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Yao Geo Intent Miner

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yaojingang
yao-geo-intent-miner

Use 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.

Overview

Publisheryaojingang
Repositoryyao-geo-skills
Skill nameyao-geo-intent-miner
Stars
871
Forks
168
Bundled files
28
LicenseMIT
Links
Skill sourceRepositoryHomepage
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • 28 bundled files

    Scripts, templates, and references the model can read while it works. Files are read-only and never executed.

  • Open source

    Published by yaojingang on GitHub. Read the source before you install it.

Installation

Install the Yao Geo Intent Miner AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
    https://github.com/yaojingang/yao-geo-skills/tree/main/skills/yao-geo-intent-miner
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/yaojingang/yao-geo-skills.git /tmp/yao-geo-skills
mkdir -p .claude/skills
cp -r /tmp/yao-geo-skills/skills/yao-geo-intent-miner .claude/skills/yao-geo-intent-miner
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Yao Geo Intent Miner in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Yao Geo Intent Miner on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Yao Geo Intent Miner is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

Yao GEO Intent Miner

使用场景

  • 把种子词、品牌、产品、竞品、区域、人群和业务材料扩展成 AI 搜索问题集。
  • 先于内容生产建立问题底座，输出意图簇、追问链路、查询重写、内容选题、FAQ、知识库和监测 Prompt。
  • 面向 DeepSeek、豆包、千问、Kimi、元宝适配国内 AI 平台的口语、多轮、场景和复杂决策问法。

必读资料

  • references/research-foundation.md
  • references/intent-mining-method.md
  • references/cn-platform-adaptation.md
  • references/scoring-and-mapping.md
  • references/real-data-ingestion.md
  • references/report-module-contract.md
  • references/four-format-output.md
  • references/quality-gates.md

执行流程

  1. 归一化输入对象：主对象、品牌、产品线、行业、竞品、区域、人群、预算、场景、痛点、资质、规模、时效和材料来源。
  2. 判断真实数据模式：未接入 / 用户提供 / 工具或连接器导入 / 已采样校准。没有真实数据时，必须输出数据缺口和采样计划，不能伪造真实平台回答、搜索量或转化数据。
  3. 做事实与证据校准：品牌、产品、价格、合规、竞品和行业事实必须标注来源状态，未校准信息只能作为假设或待确认项。
  4. 建立双层意图：先映射到信息、导航/验证、交易/行动任务层，再扩展为九类 GEO 操作意图。
  5. 按角色、场景、决策阶段、约束条件、证据需求和内容资产用途生成完整自然语言问题，不能只堆短关键词。
  6. 输出五段式重写：口语问法、独立重写、检索短语、证据查询、标题输入。
  7. 保留多轮追问链路：root_question_id / parent_question_id / standalone_rewrite / context_dependency / platform_fit。
  8. 聚类去重，按问题目标、用户角色、约束条件、资产用途和合规等级合并同义问题。
  9. 十维评分：商业价值、AI 答案触发概率、内容缺口、品牌植入空间、证据可得性、竞争难度、对话延展价值、决策阶段价值、平台覆盖度、合规风险。若有真实数据，按搜索量、AI 采样、客服/销售频次和转化信号校准分数。
  10. 映射资产：文章、页面模块、FAQ、知识库条目、监测 Prompt、标题生成输入包、证据补采任务和 30/60/90 天落地路线。
  11. 报告正文必须覆盖 references/report-module-contract.md 的系统模块；允许按项目删减，但删减原因要写入质检说明。
  12. 输出 Word/PDF/HTML/Markdown 时必须遵守 references/four-format-output.md。HTML 使用 kami 长文档排版语言：暖纸底、油墨蓝、暖灰边框、serif 标题、sticky 菜单；Word 宽表必须横向 A4、固定表格布局、表格总宽不超过页面可用宽度；PDF 默认横向 A4，宽表自动换行且不向右溢出。
  13. 自 review：检查四个报告是否存在、格式是否有效、内容是否一致、HTML/Word/PDF 是否符合 kami 版式且表格不溢出。

输出契约

  • AI 搜索问题集与意图地图。
  • 问题聚类、追问链路和查询重写清单。
  • 评分矩阵与优先级排序。
  • 内容选题、FAQ 题库、知识库条目建议。
  • 监测 Prompt 库。
  • 证据缺口、合规边界和落地路线。
  • 真实数据接入状态、AI 平台采样计划、数据校准动作。
  • 默认四件套：Markdown、HTML、Word、PDF。

Bundled files

The model reads these on demand while the skill is loaded. They are exposed as readable files and are never executed.

Frequently asked questions

What does the Yao Geo Intent Miner AI skill do?

Use 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.

Why use Yao Geo Intent Miner on TypingMind?

Because you install it once and use it with any model. Yao Geo Intent Miner is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Yao Geo Intent Miner in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/yaojingang/yao-geo-skills/tree/main/skills/yao-geo-intent-miner. TypingMind reads its SKILL.md and bundles its files and installs it as a skill you can enable per chat.

Which AI models can use Yao Geo Intent Miner?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Yao Geo Intent Miner?

As many as you like. As long as a model supports skills, you can use Yao Geo Intent Miner with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Yao Geo Intent Miner AI skill free?

Yes. It is published on GitHub by yaojingang under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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