llms.txtA

llms.txt from fangx-ai/geo-doctor is an llms.txt file: plain text a project publishes for AI models to read.

Install it, pinned
mdr add fangx-ai/geo-doctor/llms.txt@git:20261020.aed1050

Pins git:20261020.aed1050 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 14 of 14 checks passed
Kind
llms.txt file
Repository
fangx-ai/geo-doctor
Path
llms.txt
Versions recorded
8
Latest version
git:20261020.aed1050, committed Oct 20, 2026
First version recorded
Oct 19, 2026
Size
6,510 bytes
Repository stars
502
License
MIT

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

# GEO 医生 (geo-doctor)

> Open-source, bilingual (Chinese/English) Agent Skill and zero-dependency Node CLIs for GEO (generative engine optimization): find out why AI assistants such as Doubao, DeepSeek, Yuanbao, Qwen, Kimi, ChatGPT, Claude, Perplexity and Gemini do or don't recommend a product, fix the facts and pages they read, write fact-based content, and re-measure the recommendation rate. MIT-licensed code; it does not promise rankings.

GEO 医生是一个开源的中英双语 GEO(生成式引擎优化)技能:装进 Claude Code、Codex、WorkBuddy 等 AI 助手后,说"帮我做 GEO",它按"问诊 → 体检 → 事实卡 → 问题集 → 采样 → 诊断 → 写内容 → 发布 → 复查"九步,查清 AI 推荐了哪些竞品、为什么不是你、引用了哪些网站,再用同一批问题复查推荐率。只用用户提供的真实事实,不承诺排名。

Install: send this to an AI assistant that supports skills: "帮我安装这个 skill:https://github.com/Fangx-AI/geo-doctor/tree/master/skills/geo-doctor"

## Skill

- [SKILL.md](https://github.com/Fangx-AI/geo-doctor/blob/master/skills/geo-doctor/SKILL.md): entry point and the nine-step workflow
- [01 Audit](https://github.com/Fangx-AI/geo-doctor/blob/master/skills/geo-doctor/references/01-audit.md): can AI crawlers fetch and read the page (robots.txt, firewall, noindex, JS-only pages, structured data)
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add fangx-ai/geo-doctor/llms.txt@sha256:2487f8199920a89f

The line at the top of this page pins the label git:20261020.aed1050, 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_zycp3llo3qwebk2w.svg)](https://markdownregistry.com/a/art_zycp3llo3qwebk2w)

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

Versions

The registry has recorded 8 versions of this file, between Oct 19, 2026 and Oct 20, 2026, more than one a day.

versioncommittedcommitsizeaudit
git:20261020.aed1050 latest2026-10-20 aed1050 6,510 BA view · diff
git:20261020.2bd2e822026-10-20 2bd2e82 6,376 BA view · diff
git:20261020.e548f142026-10-20 e548f14 6,269 BA view · diff
git:20261020.9a7176c2026-10-20 9a7176c 6,226 BA view · diff
git:20261020.dacf3f92026-10-20 dacf3f9 5,922 BA view · diff
git:20261019.c82ee1f2026-10-19 c82ee1f 5,654 BA view · diff
git:20261019.8716dba2026-10-19 8716dba 5,352 BA view · diff
git:20261019.dd943e82026-10-19 dd943e8 5,077 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 (6510 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

fangx-ai/geo-doctor · 502 stars · license MIT · pushed 2026-11-02 · branch master

API

GET https://markdownregistry.com/api/v1/artifacts/art_zycp3llo3qwebk2w
GET https://markdownregistry.com/api/v1/resolve?ref=fangx-ai/geo-doctor/llms.txt
GET https://markdownregistry.com/api/v1/blob/2487f8199920a89fef54ce75dfd0c06a5e0509a7e7efe8a74f2b239349f68d01

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 add an llms.txt file to a website · which agent file does what.

More from fangx-ai/geo-doctor

geo-doctor SKILL.md skill
fangx-ai/geo-doctor · skills/geo-doctor/SKILL.md · GEO 医生:中英双语 GEO(生成式引擎优化)全流程助手。用户说“帮我做 GEO”,或提到 AI 搜索优化、让豆包/DeepSeek/元宝/ChatGPT/Claude 推荐我、AI 不提我或说错我的信息、AI…
v0.9.0 · audit A · 502 stars

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