RRepoGEO

REPOGEO REPORT · LITE

nianhua99/PandoraHelper

Default branch main · commit f6275d3d · scanned 5/24/2026, 10:17:43 AM

GitHub: 1,350 stars · 179 forks

AI VISIBILITY SCORE
33 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 nianhua99/PandoraHelper, 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
    Reposition the README's opening statement to clarify the project's core purpose

    Why:

    CURRENT
    本项目是基于oaifree和fuclaude实现的，感谢LinuxDo，
    COPY-PASTE FIX
    PandoraHelper 是一款基于 oaifree 和 fuclaude 实现的工具，旨在帮助你轻松与小伙伴共享 ChatGPT Plus/Claude Pro 服务。它提供集中账号管理、会话隔离、使用统计等功能，让你能够安全、高效地共享高级AI聊天机器人订阅。
  • hightopics#2
    Add more specific topics to improve categorization

    Why:

    CURRENT
    chatgpt, claude, openai, pandora, pandora-next
    COPY-PASTE FIX
    chatgpt, claude, openai, pandora, pandora-next, ai-account-sharing, chatbot-sharing, subscription-sharing, self-hosted-ai-proxy, ai-service-management
  • mediumreadme#3
    Elevate key features like account sharing and usage statistics to a prominent section

    Why:

    CURRENT
    The '简单介绍' section is currently within a <details> block in the README excerpt.
    COPY-PASTE FIX
    ## 核心功能
- **账号管理**: 集中管理ChatGPT和Claude账号。
- **共享服务**: 轻松创建和管理共享账号, 与其他小伙伴共享ChatGPT Plus/Claude Pro服务。
- **分享功能**：支持各分享账号的会话记录隔离、模型次数限制、有限期限制、道德审查限制等。
- **用户界面**: 同步的ChatGPT/Claude官方Web UI页面，1:1还原。
- **使用统计**: 追踪共享账号的使用情况,包括各模型的使用量、对话记录等。
- **自动刷新**: 支持自动刷新账号令牌,确保长期可用性。

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 nianhua99/PandoraHelper
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LastPass
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LastPass · recommended 1×
  2. 1Password · recommended 1×
  3. bitwarden/server · recommended 1×
  4. Keeper Security · recommended 1×
  5. NordPass · recommended 1×
  • CATEGORY QUERY
    How to securely share premium AI chatbot subscriptions with friends or a small team?
    you: not recommended
    AI recommended (in order):
    1. LastPass
    2. 1Password
    3. Bitwarden (bitwarden/server)
    4. Keeper Security
    5. NordPass
    6. Dashlane
    7. Google Workspace
    8. Microsoft 365
    9. SharePoint
    10. OneDrive

    AI recommended 10 alternatives but never named nianhua99/PandoraHelper. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a self-hosted solution to manage multiple AI assistant accounts with usage statistics.
    you: not recommended
    AI recommended (in order):
    1. OpenAI Proxy
    2. Portkey.ai
    3. LiteLLM
    4. Helicone
    5. Langfuse
    6. PostgreSQL
    7. ClickHouse
    8. Grafana
    9. Metabase

    AI recommended 9 alternatives but never named nianhua99/PandoraHelper. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 nianhua99/PandoraHelper?
    pass
    AI did not name nianhua99/PandoraHelper — 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 nianhua99/PandoraHelper in production, what risks or prerequisites should they evaluate first?
    pass
    AI named nianhua99/PandoraHelper 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 nianhua99/PandoraHelper solve, and who is the primary audience?
    pass
    AI named nianhua99/PandoraHelper explicitly

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

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MARKDOWN (README)
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nianhua99/PandoraHelper — 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