RRepoGEO

REPOGEO REPORT · LITE

wozulong/ChatGPTAuthHelper

Default branch master · commit 44e60bda · scanned 6/11/2026, 4:41:53 AM

GitHub: 542 stars · 77 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 wozulong/ChatGPTAuthHelper, 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
  • hightopics#1
    Add specific topics for better categorization

    Why:

    COPY-PASTE FIX
    ["chrome-extension", "chatgpt", "authentication", "session-management", "ai-tools", "browser-automation", "openai"]
  • highreadme#2
    Strengthen README opening to clarify purpose and audience

    Why:

    CURRENT
    # ChatGPT Auth Helper

一个简单的 `Chrome` 插件，用来帮助你登录 `ChatGPT`。
    COPY-PASTE FIX
    # ChatGPT Auth Helper

一个专为 `Chrome` 设计的插件，旨在简化 `ChatGPT` 网页版的登录流程，并自动化获取 `__Secure-next-auth.session-token`。这对于需要与 `ChatGPT` 非官方 API 集成的开发者或希望管理 `ChatGPT` 会话的用户尤其有用，避免了手动获取会话令牌的繁琐。
  • mediumhomepage#3
    Add a homepage URL to the repository settings

    Why:

    COPY-PASTE FIX
    https://github.com/wozulong/ChatGPTAuthHelper/releases

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 wozulong/ChatGPTAuthHelper
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Auth0
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Auth0 · recommended 1×
  2. Firebase Authentication · recommended 1×
  3. NextAuth.js · recommended 1×
  4. Clerk · recommended 1×
  5. Supabase Auth · recommended 1×
  • CATEGORY QUERY
    How to simplify authentication for large language model web interfaces in my browser?
    you: not recommended
    AI recommended (in order):
    1. Auth0
    2. Firebase Authentication
    3. NextAuth.js
    4. Clerk
    5. Supabase Auth
    6. Passport.js
    7. Keycloak

    AI recommended 7 alternatives but never named wozulong/ChatGPTAuthHelper. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a browser extension to manage login sessions for AI chat platforms.
    you: not recommended
    AI recommended (in order):
    1. SessionBox
    2. Multi-Account Containers
    3. Workona Tab Manager
    4. Cookie AutoDelete
    5. Session Buddy

    AI recommended 5 alternatives but never named wozulong/ChatGPTAuthHelper. 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 wozulong/ChatGPTAuthHelper?
    pass
    AI named wozulong/ChatGPTAuthHelper explicitly

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

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

    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 wozulong/ChatGPTAuthHelper. 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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MARKDOWN (README)
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HTML
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wozulong/ChatGPTAuthHelper — 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