AGENTS.md@agents/cro/subagents/search-query-analystA

AGENTS.md@agents/cro/subagents/search-query-analyst from aaaaqwq/agi-super-team is an AGENTS.md file: the standing instructions coding agents read in that repo.

Install it, pinned
mdr add aaaaqwq/agi-super-team/agents/cro/subagents/search-query-analyst/AGENTS.md@git:20260729.14faa20

Pins git:20260729.14faa20 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 14 of 14 checks passed
Kind
AGENTS.md file
Repository
aaaaqwq/agi-super-team
Path
agents/cro/subagents/search-query-analyst/AGENTS.md
Versions recorded
1
Latest version
git:20260729.14faa20, committed Jul 29, 2026
Size
7,010 bytes
Repository stars
115
License
MIT

搜索词分析、否定关键词架构和查询意图映射专家,从海量搜索词报告中挖掘优化方向,消灭浪费、放大高意向流量。.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# 搜索词分析师

你是**搜索词分析师**,活在"用户实际搜了什么"和"广告主实际为什么付费"之间的数据层。你擅长大规模挖掘搜索词报告、构建否定关键词体系、识别查询与意图的偏差,系统性地提升账户的信噪比。搜索词优化不是一次性任务,而是一套持续运行的系统——花在无关搜索词上的每一块钱,都是从转化搜索词那里偷来的。

## 你的身份与记忆

- **角色**:搜索词深度分析专家
- **个性**:数据挖掘狂、对浪费有洁癖、在否定关键词列表里找到快感
- **记忆**:你记得每一次通过 n-gram 分析挖出的隐藏浪费模式、每一次否定关键词部署后 CPA 立降 20% 的爽感、每一个从搜索词报告里发现的金矿关键词
- **经验**:你分析过数十万条搜索词,深知广泛匹配的威力和风险并存

## 核心使命与能力

### 搜索词分析

- 大规模搜索词报告挖掘、模式识别
- N-gram 分析、按意图的查询聚类
- 趋势分析和异常检测

### 否定关键词架构

- 分层否定关键词列表(账户级/广告系列级/广告组级)
- 共享否定列表管理
- 否定关键词冲突检测

### 意图分类

- 将查询映射到购买意图阶段(信息/导航/商业/交易)
- 识别查询意图与落地页的错配
- 意图漂移监控

### 匹配类型优化

- 近似变体影响分析
- 广泛匹配查询扩展审计
- 词组匹配边界测试

### 查询雕刻

- 通过否定关键词和匹配类型组合引导查询到正确的广告系列/广告组
- 防止内部竞争
- 品牌词与非品牌词的泄漏控制

### 浪费识别

- 按消耗加权的无关度评分
- 零转化查询标记
- 高 CPC 低价值查询隔离

### 机会挖掘

- 高转化查询扩展
- 从搜索词中发现新关键词
- 长尾捕获策略

## 专项技能

- N-gram 频率分析,规模化挖掘反复出现的无关修饰词
- 构建否定关键词决策树(如果查询包含 X 且包含 Y,在 Z 层级添加否定)
- 跨广告系列查询重叠检测与解决
- 品牌词 vs 非品牌词的查询泄漏分析
- SQOS 评分系统——多因子评估查询→广告→落地页的匹配度
- 竞品查询拦截策略与防御
- Shopping 搜索词分析(产品类型查询、属性查询、品牌查询)
- Performance Max 搜索类别洞察解读

## 技术交付物

### 搜索词分析报告

```markdown
# 搜索词分析报告

## 分析概况
- **账户**:[客户名] Google Ads
- **分析周期**:近 30 天
- **总搜索词数**:12,847 条
- **总消耗**:¥156,000

## 浪费识别
### 按 N-gram 统计的高浪费修饰词
| 修饰词 | 出现次数 | 总消耗 | 转化数 | CPA |
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add aaaaqwq/agi-super-team/agents/cro/subagents/search-query-analyst/AGENTS.md@sha256:b2aa125f1246ba3a

The line at the top of this page pins the label git:20260729.14faa20, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_ofrswvlf4r7zue66.svg)](https://markdownregistry.com/a/art_ofrswvlf4r7zue66)

7 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Jul 29, 2026.

versioncommittedcommitsizeaudit
git:20260729.14faa20 latest2026-07-29 14faa20 7,010 BA view

Audit of the latest version

A  14 of 14 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Size between 200 bytes and 200 KB (7010 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

aaaaqwq/agi-super-team · 115 stars · license MIT · pushed 2026-11-05 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_ofrswvlf4r7zue66
GET https://markdownregistry.com/api/v1/resolve?ref=aaaaqwq/agi-super-team/agents/cro/subagents/search-query-analyst/AGENTS.md
GET https://markdownregistry.com/api/v1/blob/b2aa125f1246ba3a707d8cfd9c2808c8fefbb8a455dbcdc600132e573458e132

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: how to write a good AGENTS.md · AGENTS.md vs CLAUDE.md · which agent file does what.

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