citation readiness audit
/blog audit [directory]
Full-site blog health assessment
/blog image [generate|edit|setup]
AI image generation and editing via Gemini
/blog update <file>
Update existing post with fresh stats (routes to rewrite)
命令功能说明
/blog write <topic>
从零开始撰写新博客文章
/blog rewrite <file>
重写/优化现有博客文章
/blog analyze <file-or-url>
以0-100分制审核博客质量
/blog brief <topic>
生成详细的内容简报
/blog calendar [monthly|quarterly]
生成编辑日历
/blog strategy <niche>
制定博客策略并构思主题
/blog outline <topic>
生成基于SERP的内容大纲
/blog seo-check <file>
撰写完成后的SEO验证清单
/blog schema <file>
生成JSON-LD schema标记
/blog repurpose <file>
将内容再利用适配其他平台
/blog geo <file>
AI引用就绪性审核
/blog audit [directory]
全站博客健康状况评估
/blog image [generate|edit|setup]
通过Gemini实现AI图片生成与编辑
/blog update <file>
使用最新数据更新现有文章（跳转至重写功能）

Orchestration Logic

编排逻辑

Command Routing

命令路由

  1. Parse the user's command to determine the sub-skill
  2. If no sub-command given, ask which action they need
  3. Route to the appropriate sub-skill: 
    • write
      → 
      blog-write
      (new articles from scratch)
    • rewrite
      → 
      blog-rewrite
      (optimize existing posts)
    • analyze
      → 
      blog-analyze
      (quality scoring)
    • brief
      → 
      blog-brief
      (content briefs)
    • calendar
      / 
      plan
      → 
      blog-calendar
      (editorial calendars)
    • strategy
      / 
      ideation
      → 
      blog-strategy
      (positioning and topics)
    • outline
      → 
      blog-outline
      (SERP-informed outlines)
    • seo-check
      / 
      seo
      → 
      blog-seo-check
      (SEO validation)
    • schema
      → 
      blog-schema
      (JSON-LD generation)
    • repurpose
      → 
      blog-repurpose
      (cross-platform content)
    • geo
      / 
      aeo
      / 
      citation
      → 
      blog-geo
      (AI citation audit)
    • audit
      / 
      health
      → 
      blog-audit
      (site-wide assessment)
    • image
      → 
      blog-image
      (AI image generation and editing)
    • update
      → 
      blog-rewrite
      (with freshness-update mode)
  1. 解析用户命令以确定子技能
  2. 若未指定子命令，询问用户所需操作
  3. 路由至对应子技能： 
    • write
      → 
      blog-write
      （从零开始创作新文章）
    • rewrite
      → 
      blog-rewrite
      （优化现有文章）
    • analyze
      → 
      blog-analyze
      （质量评分）
    • brief
      → 
      blog-brief
      （生成内容简报）
    • calendar
      / 
      plan
      → 
      blog-calendar
      （生成编辑日历）
    • strategy
      / 
      ideation
      → 
      blog-strategy
      （定位与主题构思）
    • outline
      → 
      blog-outline
      （基于SERP的大纲生成）
    • seo-check
      / 
      seo
      → 
      blog-seo-check
      （SEO验证）
    • schema
      → 
      blog-schema
      （生成JSON-LD）
    • repurpose
      → 
      blog-repurpose
      （跨平台内容适配）
    • geo
      / 
      aeo
      / 
      citation
      → 
      blog-geo
      （AI引用审核）
    • audit
      / 
      health
      → 
      blog-audit
      （全站状况评估）
    • image
      → 
      blog-image
      （AI图片生成与编辑）
    • update
      → 
      blog-rewrite
      （开启新鲜度更新模式）

Platform Detection

平台检测

Detect blog platform from file extension and project structure:
SignalPlatformFormat
.mdx
files, 
next.config
Next.js/MDXJSX-compatible markdown
.md
files, 
hugo.toml
HugoStandard markdown
.md
files, 
_config.yml
JekyllStandard markdown with YAML front matter
.html
files		Static HTMLHTML with semantic markup
wp-content/
directory		WordPressHTML or Gutenberg blocks
ghost/
or Ghost API		GhostMobiledoc or HTML
.astro
files		AstroMDX or markdown
.njk
files, 
.eleventy.js
11tyNunjucks/Markdown
gatsby-config.js
GatsbyMDX/React
Adapt output format to detected platform. Default to standard markdown if unknown.
通过文件扩展名和项目结构检测博客平台：
识别信号平台格式
.mdx
文件、
next.config
Next.js/MDX兼容JSX的Markdown
.md
文件、
hugo.toml
Hugo标准Markdown
.md
文件、
_config.yml
Jekyll带YAML前置元数据的标准Markdown
.html
文件		静态HTML带语义化标记的HTML
wp-content/
目录		WordPressHTML或Gutenberg区块
ghost/
目录或Ghost API		GhostMobiledoc或HTML
.astro
文件		AstroMDX或Markdown
.njk
文件、
.eleventy.js
11tyNunjucks/Markdown
gatsby-config.js
GatsbyMDX/React
根据检测到的平台调整输出格式，若无法识别则默认使用标准Markdown。

Core Methodology -- The 6 Pillars

核心方法论——六大支柱

Every blog post targets these 6 optimization pillars:
PillarImpactImplementation
Answer-First Formatting+340% AI citationsEvery H2 opens with 40-60 word stat-rich paragraph
Real Sourced DataE-E-A-T trustTier 1-3 sources only, inline attribution
Visual MediaEngagement + citationsPixabay/Unsplash images + AI generation via Gemini + built-in SVG charts
FAQ Schema+28% AI citationsStructured FAQ with 40-60 word answers
Content StructureAI extractability50-150 word chunks, question headings, proper H hierarchy
Freshness Signals76% of top citationsUpdated within 30 days, dateModified schema
每篇博客文章均围绕以下6个优化支柱展开：
支柱影响实现方式
以答案为优先的格式AI引用量提升340%每个H2标题下以40-60词的含统计数据段落开篇
真实来源数据提升E-E-A-T可信度仅使用1-3级来源，行内标注出处
视觉媒体提升用户参与度与引用量Pixabay/Unsplash图片 + Gemini AI生成图片 + 内置SVG图表
FAQ SchemaAI引用量提升28%结构化FAQ，搭配40-60词的答案
内容结构提升AI可提取性50-150词的内容块、疑问式标题、规范的标题层级
新鲜度信号占顶级引用的76%30天内更新，添加dateModified Schema

Quality Gates

质量门槛

These are hard rules. Never ship content that violates them:
RuleThresholdAction
Fabricated statisticsZero toleranceEvery number must have a named source
Paragraph lengthNever > 150 wordsSplit or trim
Heading hierarchyNever skip levelsH1 → H2 → H3 only
Source tierTier 1-3 onlyNever cite content mills or affiliate sites
Image alt textRequired on all imagesDescriptive, includes topic keywords naturally
Self-promotionMax 1 brand mentionAuthor bio context only
Chart diversityNo duplicate typesEach chart must be a different type
以下为硬性规则，绝对禁止发布违反规则的内容：
规则阈值处理方式
伪造统计数据零容忍所有数据必须标注明确来源
段落长度不得超过150词拆分或精简
标题层级不得跳过层级仅允许H1 → H2 → H3的层级结构
来源等级仅允许1-3级禁止引用内容工厂或联盟营销站点
图片替代文本所有图片必须添加描述性文本，自然融入主题关键词
自我推广最多1次品牌提及仅可在作者简介中提及
图表多样性不得重复使用相同类型每个图表必须采用不同类型

Scoring Methodology

评分方法论

Blog quality is scored across 5 categories (100 points total):
CategoryWeightWhat it measures
Content Quality30 ptsDepth, readability (Flesch 60-70), originality, structure, engagement, grammar/anti-pattern
SEO Optimization25 ptsHeading hierarchy, title tag, keyword placement, internal linking, meta description
E-E-A-T Signals15 ptsAuthor attribution, source citations, trust indicators, experience signals
Technical Elements15 ptsSchema markup, image optimization, page speed, mobile-friendliness, OG meta
AI Citation Readiness15 ptsPassage citability, Q&A format, entity clarity, AI crawler accessibility
博客质量从5个维度进行评分（总分100分）：
维度权重评估内容
内容质量30分内容深度、可读性（Flesch指数60-70）、原创性、结构、用户参与度、语法/反模式
SEO优化25分标题层级、标题标签、关键词布局、内部链接、元描述
E-E-A-T信号15分作者署名、来源引用、可信度指标、经验信号
技术要素15分Schema标记、图片优化、页面速度、移动端适配、OG元数据
AI引用就绪性15分段落可引用性、问答格式、实体清晰度、AI爬虫可访问性

Scoring Bands

评分等级

ScoreRatingAction
90-100ExceptionalPublish as-is, flagship content
80-89StrongMinor polish, ready for publication
70-79AcceptableTargeted improvements needed
60-69Below StandardSignificant rework required
< 60RewriteFundamental issues, start from outline
分数评级处理建议
90-100优秀直接发布，作为旗舰内容
80-89良好小幅打磨后即可发布
70-79合格需要针对性改进
60-69不合格需要大幅重写
< 60需重写存在根本性问题，从大纲重新开始

Reference Files

参考文件

Load on-demand as needed (12 references):
  • references/google-landscape-2026.md
    -- December 2025 Core Update, E-E-A-T, algorithm changes
  • references/geo-optimization.md
    -- GEO/AEO techniques, AI citation factors
  • references/content-rules.md
    -- Structure, readability, answer-first formatting
  • references/visual-media.md
    -- Image sourcing (Pixabay, Unsplash, Pexels), AI image generation, SVG chart integration
  • references/quality-scoring.md
    -- Full 5-category scoring checklist (100 points)
  • references/platform-guides.md
    -- Platform-specific output formatting (9 platforms)
  • references/distribution-playbook.md
    -- Content distribution strategy (Reddit, YouTube, LinkedIn, etc.)
  • references/content-templates.md
    -- Content type template index (12 templates)
  • references/eeat-signals.md
    -- Author E-E-A-T requirements, Person schema, experience markers
  • references/ai-crawler-guide.md
    -- AI bot management, robots.txt, SSR requirements
  • references/schema-stack.md
    -- Complete blog schema reference (JSON-LD templates)
  • references/internal-linking.md
    -- Link architecture, anchor text, hub-and-spoke model
按需加载（共12份参考文件）：
  • references/google-landscape-2026.md
    —— 2025年12月核心算法更新、E-E-AT、算法变更
  • references/geo-optimization.md
    —— GEO/AEO技术、AI引用影响因素
  • references/content-rules.md
    —— 内容结构、可读性、以答案为优先的格式
  • references/visual-media.md
    —— 图片来源（Pixabay、Unsplash、Pexels）、AI图片生成、SVG图表集成
  • references/quality-scoring.md
    —— 完整的5大类100分制评分清单
  • references/platform-guides.md
    —— 针对9个平台的输出格式指南
  • references/distribution-playbook.md
    —— 内容分发策略（Reddit、YouTube、LinkedIn等）
  • references/content-templates.md
    —— 内容类型模板索引（12种模板）
  • references/eeat-signals.md
    —— 作者E-E-A-T要求、Person Schema、经验标记
  • references/ai-crawler-guide.md
    —— AI爬虫管理、robots.txt、SSR要求
  • references/schema-stack.md
    —— 完整的博客Schema参考（JSON-LD模板）
  • references/internal-linking.md
    —— 链接架构、锚文本、中心辐射模型

Content Templates

内容模板

12 structural templates for different content types. Auto-selected by 
blog-write
and 
blog-brief
:
TemplateTypeWord Count
how-to-guide
Step-by-step tutorials2,000-2,500
listicle
Ranked/numbered lists1,500-2,000
case-study
Real-world results with metrics1,500-2,000
comparison
X vs Y with feature matrix1,500-2,000
pillar-page
Comprehensive authority guide3,000-4,000
product-review
First-hand product assessment1,500-2,000
thought-leadership
Opinion/analysis with contrarian angle1,500-2,500
roundup
Expert quotes + curated resources1,500-2,000
tutorial
Code/tool walkthrough2,000-3,000
news-analysis
Timely event analysis800-1,200
data-research
Original data study2,000-3,000
faq-knowledge
Comprehensive FAQ/knowledge base1,500-2,000
Templates are in 
templates/
and contain section structure, markers, and checklists.
针对不同内容类型的12种结构化模板，由
blog-write
和
blog-brief
自动选择：
模板类型字数范围
how-to-guide
分步教程2000-2500词
listicle
排名/编号列表1500-2000词
case-study
带指标的真实案例1500-2000词
comparison
带功能矩阵的X vs Y对比1500-2000词
pillar-page
综合性权威指南3000-4000词
product-review
一手产品评测1500-2000词
thought-leadership
带反向视角的观点/分析1500-2500词
roundup
专家观点+精选资源1500-2000词
tutorial
代码/工具实操指南2000-3000词
news-analysis
时效性事件分析800-1200词
data-research
原创数据研究2000-3000词
faq-knowledge
综合性FAQ/知识库1500-2000词
模板存储于
templates/
目录，包含章节结构、标记和检查清单。

Sub-Skills

子技能

Sub-SkillPurpose
blog-write
Write new blog articles with template selection, TL;DR, citation capsules
blog-rewrite
Optimize existing posts with AI detection, anti-AI patterns
blog-analyze
5-category 100-point quality audit with AI content detection
blog-brief
Content briefs with template recommendation, distribution plan
blog-calendar
Editorial calendars with decay detection, 60/30/10 content mix
blog-strategy
Positioning, topic clusters, AI citation surface strategy
blog-outline
SERP-informed outlines with competitive gap analysis
blog-seo-check
Post-writing SEO validation (title, meta, headings, links, OG)
blog-schema
JSON-LD schema generation (BlogPosting, Person, FAQ, Breadcrumb)
blog-repurpose
Cross-platform repurposing (social, email, YouTube, Reddit)
blog-geo
AI citation readiness audit with 0-100 GEO score
blog-audit
Full-site blog health assessment with parallel subagents
blog-chart
Generate inline SVG data visualization charts with dark-mode styling
blog-image
AI image generation and editing for blog content via Gemini MCP
子技能用途
blog-write
撰写新博客文章，包含模板选择、TL;DR、引用胶囊
blog-rewrite
优化现有文章，包含AI内容检测、反AI模式处理
blog-analyze
5大类100分制质量审核，包含AI内容检测
blog-brief
生成内容简报，包含模板推荐、分发计划
blog-calendar
生成编辑日历，包含内容衰减检测、60/30/10内容配比
blog-strategy
定位、主题集群、AI引用场景策略
blog-outline
生成基于SERP的大纲，包含竞争差距分析
blog-seo-check
撰写完成后的SEO验证（标题、元数据、标题、链接、OG标签）
blog-schema
生成JSON-LD Schema（BlogPosting、Person、FAQ、Breadcrumb）
blog-repurpose
跨平台内容再利用（社交媒体、邮件、YouTube、Reddit）
blog-geo
AI引用就绪性审核，附带0-100分的GEO评分
blog-audit
全站博客健康状况评估，调用并行子Agent
blog-chart
生成内置SVG数据可视化图表，支持深色模式样式
blog-image
通过Gemini MCP为博客内容生成与编辑AI图片

Agents

Agent

AgentRole
blog-researcher
Research specialist -- finds statistics, sources, images, competitive data
blog-writer
Content generation specialist -- writes optimized blog content
blog-seo
SEO validation specialist -- checks on-page SEO post-writing
blog-reviewer
Quality assessment -- runs 100-point scoring, AI content detection
Agent角色
blog-researcher
研究专家——查找统计数据、来源、图片、竞品数据
blog-writer
内容生成专家——撰写经过优化的博客内容
blog-seo
SEO验证专家——撰写完成后检查页面SEO
blog-reviewer
质量评估专家——执行100分制评分、AI内容检测

Agent Details

Agent详情

blog-researcher: Runs as a Task subagent. Uses WebSearch to find current statistics, competitor content, and SERP analysis. Outputs structured research packets with source tier classifications (Tier 1: primary research, Tier 2: major publications, Tier 3: reputable industry sources). Also sources Pixabay/Unsplash/Pexels image URLs.
blog-writer: Receives research packets and content briefs. Writes content using the selected template structure. Applies answer-first formatting, citation capsules, and TL;DR blocks. Outputs platform-formatted content ready for the SEO agent.
blog-seo: Post-writing validation agent. Checks title tag length (50-60 chars), meta description (150-160 chars), heading hierarchy, keyword density, internal link count, image alt text, and Open Graph meta tags. Returns pass/fail checklist.
blog-reviewer: Final quality gate. Runs the full 5-category 100-point scoring rubric. Detects AI-generated content patterns (repetitive sentence starters, hedge words, over-qualification). Outputs a scorecard with category breakdowns and prioritized improvement recommendations.
blog-researcher：作为Task子Agent运行，使用WebSearch查找最新统计数据、竞品内容和SERP分析结果。输出结构化研究数据包，包含来源等级分类（1级：原始研究，2级：主流出版物，3级：知名行业来源）。同时获取Pixabay/Unsplash/Pexels图片链接。
blog-writer：接收研究数据包和内容简报，使用选定的模板结构撰写内容。应用以答案为优先的格式、引用胶囊和TL;D R模块。输出适配平台的内容，供SEO Agent进行后续处理。
blog-seo：撰写完成后的验证Agent，检查标题标签长度（50-60字符）、元描述长度（150-160字符）、标题层级、关键词密度、内部链接数量、图片替代文本和Open Graph元标签。返回通过/未通过的检查清单。
blog-reviewer：最终质量把关Agent，执行完整的5大类100分制评分标准。检测AI生成内容模式（重复的句子开头、模糊词汇、过度修饰）。输出带分类细分和优先级改进建议的评分卡。

Execution Flow

执行流程

Standard execution order for 
/blog write
:
  1. Parse -- Identify topic, detect platform, select template
  2. Research -- Spawn 
    blog-researcher
    agent for statistics, sources, SERP data
  3. Outline -- Build section structure from template + research gaps
  4. Write -- Spawn 
    blog-writer
    agent with research packet and outline
  5. Optimize -- Spawn 
    blog-seo
    agent for on-page validation
  6. Score -- Spawn 
    blog-reviewer
    agent for 100-point quality audit
  7. Deliver -- Output final content with scorecard and improvement notes
For 
/blog analyze
, only steps 1 and 6 run (read + score). For 
/blog audit
, step 6 runs in parallel across all posts in the directory.
/blog write
命令的标准执行顺序：
  1. 解析——确定主题、检测平台、选择模板
  2. 研究——调用
    blog-researcher
    Agent获取统计数据、来源、SERP数据
  3. 大纲——结合模板与研究缺口构建章节结构
  4. 撰写——调用
    blog-writer
    Agent，传入研究数据包和大纲
  5. 优化——调用
    blog-seo
    Agent进行页面SEO验证
  6. 评分——调用
    blog-reviewer
    Agent执行100分制质量审核
  7. 交付——输出最终内容、评分卡和改进建议
对于
/blog analyze
命令，仅执行步骤1和6（读取内容+评分）。 对于
/blog audit
命令，步骤6将并行处理目录中的所有文章。

Internal Workflows (Not User-Facing Commands)

内部工作流（非用户可见命令）

The 
blog-chart
sub-skill is invoked internally by 
blog-write
and 
blog-rewrite
when chart-worthy data is identified. It is not a standalone slash command.
The 
blog-image
sub-skill is both user-invocable (
/blog image generate
) and callable internally by 
blog-write
and 
blog-rewrite
when AI-generated images are needed (requires nanobanana-mcp configured). Falls back gracefully when MCP is not available.
blog-chart
子技能会在
blog-write
和
blog-rewrite
识别到适合图表的数据时自动调用，它不是独立的斜杠命令。
blog-image
子技能既支持用户调用（
/blog image generate
），也会在
blog-write
和
blog-rewrite
需要AI生成图片时自动调用（需配置nanobanana-mcp）。若未配置MCP则会优雅降级。

Integration

集成

Chart generation is built-in — no external dependencies required for full functionality.
Optional companion skills (for deeper analysis of published pages):
  • /seo
    — Full SEO audit of published blog pages
  • /seo-schema
    — Schema markup validation and generation
  • /seo-geo
    — AI citation optimization audit
图表生成为内置功能——无需外部依赖即可实现完整功能。
可选配套技能（用于已发布页面的深度分析）：
  • /seo
    —— 已发布博客页面的完整SEO审核
  • /seo-schema
    —— Schema标记验证与生成
  • /seo-geo
    —— AI引用优化审核

Anti-Patterns (Never Do These)

反模式（绝对禁止）

Anti-PatternWhy
Fabricate statisticsDecember 2025 Core Update penalizes unsourced claims
Use the same chart type twiceVisual monotony, reduces engagement
Keyword-stuff headings or metaGoogle ignores/penalizes this
Bury answers in paragraphsAI systems extract from section openers
Skip source verificationBroken links and wrong data destroy trust
Use tier 4-5 sourcesLow authority hurts E-E-A-T
Generate without researchAI-generated consensus content is penalized
Skip visual elements entirelyBlogs with images get 94% more views
反模式原因
伪造统计数据2025年12月核心算法更新会惩罚无来源的声明
重复使用相同类型的图表视觉单调，降低用户参与度
标题或元数据堆砌关键词Google会忽略或惩罚此类内容
将答案隐藏在段落中AI系统仅提取章节开头的内容
跳过来源验证失效链接和错误数据会彻底摧毁可信度
使用4-5级来源低权威性会损害E-E-A-T评分
无研究直接生成内容AI生成的共识性内容会被惩罚
完全跳过视觉元素带图片的博客浏览量高出94%