GEO SKILL · geo-content-production

yao-geo-article-friendly

把已有文章改造成 GEO/AI 搜索友好的发布草稿，保留原文核心观点，按加权 GEO 维度评分，并区分原文支持、外部已核验和建议补充，避免编造引用、数据、来源和案例。

---
name: yao-geo-article-friendly
description: Optimize an existing article or local article file into a GEO and AI-search-friendly rewrite with source-bound evidence, structure, semantic density, scoring, and change notes. Use for article rewriting and citation-readiness improvement; do not use for new articles, invented citations/data, compliance audits, ranking guarantees, or generic GEO strategy.
metadata:
  author: Yao Team
  maturity: scaffold
---

# Yao GEO Article Friendly

## Use

Use when the user provides pasted article text or a local path and wants a GEO/AI 搜索友好化改造 with evidence, structure, readability, and before/after scoring.

Accepted inputs: pasted text, `.md`, `.txt`, `.html`, `.htm`, `.docx`, and `.pdf` when local extraction is available. If the article cannot be read, return a blocker and ask for pasted text.

Do not use for topic-only drafting, legal/compliance judgments, ranking promises, competitor attacks, takedown work, or unsupported statistics, sources, quotes, cases, or claims.

## Required Reading

- `references/geo-article-transformation-method.md`: weighted method, evidence rules, and validation.
- `references/geo-output-contract.md`: final Markdown structure, scoring, and change-note templates.

## Workflow

1. Resolve input and preserve the original title, claims, facts, examples, and tone. Default to `standard` depth.
2. Inventory core claims, evidence, data, quotes, cases, structure, entities, terms, and reusable passages.
3. Score the original against the weighted GEO dimensions plus risk control; be conservative when sources, data口径, or quotes are missing.
4. Rewrite by priority: evidence, structure, fluency, semantic density, authority signals, terminology, robustness, cross-domain links, and readability.
5. Mark unsupported enhancements as `[建议补充...]`; state facts only when original-supported or verified.
6. Return the optimized article, score report, change notes, supplement list, and risk notes.
7. Verify original meaning, no fabrication, high-weight improvements, and natural readability.

## Evidence Discipline

Use `原文支持`, `外部已核验`, and `建议补充` labels when provenance matters.

If current laws, platform rules, market data, rankings, product facts, or recent research are needed, verify them with current primary or authoritative sources before insertion. When verification is not possible, keep the claim as `建议补充`.

## Output Contract

Default artifact: one structured Markdown response containing:

1. `改造后的完整文章`
2. `GEO优化度评分`
3. `改造执行说明`
4. `需要用户补充或确认的内容`
5. `改造风险提示`

If the user asks for a file, save the Markdown artifact and return the absolute path.

## Reference Map

- `references/geo-article-transformation-method.md`: method and scoring basis.
- `references/geo-output-contract.md`: output templates.
- `reports/`: prompt-quality, output-risk, artifact-design, and reference scan.

# yao-geo-article-friendly

`yao-geo-article-friendly` 用于把已有文章改造成 GEO/AI 搜索友好的发布草稿，同时保留原文核心观点，并输出评分、改造说明、待补充内容和风险提示。

## 核心能力

- 盘点原文核心观点、证据、数据、引用、案例、结构、实体和术语。
- 按 GEO 加权维度诊断原文差距，重点检查证据、可引用性、结构、表达和语义密度。
- 重构标题层级、核心摘要、正文结构、结论和 FAQ。
- 区分 `原文支持`、`外部已核验` 和 `建议补充`，避免把待补充数据或引用写成事实。
- 输出改造后的完整文章、GEO 优化度评分、改造执行说明、补充清单和风险提示。

## 适合场景

- 已有 SEO 文章、公众号文章、官网文章、白皮书片段或产品页文案需要轻量 GEO 改造。
- 需要把松散文章整理成更利于 AI 搜索理解、引用和摘要的结构化 Markdown。
- 需要在不编造引用和数据的前提下，标记应该补充哪些来源、数据口径或专家原话。

## 不适合场景

- 从零写一篇新文章。
- 法律、广告合规或医疗金融等高风险专业审查。
- 承诺 AI 搜索排名、引用率或收录结果。
- 自动生成未经核验的统计数据、报告名、专家引用或案例。

## 默认输出

1. `改造后的完整文章`
2. `GEO优化度评分`
3. `改造执行说明`
4. `需要用户补充或确认的内容`
5. `改造风险提示`

## 相关入口

- [Skill 包](../../skills/yao-geo-article-friendly)
- [执行方法](../../skills/yao-geo-article-friendly/references/geo-article-transformation-method.md)
- [输出契约](../../skills/yao-geo-article-friendly/references/geo-output-contract.md)
- [输出风险说明](../../skills/yao-geo-article-friendly/reports/output-risk-profile.md)

来源：yaojingang/yao-geo-skills，MIT License。工作流输出仍需人工核验，不应把未证实的品牌主张直接发布。