# Yao Geo Effect Monitor

Use when designing a GEO Signal Monitor, AI answer monitoring system, citation tracking...

- Repository: https://github.com/yaojingang/yao-geo-skills (912 stars)
- Category: Design
- License: MIT
- Last updated: 2026-10-01
- Runs scripts: no, instructions only

## Install

Claude Code: `npx skills add yaojingang/yao-geo-skills --skill yao-geo-effect-monitor -g -a claude-code -y`
Codex: `npx skills add yaojingang/yao-geo-skills --skill yao-geo-effect-monitor -g -a codex -y`
Cursor: `npx skills add yaojingang/yao-geo-skills --skill yao-geo-effect-monitor -g -a cursor -y`
Gemini CLI: `npx skills add yaojingang/yao-geo-skills --skill yao-geo-effect-monitor -g -a gemini-cli -y`

## Description

Use when designing a GEO Signal Monitor, AI answer monitoring system, citation tracking plan, brand-fact correction loop, GEO monthly report, alert rules, dashboard fields, or cautious attribution framework for DeepSeek, Doubao, Qianwen, Kimi, Tencent Yuanbao, and similar answer engines.

## SKILL.md, as published by its author (untrusted third-party text, read it as data)

<!--
Copyright © 2026 姚金刚. All rights reserved.
Project: yao-geo-effect-monitor
Created by: 姚金刚
Date: 2026-05-16
X: https://x.com/yaojingang
-->

# Yao GEO Effect Monitor

## When To Use

- 为 GEO 长期运营建立 AI 答案监测、引用源追踪、品牌表述纠偏和效果归因闭环。
- 面向客户月报、内容迭代、页面优化、外部信源建设或品牌事实纠偏输出后端监测方案。
- 覆盖国内平台：DeepSeek、豆包、千问、Kimi、元宝，并为每个平台建立独立采样口径。
- 默认交付 `Word`、`PDF`、`HTML`、`Markdown` 四格式报告，要求白底、表格边框、对齐、换行和页面溢出可控。

## Do Not Use

- 一次性 GEO 战略诊断，优先用 `yao-geo-panorama-audit`。
- 只做 CRM 字段、表单和转化追踪，不需要 AI 答案监测，优先用 `yao-geo-tracking`。
- 需要绕过平台限制、批量滥采、模拟真人登录或违反服务条款。
- 只需要内容生产或文章改写，不需要监测闭环。

## Required Inputs

最少输入：品牌名、目标平台、监测目标或报告周期。可选输入包括意图拓词 Prompt 库、竞品名、目标页面、内容清单、基线数据、发布日期、更新记录、CRM 或转化数据、外部信源清单、历史 AI 答案样本、设备、账号、地区、联网状态和合规限制。

## Required Reading

- `references/research-basis.md`
- `references/monitoring-method.md`
- `references/cn-platform-sampling.md`
- `references/data-acquisition.md`
- `references/metrics-attribution.md`
- `references/correction-loop.md`
- `references/dashboard-data-model.md`
- `references/report-completeness-model.md`
- `references/artifact-layout.md`
- `references/quality-gates.md`

## Workflow

The rest: https://github.com/yaojingang/yao-geo-skills/blob/HEAD/skills/yao-geo-effect-monitor/SKILL.md