RRepoGEO

REPOGEO REPORT · LITE

Ttungx/codex_auto_register

Default branch main · commit 24dd6c0b · scanned 5/27/2026, 10:03:18 AM

GitHub: 994 stars · 360 forks

AI VISIBILITY SCORE
28 /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
2 / 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 Ttungx/codex_auto_register, 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
    Add a concise English summary to the main README

    Why:

    CURRENT
    The main README starts with a DEPRECATED warning, followed by Chinese text.
    COPY-PASTE FIX
    Add the following English sentence to the top of `README.md`, immediately after the deprecation notice: 'This project, `codex_auto_register`, is an automated OAuth authorization testing tool designed for researching high-concurrency calls and authentication mechanisms of AI APIs, specifically using the DuckMail API.'
  • hightopics#2
    Add specific topics for AI API testing and OAuth automation

    Why:

    CURRENT
    chatgpt, codex, codex-cli, codex-free
    COPY-PASTE FIX
    chatgpt, codex, codex-cli, codex-free, ai-api, oauth-automation, api-testing, high-concurrency
  • highlicense#3
    Add a LICENSE file or clarify licensing in README

    Why:

    CURRENT
    (no LICENSE file detected)
    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root. The content should explicitly state the project is for 'learning and research purposes only, and may not be used for any commercial purposes,' as per the existing README disclaimer.

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 Ttungx/codex_auto_register
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Postman
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Postman · recommended 2×
  2. Newman · recommended 1×
  3. JMeter · recommended 1×
  4. K6 · recommended 1×
  5. Python · recommended 1×
  • CATEGORY QUERY
    How to automate OAuth authorization for high-concurrency AI API testing?
    you: not recommended
    AI recommended (in order):
    1. Postman
    2. Newman
    3. JMeter
    4. K6
    5. Python
    6. requests-oauthlib
    7. requests
    8. authlib
    9. Locust
    10. Artillery

    AI recommended 10 alternatives but never named Ttungx/codex_auto_register. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tools for automating free registration and access to AI language model APIs?
    you: not recommended
    AI recommended (in order):
    1. Requests
    2. OpenAI Python Library
    3. Anthropic Python SDK
    4. Google Cloud Client Libraries for Python
    5. Postman
    6. Insomnia
    7. cURL
    8. Zapier
    9. Make
    10. Puppeteer
    11. Selenium

    AI recommended 11 alternatives but never named Ttungx/codex_auto_register. 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 Ttungx/codex_auto_register?
    pass
    AI named Ttungx/codex_auto_register explicitly

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

  • If a team adopts Ttungx/codex_auto_register in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Ttungx/codex_auto_register 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 Ttungx/codex_auto_register solve, and who is the primary audience?
    pass
    AI did not name Ttungx/codex_auto_register — likely talking about a different project

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

Embed your GEO score

Drop this badge into the README of Ttungx/codex_auto_register. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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Ttungx/codex_auto_register — 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