EEAT Content Quality Audit
This skill is developed based on the CORE-EEAT Content Benchmark, providing 80 standardized content quality audit criteria.
Skill Overview
This skill evaluates content quality through 80 standardized criteria across 8 core dimensions. It generates comprehensive audit reports including item-level scores, dimension scores, system scores (GEO/SEO), content-type weighted total scores, veto item detection, and priority action plans.
Applicable Scenarios
Use this skill when users request the following:
- - Content quality check or audit
- EEAT scoring or E-E-A-T audit
- Content quality assessment
- CORE-EEAT audit
- GEO quality scoring
- Content improvement recommendations
- AI citation potential assessment
- Content optimization plan
- "How good is my content"
- "Can my content be cited by AI"
Core Capabilities
This skill can:
- 1. Complete 80-Item Audit: Score each CORE-EEAT item as Pass/Partial/Fail
- Dimension Scoring: Calculate scores for all 8 dimensions (0-100 points each)
- System Scoring: Calculate GEO score (CORE) and SEO score (EEAT)
- Weighted Total Score: Calculate final score based on content-type specific weights
- Veto Item Detection: Flag critical credibility violations (T04, C01, R10)
- Priority Ranking: Identify top 5 improvement recommendations by impact
- Action Plan: Generate specific, actionable improvement steps
Content Types
This skill supports the following content types, each with different dimension weights:
- - Product Review
- How-To Guide
- Comparison Review
- Landing Page
- Blog Post
- FAQ
- Alternative Recommendation
- Best Recommendation
- User Review
Usage
Basic Audit
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Specify Content Type
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Comparison Audit
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Data Input Requirements
Manual Data Input (Currently recommended):
Request users to provide:
- 1. Content text, URL, or file path
- Content type (if cannot auto-detect): Product Review, How-To Guide, Comparison Review, Landing Page, Blog Post, FAQ, Alternative Recommendation, Best Recommendation, User Review
- Optional: Competitor content for comparative assessment
Note: Explicitly mark in the output which items cannot be fully evaluated due to lack of access (e.g., backlink data, Schema markup, site-level signals).
Execution Steps
When users request content quality audit, follow these steps:
Step 1: Audit Preparation
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If any veto item is triggered, prominently mark it at the top of the report and recommend immediate action before continuing with the full audit.
Step 2: CORE Audit (40 Items)
Evaluate each item according to standards in references/core-eeat-benchmark.md.
Score each item:
- - Pass = 10 points (Fully meets standard)
- Partial = 5 points (Partially meets standard)
- Fail = 0 points (Does not meet standard)
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Evaluate O (Organization), R (Referenceability), and E (Exclusivity) in the same table format, 10 items per dimension.
Step 3: EEAT Audit (40 Items)
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Evaluate Ept (Expertise), A (Authority), and T (Trust) in the same table format, 10 items per dimension.
For detailed 80-item ID lookup table and site-level item handling instructions, see references/item-reference.md.
Step 4: Scoring and Reporting
Calculate scores and generate final report:
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Validation Checkpoints
Input Validation
- - [ ] Content source identified (text, URL, or file path)
- [ ] Content type confirmed (auto-detected or user-specified)
- [ ] Content sufficient for meaningful audit (≥300 words)
- [ ] If comparative audit, competitor content also provided
Output Validation
- - [ ] All 80 items scored (or marked N/A with reason)
- [ ] All 8 dimension scores calculated correctly
- [ ] Weighted total score matches content type weight configuration
- [ ] Veto items checked and marked if triggered
- [ ] Top 5 improvements sorted by weighted impact, not arbitrary order
- [ ] Each recommendation specific and actionable (not generic)
- [ ] Action plan includes specific steps and investment estimates
Success Points
- 1. Start with Veto Items — T04, C01, R10 are one-vote veto items; they affect overall evaluation regardless of total score
- 2. Focus on High-Weight Dimensions — Different content types prioritize different dimensions
- 3. GEO-First Items are Critical for AI Visibility — If goal is AI citation, prioritize items marked with GEO 🎯
- 4. Some EEAT Items Require Site-Level Data — Don't penalize content for things only observable at site level (backlinks, brand recognition)
- 5. Use Weighted Scores, Not Just Raw Averages — Product reviews with strong exclusivity are more important than strong authority
- 6. Re-Audit After Improvements — Run again to verify score improvements and catch regressions
Terminology
CORE (Content Quality)
- - C (Contextual Clarity): Contextual Clarity — Whether content is clear, accurate, and directly answers user questions
- O (Organization): Organization — Whether content has good structure, hierarchy, and navigation
- R (Referenceability): Referenceability — Whether content has sufficient data, evidence, and citations
- E (Exclusivity): Exclusivity — Whether content offers unique insights, data, and perspectives
EEAT (Source Credibility)
- - Exp (Experience): Experience — Whether author demonstrates actual usage experience
- Ept (Expertise): Expertise — Whether author demonstrates professional knowledge and skills
- A (Authority): Authority — Whether content source possesses authority and industry status
- T (Trust): Trust — Whether content is trustworthy
GEO (Generative Engine Optimization)
- - Content optimization for AI search engines (e.g., Google SGE, Bing Chat)
- Emphasizes direct answer capability, referenceability, and exclusivity
Reference Documents
- - references/core-eeat-benchmark.md — Complete 80-item benchmark with dimension definitions, scoring standards, and GEO-First item markers
- references/item-reference.md — Compact lookup table for all 80 item IDs + site-level item handling instructions + sample scored report
Notes
- - Read reference documents only when needed to maintain context conciseness
- When operations are fragile or require strong consistency, prioritize script execution with result validation
- Fully leverage the agent's language understanding and generation capabilities; avoid writing scripts for simple tasks
- This skill primarily serves Chinese users but retains industry terminology (CORE, EEAT, GEO) for alignment with international standards
EEAT 内容质量审核
本技能基于 CORE-EEAT 内容基准开发,提供 80 项标准化内容质量审核标准。
技能概述
本技能通过 8 个核心维度的 80 项标准化标准评估内容质量。生成全面的审核报告,包括单项得分、维度得分、系统得分(GEO/SEO)、按内容类型加权的总分、一票否决项检测以及优先级行动方案。
适用场景
当用户提出以下请求时使用本技能:
- - 内容质量检查或审核
- EEAT 评分或 E-E-A-T 审核
- 内容质量评估
- CORE-EEAT 审核
- GEO 质量评分
- 内容改进建议
- AI 引用潜力评估
- 内容优化方案
- 我的内容质量如何
- 我的内容能否被 AI 引用
核心能力
本技能可以:
- 1. 完成 80 项审核:对每项 CORE-EEAT 标准评定为通过/部分通过/不通过
- 维度评分:计算全部 8 个维度的得分(每项 0-100 分)
- 系统评分:计算 GEO 得分(CORE)和 SEO 得分(EEAT)
- 加权总分:根据内容类型特定权重计算最终得分
- 一票否决项检测:标记关键可信度违规项(T04、C01、R10)
- 优先级排序:按影响程度确定前 5 项改进建议
- 行动方案:生成具体、可操作的改进步骤
内容类型
本技能支持以下内容类型,每种类型具有不同的维度权重:
- - 产品评测
- 操作指南
- 对比评测
- 落地页
- 博客文章
- 常见问题
- 替代推荐
- 最佳推荐
- 用户评价
使用方法
基础审核
请审核以下内容的质量:[内容文本或URL]
对 [URL] 执行内容质量审核
指定内容类型
以产品评测类型审核此内容:[内容]
基于 80 项标准对此教程进行评分:[内容]
对比审核
审核我的内容与竞争对手内容的差异:[我的内容] vs [竞争对手内容]
数据输入要求
手动数据输入(当前推荐):
请用户提供:
- 1. 内容文本、URL 或文件路径
- 内容类型(如无法自动检测):产品评测、操作指南、对比评测、落地页、博客文章、常见问题、替代推荐、最佳推荐、用户评价
- 可选:用于对比评估的竞争对手内容
注意:在输出中明确标记因无法访问而无法完全评估的项目(例如,外链数据、Schema 标记、站点级信号)。
执行步骤
当用户请求内容质量审核时,请按以下步骤操作:
步骤 1:审核准备
markdown
审核准备
内容:[标题或URL]
内容类型:[自动检测或用户指定]
维度权重:[从内容类型权重表加载]
一票否决项检查(紧急制动)
| 否决项 | 状态 | 操作 |
|---|
| T04:披露声明 | ✅ 通过 / ⚠️ 触发 | [如触发:立即在页面顶部添加披露横幅] |
| C01:意图对齐 |
✅ 通过 / ⚠️ 触发 | [如触发:重写标题和第一段] |
| R10:内容一致性 | ✅ 通过 / ⚠️ 触发 | [如触发:发布前验证所有数据] |
如果任何一票否决项被触发,在报告顶部突出标记,并在继续完整审核前建议立即采取行动。
步骤 2:CORE 审核(40 项)
根据 references/core-eeat-benchmark.md 中的标准评估每项。
对每项评分:
- - 通过 = 10 分(完全符合标准)
- 部分通过 = 5 分(部分符合标准)
- 不通过 = 0 分(不符合标准)
markdown
C — 上下文清晰度
| ID | 检查项 | 得分 | 备注 |
|---|
| C01 | 意图对齐 | 通过/部分通过/不通过 | [具体观察] |
| C02 |
直接回答 | 通过/部分通过/不通过 | [具体观察] |
| ... | ... | ... | ... |
| C10 | 语义完整性 | 通过/部分通过/不通过 | [具体观察] |
C 维度得分:[X]/100
以相同表格格式评估 O(组织性)、R(可引用性)和 E(独特性),每个维度 10 项。
步骤 3:EEAT 审核(40 项)
markdown
Exp — 经验
| ID | 检查项 | 得分 | 备注 |
|---|
| Exp01 | 第一人称叙述 | 通过/部分通过/不通过 | [具体观察] |
| ... |
... | ... | ... |
Exp 维度得分:[X]/100
以相同表格格式评估 Ept(专业性)、A(权威性)和 T(可信度),每个维度 10 项。
关于详细的 80 项 ID 查找表和站点级项目处理说明,请参见 references/item-reference.md。
步骤 4:评分与报告
计算得分并生成最终报告:
markdown
CORE-EEAT 审核报告
概览
- - 内容:[标题]
- 内容类型:[类型]
- 审核日期:[日期]
- 总分:[得分]/100([评级])
- GEO 得分:[得分]/100 | SEO 得分:[得分]/100
- 一票否决项状态:✅ 无触发 / ⚠️ [项目] 已触发
维度得分
| 维度 | 得分 | 评级 | 权重 | 加权得分 |
|---|
| C — 上下文清晰度 | [X]/100 | [评级] | [X]% | [X] |
| O — 组织性 |
[X]/100 | [评级] | [X]% | [X] |
| R — 可引用性 | [X]/100 | [评级] | [X]% | [X] |
| E — 独特性 | [X]/100 | [评级] | [X]% | [X] |
| Exp — 经验 | [X]/100 | [评级] | [X]% | [X] |
| Ept — 专业性 | [X]/100 | [评级] | [X]% | [X] |
| A — 权威性 | [X]/100 | [评级] | [X]% | [X] |
| T — 可信度 | [X]/100 | [评级] | [X]% | [X] |
|
加权总分 | | | |
[X]/100 |
得分计算公式:
- - GEO 得分 = (C + O + R + E) / 4
- SEO 得分 = (Exp + Ept + A + T) / 4
- 加权得分 = Σ(维度得分 × 内容类型权重)
评级标准:90-100 优秀 | 75-89 良好 | 60-74 一般 | 40-59 较差 | 0-39 很差
不可用项目处理
当项目无法评估时(例如,A01 外链概况需要站点级数据,无法访问):
- 1. 将项目标记为N/A并注明原因
- 从维度得分计算中排除 N/A 项目
- 维度得分 = (已评分项目总分)/(已评分项目数 × 10)× 100
- 如果某个维度 >50% 的项目为 N/A,将该维度标记为数据不足并从加权总分中排除
- 仅使用数据充足的维度重新计算加权总分,重新归一化权重至 100%
示例:权威性维度有 8 个 N/A 项目和 2 个已评分项目(A05=8,A07=5):
- - 维度得分 = (8+5) / (2 × 10) × 100 = 65
- 但 8/10 个项目为 N/A(>50%),因此标记为数据不足 — 权威性
- 从加权总分中排除 A 维度;将其权重按比例重新分配到其余维度
单项得分
CORE — 内容主体(40 项)
| ID | 检查项 | 得分 | 备注 |
|---|
| C01 | 意图对齐 | [通过/部分通过/不通过] | [观察] |
| C02 |
直接回答 | [通过/部分通过/不通过] | [