REPOGEO REPORT · LITE

alchaincyf/codex-orange-book

Default branch main · commit e66ea6a5 · scanned 7/1/2026, 2:02:35 PM

GitHub: 532 stars · 48 forks

AI VISIBILITY SCORE

35 /100

Critical

Category recall

0 / 2

Not recommended in any query

Rule findings

1 pass · 1 warn · 0 fail

Objective metadata checks

AI knows your name

3 / 3

Direct prompts that named your repo

HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface alchaincyf/codex-orange-book, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION

highreadme#1

Clarify the README's opening to state it's an AI programming guide

Why:

CURRENT

OpenAI Codex: The Complete Guide

> Orange Book Series by HuaShu (花叔) · v2.0.1 (May 2026) · Available in **English** and **Chinese**

The definitive guide to OpenAI Codex — covering all **five forms**: CLI, Desktop App, Cloud, IDE Extension, and the new Chrome Extension, plus the mobile companion shipped on May 14. From installation to shipping products, this book takes you from zero to building independently in a week.

COPY-PASTE FIX

OpenAI Codex: The Complete Guide to AI Programming

> The definitive **practical guide and reference book** in the Orange Book Series by HuaShu (花叔) · v2.0.1 (May 2026) · Available in **English** and **Chinese**

This repository contains the complete, hands-on guide to **AI-driven software development with OpenAI Codex**, covering all **five forms**: CLI, Desktop App, Cloud, IDE Extension, and the new Chrome Extension, plus the mobile companion shipped on May 14. From installation to shipping products, this book takes you from zero to building independently in a week, focusing on **real-world AI programming applications**.

highlicense#2

Add a LICENSE file to the repository

Why:

COPY-PASTE FIX

Create a `LICENSE` file in the root of the repository with your chosen open-source license (e.g., MIT, Apache-2.0, GPL-3.0).

mediumabout#3

Refine the repository description for clarity on its nature as a guide

Why:

CURRENT

OpenAI Codex: The Complete Guide · 橙皮书系列 · GPT-5.5 时代的 AI 编程实战手册

COPY-PASTE FIX

The definitive practical guide and reference book for OpenAI Codex: AI-driven software development with GPT-5.5. Part of the Orange Book Series · 橙皮书系列 · GPT-5.5 时代的 AI 编程实战手册.

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall

0 / 2

0% of queries surface alchaincyf/codex-orange-book

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Scikit-Learn

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

Scikit-Learn · recommended 1×
Keras · recommended 1×
TensorFlow · recommended 1×
Google · recommended 1×
Microsoft Learn · recommended 1×

CATEGORY QUERY
Where can I find a comprehensive guide for modern AI-driven software development?
you: not recommended
AI recommended (in order):
1. Scikit-Learn
2. Keras
3. TensorFlow
4. Google
5. Microsoft Learn
6. Azure
7. fast.ai
8. fastai library
9. PyTorch
AI recommended 9 alternatives but never named alchaincyf/codex-orange-book. This is the gap to close.
Show full AI answer
CATEGORY QUERY
How to integrate advanced AI coding assistants into my daily development workflow?
you: not recommended
AI recommended (in order):
1. GitHub Copilot
2. Tabnine
3. JetBrains AI Assistant
4. Cursor
5. Amazon CodeWhisperer
6. CodiumAI
7. Google Gemini
AI recommended 7 alternatives but never named alchaincyf/codex-orange-book. This is the gap to close.
Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

Metadata completeness
warn
Suggestion:
README presence
pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

Compared to common alternatives in this category, what is the core differentiator of alchaincyf/codex-orange-book?
pass
AI named alchaincyf/codex-orange-book explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts alchaincyf/codex-orange-book in production, what risks or prerequisites should they evaluate first?
pass
AI named alchaincyf/codex-orange-book explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
In one sentence, what problem does the repo alchaincyf/codex-orange-book solve, and who is the primary audience?
pass
AI named alchaincyf/codex-orange-book explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

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MARKDOWN (README)

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HTML

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Deep reports10 / month
Brand-free category queries5 vs 2 in Lite
Prioritized action items8 vs 3 in Lite