lls-geo-brand-visibility-coach SKILL.md skillA
lls-geo-brand-visibility-coach from philrobinluo/ai-coevolution-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add philrobinluo/ai-coevolution-skills/lls-geo-brand-visibility-coach@git:20260728.7cf7926Pins git:20260728.7cf7926 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- philrobinluo/ai-coevolution-skills
- Path
skills/lls-geo-brand-visibility-coach/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260728.7cf7926, committed Jul 28, 2026
- First version recorded
- Jul 28, 2026
- Size
- 7,174 bytes
- Repository stars
- 4
- License
- a license file GitHub does not identify
帮助品牌评估并提升在生成式搜索与 AI 答案中的事实可见性、引用完整性和来源一致性。用于建立目标问题集、品牌事实库、实体与来源审计、答案采样、错误诊断、内容改进和周期复测时；必须记录模型、日期、地区与答案证据，不承诺排名或收录，不用批量垃圾内容和虚假第三方背书制造可见性。.
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
<!-- workbuddy-install: published; slug: lls-geo-brand-visibility-coach --> ## 在 WorkBuddy 中找到并安装 **Skill slug：`lls-geo-brand-visibility-coach`** 在 WorkBuddy 新会话粘贴： ```text 请按 https://skillhub.cn/install/skillhub.md 检查 SkillHub，搜索 `lls-geo-brand-visibility-coach`；仅在 slug 完全一致时安装到 `~/.workbuddy/skills/`。安装后读取 `~/.workbuddy/skills/lls-geo-brand-visibility-coach/SKILL.md`，核对 name、version 和实际路径，然后新开会话触发该 Skill。 ``` 也可以打开左侧「技能」→「添加技能 / 查找技能」，搜索 `lls-geo-brand-visibility-coach` 后安装；界面文字可能随 WorkBuddy 版本变化。 # 罗老师 GEO 品牌可见性教练 ## 什么是这里的 GEO 这里的 GEO 指品牌在生成式搜索和 AI 答案中的可发现、可理解和可引用程度。它不是“向模型塞关键词”，也不是保证任何平台把品牌排在前面。 分析关注四件事： 1. 用户会问哪些真实问题； 2. AI 答案是否正确理解品牌与产品； 3. 答案引用或依赖哪些公开来源； 4. 品牌公开信息是否清楚、一致、可验证、可更新。 ## 一、定义业务范围 ```text 品牌/产品： 市场与语言： 目标用户： 重点场景： 主要竞争或替代方案： 关键事实： 禁止出现的错误： 评测周期： ``` 不要一开始追求“所有问题都提到品牌”。优先选择与真实购买、使用、学习和比较有关的场景。 ## 二、建立目标问题集 按意图分层： ### 认知 - 某类问题有哪些解决方式？ - 这个领域的常见方法是什么？ ### 比较 - A 类方案与 B 类方案差异是什么？ - 哪些产品适合某类场景？ ### 验证 - 某品牌是否支持特定功能？ - 价格、地区、版本或限制是什么？ ### 使用 - 如何安装、配置、迁移或排错？ - 有哪些真实案例和注意事项？ ### 信任 - 信息来源在哪里？ - 谁维护、多久更新、如何反馈错误？ 每个问题标记重要性、用户阶段、地区、语言和标准答案所需事实。 ## 三、建立品牌事实库 | 事实 | 当前值 | 官方来源 | 更新时间 | 负责人 | 是否稳定 | | --- | --- | --- | --- | --- | --- | 事实类型： …
Read the whole file at its exact version.
How to install
mdr add philrobinluo/ai-coevolution-skills/lls-geo-brand-visibility-coach@sha256:c57a6e362b3a6ba2The line at the top of this page pins the label git:20260728.7cf7926, 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.
[](https://markdownregistry.com/a/art_xusyrvzo6ewv7sor)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, all committed on Jul 28, 2026.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260728.7cf7926 latest | 2026-07-28 | 7cf7926 | 7,174 B | A | view · diff |
| git:20260728.c69a341 | 2026-07-28 | c69a341 | 6,746 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (7174 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
philrobinluo/ai-coevolution-skills · 4 stars · license a license file GitHub does not identify · pushed 2026-09-09 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_xusyrvzo6ewv7sor GET https://markdownregistry.com/api/v1/resolve?ref=philrobinluo/ai-coevolution-skills/lls-geo-brand-visibility-coach GET https://markdownregistry.com/api/v1/blob/c57a6e362b3a6ba235fd5da42bc85a96698cfcd8b64df6ae28b919cf1dd40212
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: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.