RRepoGEO

REPOGEO REPORT · LITE

cloud804d/mirrors-pengzhile-pandora

Default branch master · commit 39d31b81 · scanned 6/12/2026, 9:47:42 PM

GitHub: 683 stars · 336 forks

AI VISIBILITY SCORE
22 /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
1 / 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 cloud804d/mirrors-pengzhile-pandora, 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 relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    chatgpt, proxy, bypass, unofficial-client, ai-chatbot-access, cloudflare-bypass, access-token-management
  • highreadme#2
    Reposition README H1 and first sentence to clarify its role as a ChatGPT access tool

    Why:

    CURRENT
    # Pandora

潘多拉 (Pandora)，一个让你呼吸顺畅的 ChatGPT。
    COPY-PASTE FIX
    # Pandora: 非官方 ChatGPT 客户端与访问工具

潘多拉 (Pandora) 是一个非官方的 ChatGPT 客户端和访问工具，旨在提供更流畅、无限制的访问体验，绕过常见的访问障碍。
  • mediumreadme#3
    Expand README's second paragraph with explicit keywords for its technical function

    Why:

    CURRENT
    潘多拉实现了网页版 ChatGPT 的主要操作。后端优化，绕过 Cloudflare，速度喜人。
    COPY-PASTE FIX
    潘多拉实现了网页版 ChatGPT 的主要操作。它通过后端优化，绕过 Cloudflare，提供喜人的速度。作为一个非官方的代理客户端，Pandora 能够帮助用户持续访问 ChatGPT，无需 VPN，并有效管理 Access Token，同时缓解容量限制和内容策略审查等常见问题。

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 cloud804d/mirrors-pengzhile-pandora
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ChatGPT
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ChatGPT · recommended 1×
  2. Google Gemini · recommended 1×
  3. Microsoft Copilot · recommended 1×
  4. Perplexity AI · recommended 1×
  5. Poe · recommended 1×
  • CATEGORY QUERY
    What tools help bypass common access restrictions and Cloudflare checks for AI chatbots?
    you: not recommended
    Show full AI answer
  • CATEGORY QUERY
    Seeking a consistent and reliable way to access AI chatbots on mobile without VPN.
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. Google Gemini
    3. Microsoft Copilot
    4. Perplexity AI
    5. Poe

    AI recommended 5 alternatives but never named cloud804d/mirrors-pengzhile-pandora. 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 cloud804d/mirrors-pengzhile-pandora?
    pass
    AI did not name cloud804d/mirrors-pengzhile-pandora — 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?

  • If a team adopts cloud804d/mirrors-pengzhile-pandora in production, what risks or prerequisites should they evaluate first?
    pass
    AI named cloud804d/mirrors-pengzhile-pandora 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 cloud804d/mirrors-pengzhile-pandora solve, and who is the primary audience?
    pass
    AI did not name cloud804d/mirrors-pengzhile-pandora — 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 cloud804d/mirrors-pengzhile-pandora. 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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cloud804d/mirrors-pengzhile-pandora — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
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