Agent skill

Yao Geo Content Refiner

by yaojingang in yaojingang/yao-geo-skills

当用户需要把已有 SEO 文章、公众号文章、官网文章、白皮书或产品页文案改造成 GEO 友好、AI 可引用、可核验、可扫描的内容时使用;输出原文 GEO 评分、改造版文章、改造前后差异、原子事实卡、FAQ、语义补强、真实数据获取与核验计划、证据缺口和 CMS 发布版 HTML 建议,并交付 Word、PDF、HTML、Markdown 四格式报告。

MITAuto-check passedDocuments & Office

Install Yao Geo Content Refiner

skills CLI
$ npx skills add yaojingang/yao-geo-skills --skill yao-geo-content-refiner -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install yaojingang/yao-geo-skills yao-geo-content-refiner --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/yaojingang/yao-geo-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/yao-geo-content-refiner .claude/skills/yao-geo-content-refiner && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
yao-geo-content-refiner
GitHub stars
871
Token cost
~512 tokens
SKILL.md length
107 words
Files
31 (incl. scripts, references)
Skills in repo
24
Repo updated
First seen
Licence
MIT

At a glance

当用户需要把已有 SEO 文章、公众号文章、官网文章、白皮书或产品页文案改造成 GEO 友好、AI 可引用、可核验、可扫描的内容时使用;输出原文 GEO 评分、改造版文章、改造前后差异、原子事实卡、FAQ、语义补强、真实数据获取与核验计划、证据缺口和 CMS 发布版 HTML 建议,并交付 Word、PDF、HTML、Markdown 四格式报告。

  • Works in 8 steps: 界定改造边界,确认可用来源和禁止扩写事实。 → 先做分析完整性检查:输入边界、来源分层、主问题、追问、评分、事实、证据、结构、语义… → 做真实数据获取与核验计划:区分公开网页、用户提供资料、授权连接器/API、内部系统… → …
  • Tasks that involve Help center and FAQ content
  • SKILL.md covers 使用场景, 必要输入, 不适用场景 and 必读资料, plus 3 more sections
  • Tasks that involve PDF

What it does

Yao Geo Content Refiner is an agent skill from yaojingang/yao-geo-skills. 当用户需要把已有 SEO 文章、公众号文章、官网文章、白皮书或产品页文案改造成 GEO 友好、AI 可引用、可核验、可扫描的内容时使用;输出原文 GEO 评分、改造版文章、改造前后差异、原子事实卡、FAQ、语义补强、真实数据获取与核验计划、证据缺口和 CMS 发布版 HTML 建议,并交付 Word、PDF、HTML、Markdown 四格式报告。

Its SKILL.md is about 510 tokens, which your agent loads only when the skill is triggered. The skill folder holds 35 other files, including scripts and reference files (for example `agents/interface.yaml`, `evals/expected_artifacts.json` and `evals/quality_cases.json`).

It sits in Documents & Office, covering Help center and FAQ content and PDF. The repository describes itself as: An open-source Skill collection for GEO content and workflows, continuously updated. The licence is MIT.

When your agent uses it

  • Tasks that involve Help center and FAQ content
  • Tasks that involve PDF

Example prompts

  • “/yao-geo-content-refiner”

Workflow steps

8 steps, taken from the first numbered list in SKILL.md.

  1. 界定改造边界,确认可用来源和禁止扩写事实。
  2. 先做分析完整性检查:输入边界、来源分层、主问题、追问、评分、事实、证据、结构、语义、平台、发布和自 Review。
  3. 做真实数据获取与核验计划:区分公开网页、用户提供资料、授权连接器/API、内部系统和无法访问项,记录权限、时间、新鲜度和失败处理。
  4. 按 8 个 GEO 维度做原文评分:语义密度、结构规范性、可引用性、权威信号、可读性、鲁棒性、新颖性、跨域贡献。
  5. 提取原子事实卡:主体、属性、数值、时间、来源、适用边界、核验状态、可引用句。
  6. 补结构:直接回答、摘要、H2/H3、表格、FAQ、有序步骤和来源列表。
  7. 补证据、证据强度、语义实体、平台适配矩阵、发布追踪建议,删除注水、不可核验强断言和过度营销句。
  8. 输出四格式报告,并按 references/artifact-layout.md 与 references/quality-gates.md 自检。

What it can do on your machine

Read from SKILL.md and the folder at commit d21bfc1. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Ships 1 file in scripts/, which the agent can run.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Links to these hosts (documentation or services it may open):

    • x.com

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Yao Geo Content Refiner loads about 512 tokens when it runs, and up to ~5.1k if it reads all its reference files. Until then it costs about 50 tokens; SKILL.md has 107 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~50
When it runs · the whole SKILL.md, loaded when a task matches
~512
With references · SKILL.md plus every file in references/, read only if the agent opens them
~5.1k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.

SKILL.md

The full file from yaojingang/yao-geo-skills at commit d21bfc1, republished under its MIT licence (© yaojingang). 107 words, ~512 tokens.

Download SKILL.mdSave it as .claude/skills/yao-geo-content-refiner/SKILL.md (or your agent's skills folder). This skill also uses 30 other files; get the full folder from GitHub.
name
yao-geo-content-refiner
description
当用户需要把已有 SEO 文章、公众号文章、官网文章、白皮书或产品页文案改造成 GEO 友好、AI 可引用、可核验、可扫描的内容时使用;输出原文 GEO 评分、改造版文章、改造前后差异、原子事实卡、FAQ、语义补强、真实数据获取与核验计划、证据缺口和 CMS 发布版 HTML 建议,并交付 Word、PDF、HTML、Markdown 四格式报告。
<!--
Copyright © 2026 姚金刚. All rights reserved.
Project: yao-geo-content-refiner
Created by: 姚金刚
Date: 2026-05-16
X: https://x.com/yaojingang
-->

Yao GEO Content Refiner

使用场景

  • 将已有文章、产品页、公众号稿、白皮书章节或 SEO 页面改造成 AI 更容易理解、抽取、引用和推荐的内容。
  • 需要提升结构化、可信度、FAQ 覆盖、原子事实密度、语义信息密度和跨平台可引用性。
  • 面向 DeepSeek、豆包、千问、Kimi、腾讯元宝和微信生态输出中文简体交付物。

必要输入

  • 原始文章全文、目标品牌、目标问题或关键词、目标平台和目标读者。
  • 品牌知识库、官网资料、产品资料、客户案例、报告、资质、已授权引用来源。
  • 是否保留原文风格、是否允许新增 FAQ、是否允许新增表格、是否允许新增来源。
  • 是否允许联网核验、是否有内部知识库/API/表格/CRM/BI 权限、哪些数据禁止访问或禁止写入报告。

不适用场景

  • 从零写新文章、只做标题优化、全站 GEO 诊断、页面技术审计或后端归因方案。
  • 没有原文和来源,却要求补充具体数据、价格、客户案例、资质或效果承诺。
  • 未授权访问登录后台、付费数据库、私有 API、客户隐私数据或内部系统。

必读资料

  • references/content-refinement-method.md
  • references/data-access-and-verification.md
  • references/evidence-and-fact-rules.md
  • references/platform-adaptation.md
  • references/research-backed-framework.md
  • references/artifact-layout.md
  • references/quality-gates.md

执行流程

  1. 界定改造边界,确认可用来源和禁止扩写事实。
  2. 先做分析完整性检查:输入边界、来源分层、主问题、追问、评分、事实、证据、结构、语义、平台、发布和自 Review。
  3. 做真实数据获取与核验计划:区分公开网页、用户提供资料、授权连接器/API、内部系统和无法访问项,记录权限、时间、新鲜度和失败处理。
  4. 按 8 个 GEO 维度做原文评分:语义密度、结构规范性、可引用性、权威信号、可读性、鲁棒性、新颖性、跨域贡献。
  5. 提取原子事实卡:主体、属性、数值、时间、来源、适用边界、核验状态、可引用句。
  6. 补结构:直接回答、摘要、H2/H3、表格、FAQ、有序步骤和来源列表。
  7. 补证据、证据强度、语义实体、平台适配矩阵、发布追踪建议,删除注水、不可核验强断言和过度营销句。
  8. 输出四格式报告,并按 references/artifact-layout.md 与 references/quality-gates.md 自检。

版式硬规则

  • Word/PDF 不允许把宽表强行塞入页面。超过 4 列的表格必须在 Word/PDF 中转成纵向事实卡。
  • Word 表格必须使用固定页面宽度和显式列宽,不依赖自动列宽。
  • Word 表格总宽必须小于页面可用宽度;生成后必须检查 tblGrid 宽度。
  • PDF 必须渲染成 PNG 检查右侧留白,不得贴边或裁切。
  • HTML 可以保留宽表,但必须有横向滚动和长文本换行。
  • HTML 必须带顶部 sticky 菜单栏,页面下拉时固定跟随,菜单锚点覆盖主要报告模块。

输出契约

  • GEO 改造版文章。
  • 分析完整性总览。
  • 真实数据获取与核验计划。
  • 原文 GEO 评分表。
  • 改造前后差异报告。
  • 原子事实卡。
  • FAQ 与同义问法。
  • 语义与实体地图。
  • 平台适配矩阵。
  • 理论依据与改造映射。
  • 证据强度与缺口。
  • 页面发布版 HTML 建议。
  • 发布与追踪建议。
  • Word、PDF、HTML、Markdown 四格式报告。

© yaojingang, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 30 other files (scripts, references) in skills/yao-geo-content-refiner of yaojingang/yao-geo-skills.

  • SKILL.md
  • agents/interface.yaml
  • evals/expected_artifacts.json
  • evals/quality_cases.json
  • evals/rubric.md
  • evals/trigger_cases.json
  • examples/hubspot-cn-demo/hubspot-cn-geo-content-refiner-report.docx
  • examples/hubspot-cn-demo/hubspot-cn-geo-content-refiner-report.html
  • examples/hubspot-cn-demo/hubspot-cn-geo-content-refiner-report.md
  • examples/hubspot-cn-demo/hubspot-cn-geo-content-refiner-report.pdf
  • examples/hubspot-cn-demo/quality-report.json
  • examples/hubspot-cn-demo/report_input.json
  • manifest.json
  • references/artifact-layout.md
  • references/content-refinement-method.md
  • references/data-access-and-verification.md
  • … and 15 more

Open the folder on GitHubat commit d21bfc1

Compare with similar skills

Yao Geo Content Refiner next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Yao Geo Content Refiner compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Yao Geo Content Refiner this skillyaojingang/yao-geo-skills871—~512Automated safety check: PassMIT
Research Companysundial-org/awesome-openclaw-skills663—~675Automated safety check: PassNone
MarkitdownImCa0/just-laws78114 repos~3.2kAutomated safety check: NotesMIT
Gzh Designisjiamu/gzh-design-skill4k—~2.2kAutomated safety check: PassAGPL-3.0
GenOffice Document CLIgenspark-ai/genoffice9.2k—~19kAutomated safety check: PassApache-2.0
Harness Book Best Practicewquguru/harness-books3.2k—~4.1kAutomated safety check: PassNone

Similar skills

  • Research Company

    sundial-org/awesome-openclaw-skills

    B2B company research producing professional PDF reports. An agent skill from sundial-org/awesome-openclaw-skills.

    663 GitHub stars~675 tokensUpdated 7 mo ago
    Documents & OfficeAuto-check passed
  • Markitdown

    ImCa0/just-laws

    Convert files and office documents to Markdown. An agent skill from ImCa0/just-laws.

    781 GitHub starsUsed in 14 repos~3.2k tokens
    Documents & OfficeAuto-check: notes
  • Gzh Design

    isjiamu/gzh-design-skill

    微信公众号文章排版引擎,将 Markdown 转换为可直接粘贴到公众号编辑器的 HTML。主题风格从 references/theme-index.md 注册的自定义主题库中选取,自动章节编号、关键词下划线标记、引言卡片、目录导航、代码块、图片/GIF、作者签名。支持 Markdown / Word(.docx) / PDF / 纯文本输入(非 Markdown…

    4k GitHub stars~2.2k tokensUpdated 2 days ago
    Documents & OfficeAuto-check passed
  • GenOffice Document CLI

    genspark-ai/genoffice

    Creates, converts, reads and edits real pptx, xlsx, docx and PDF files locally through the genoffice command line.

    9.2k GitHub stars~19k tokensUpdated yesterday
    Documents & OfficeAuto-check passed
  • Harness Book Best Practice

    wquguru/harness-books

    Best practices for working on the Harness books repo. An agent skill from wquguru/harness-books.

    3.2k GitHub stars~4.1k tokensUpdated 5 mo ago
    Documents & OfficeAuto-check passed
  • Produces book-style Korean ebook PDFs from a topic or finished manuscript, with six design styles, real book parts and quality-check gates before output.

    316 GitHub starsUsed in 1 repo~1.7k tokens
    Documents & OfficeAuto-check passed

More from yaojingang/yao-geo-skills

All 24 skills in this repo
  • Yao Geo Knowledge Base Builder

    yaojingang/yao-geo-skills

    Build evidence-backed GEO brand knowledge bases from official sites, product pages, help centers, white papers, sales materials, media releases, certifications, and trusted third-party sources.

    871 GitHub stars~1.8k tokensUpdated 10 days ago
    Auto-check passed
  • Yao Geo Title Optimizer

    yaojingang/yao-geo-skills

    A skill your agent uses when Chinese content teams need GEO title candidates, scoring, compliance review, or title-to-article mapping for articles, pages, FAQs, comparisons, and topic hubs.

    871 GitHub stars~2k tokensUpdated 10 days ago
    Auto-check passed
  • Yao Geo Tracking

    yaojingang/yao-geo-skills

    Build a company-specific GEO backend tracking plan from a company name plus optional supporting information, using authoritative retrieval anchored on the official website, business-feature…

    871 GitHub stars~1.5k tokensUpdated 10 days ago
    Auto-check passed
  • Yao Deepseek Crawler

    yaojingang/yao-geo-skills

    A skill your agent uses when a user provides DeepSeek web AI-search keywords, repeat count, target entity, and entity type, then needs repeated fresh-window crawls aggregated into JSON plus a Kami…

    871 GitHub stars~624 tokensUpdated 10 days ago
    Auto-check passed
  • Yao Geo Execution Roadmap

    yaojingang/yao-geo-skills

    当用户需要把 GEO 全景诊断、机会地图、AI 平台采样结论或品牌事实底座转成 30/60/90 天综合实施方案时使用,输出页面技术、内容矩阵、标题体系、知识库、外部证据、监测闭环、角色分工、验收指标和四格式报告;覆盖 DeepSeek、豆包、千问、Kimi、元宝;不用于从零做全景采样诊断或只写单篇内容。

    871 GitHub stars~646 tokensUpdated 10 days ago
    Auto-check passed
  • Yao Geo Intent Miner

    yaojingang/yao-geo-skills

    A skill your agent uses when a user asks for GEO 意图拓词、AI 搜索意图挖掘、AI 搜索问题集、问题簇、追问链路、查询重写、内容选题库、FAQ 题库、监测 Prompt 库, or AI Intent Miner.

    871 GitHub stars~500 tokensUpdated 10 days ago
    Auto-check passed

Questions about Yao Geo Content Refiner

What does Yao Geo Content Refiner do?

当用户需要把已有 SEO 文章、公众号文章、官网文章、白皮书或产品页文案改造成 GEO 友好、AI 可引用、可核验、可扫描的内容时使用;输出原文 GEO 评分、改造版文章、改造前后差异、原子事实卡、FAQ、语义补强、真实数据获取与核验计划、证据缺口和 CMS 发布版 HTML 建议,并交付 Word、PDF、HTML、Markdown 四格式报告。. Yao Geo Content Refiner is an agent skill from yaojingang/yao-geo-skills.

When should I use Yao Geo Content Refiner?

Yao Geo Content Refiner fits situations like: tasks that involve Help center and FAQ content; tasks that involve PDF.

How do I install Yao Geo Content Refiner in Claude Code?

Run `npx skills add yaojingang/yao-geo-skills --skill yao-geo-content-refiner -a claude-code`. Or copy the skill folder (skills/yao-geo-content-refiner in yaojingang/yao-geo-skills) into .claude/skills/yao-geo-content-refiner in your project. Claude Code loads it when a task matches its description.

How do I install Yao Geo Content Refiner in Codex?

Run `npx skills add yaojingang/yao-geo-skills --skill yao-geo-content-refiner -a codex`. Or copy the skill folder (skills/yao-geo-content-refiner in yaojingang/yao-geo-skills) into .agents/skills/yao-geo-content-refiner in your project. Codex loads it when a task matches its description.

Can I use Yao Geo Content Refiner in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add yaojingang/yao-geo-skills --skill yao-geo-content-refiner -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/yao-geo-content-refiner, .gemini/skills/yao-geo-content-refiner, .github/skills/yao-geo-content-refiner and .opencode/skills/yao-geo-content-refiner in your project.

What does Yao Geo Content Refiner need to run?

SKILL.md names no scripts, command-line tools or credentials: Yao Geo Content Refiner is instructions for the agent only.

Does Yao Geo Content Refiner access the network?

SKILL.md names 1 domain. As links in the text: x.com. This is read from the text; nothing was executed.

Is Yao Geo Content Refiner safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Yao Geo Content Refiner use?

Yao Geo Content Refiner is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Yao Geo Content Refiner use?

About 512 tokens (SKILL.md is roughly 2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 4.6k tokens, read only when the agent opens those files.

What are the alternatives to Yao Geo Content Refiner?

Skills that share tags, products or a category with Yao Geo Content Refiner: Research Company (sundial-org/awesome-openclaw-skills, 663 stars), Markitdown (ImCa0/just-laws, 781 stars), Gzh Design (isjiamu/gzh-design-skill, 4k stars) and GenOffice Document CLI (genspark-ai/genoffice, 9.2k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Yao Geo Content Refiner?

yaojingang (a GitHub user) maintains it in yaojingang/yao-geo-skills, which has 871 GitHub stars. The repository holds 24 skills in this directory. The repository was last updated on October 1, 2026.

Source: yaojingang/yao-geo-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.