RRepoGEO

REPOGEO REPORT · LITE

freestylefly/CodexGuide

Default branch main · commit 680487e9 · scanned 6/4/2026, 5:01:57 AM

GitHub: 1,344 stars · 149 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 freestylefly/CodexGuide, 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

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

OVERALL DIRECTION
  • highabout#1
    Update the 'About' description with an explicit English statement

    Why:

    CURRENT
    CodexGuide：面向全球初学者、创作者、开发者与团队的 Codex 实践指南
    COPY-PASTE FIX
    A comprehensive, community-driven guide and practical knowledge base for beginners, creators, developers, and teams to effectively integrate and utilize OpenAI Codex in development and creative workflows.
  • mediumreadme#2
    Enhance README's initial positioning with a direct English statement

    Why:

    COPY-PASTE FIX
    Add this sentence immediately after the main H3 or opening quote: 'This repository serves as a practical guide and knowledge base for integrating OpenAI Codex into real-world development, creation, and team collaboration workflows.'

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 freestylefly/CodexGuide
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Copilot
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Copilot · recommended 2×
  2. Tabnine · recommended 1×
  3. CodeWhisperer · recommended 1×
  4. Cursor · recommended 1×
  5. Google Gemini · recommended 1×
  • CATEGORY QUERY
    How can I effectively integrate AI coding assistants into my development workflow for beginners?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. Tabnine
    3. CodeWhisperer
    4. Cursor
    5. Google Gemini
    6. ChatGPT / GPT-4

    AI recommended 6 alternatives but never named freestylefly/CodexGuide. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking comprehensive guides on using AI tools for code generation and creative content creation.
    you: not recommended
    AI recommended (in order):
    1. OpenAI
    2. Google AI Studio
    3. Hugging Face Transformers (huggingface/transformers)
    4. GitHub Copilot
    5. Midjourney
    6. RunwayML
    7. LangChain (langchain-ai/langchain)

    AI recommended 7 alternatives but never named freestylefly/CodexGuide. 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 freestylefly/CodexGuide?
    pass
    AI named freestylefly/CodexGuide explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts freestylefly/CodexGuide in production, what risks or prerequisites should they evaluate first?
    pass
    AI named freestylefly/CodexGuide 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 freestylefly/CodexGuide solve, and who is the primary audience?
    pass
    AI named freestylefly/CodexGuide explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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freestylefly/CodexGuide — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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