RRepoGEO

REPOGEO REPORT · LITE

Yanyutin753/PandoraNext-TokensTool

Default branch main · commit 55aaaf7c · scanned 5/14/2026, 7:58:33 PM

GitHub: 1,269 stars · 127 forks

AI VISIBILITY SCORE
27 /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
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 Yanyutin753/PandoraNext-TokensTool, 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 README's opening to clearly state its comprehensive role for PandoraNext and OpenAI API proxy management

    Why:

    CURRENT
    # PandoraNext-TokensTool
    
    PandoraNext-TokensTool 是一个基于 PandoraNext 中的便捷添加管理tokens.json和config.josn的工具,旨在更加简便地使用pandoraNext资源,手机端电脑端在线管理PandoraNext,使得可以方便地白嫖 chatGPT,本工具是站在巨人的肩膀上,方便大家,麻烦给个不要钱的星星⭐⭐⭐!
    COPY-PASTE FIX
    # PandoraNext-TokensTool: 全能PandoraNext管理与OpenAI API中转站部署工具
    
    PandoraNext-TokensTool 是一款专为PandoraNext设计的综合性管理工具,旨在帮助用户更方便、更安全地部署和管理自己的免费OpenAI API中转站。它支持通过手机端和电脑端在线管理PandoraNext的tokens.json和config.json,实现OpenAI API令牌的自动添加、删除、刷新(包括share_token和pool_token),并能一键同步到OneAPI。本工具全面支持PandoraNext的部署、热重载、自定义后缀、登录黑名单IP和登录日志,提供打包好的Docker镜像和详细文档,让小白也能轻松免费部署,一键启动!
  • mediumtopics#2
    Add more specific topics for API management and OpenAI proxy

    Why:

    CURRENT
    chatgpt, pandoranext
    COPY-PASTE FIX
    chatgpt, pandoranext, openai-api, api-gateway, token-management, proxy-service, oneapi, docker
  • mediumreadme#3
    Add a 'Core Differentiators' section to the README

    Why:

    COPY-PASTE FIX
    ## ✨ 为什么选择 PandoraNext-TokensTool? (Core Differentiators)
    
    与市面上其他简单的PandoraNext辅助工具不同,PandoraNext-TokensTool 提供了一站式的解决方案,其核心优势包括:
    
    - **全功能管理界面:** 通过手机端和电脑端在线管理tokens.json和config.json,无需手动编辑文件。
    - **自动化令牌生命周期管理:** 自动添加、删除、刷新OpenAI API令牌(包括share_token, access_token, pool_token),确保令牌始终有效。
    - **OneAPI无缝集成:** 一键将生成的share_token和pool_token同步到OneAPI,实现API网关的自动化更新。
    - **便捷部署与热重载:** 提供Docker镜像和一键部署脚本,支持热重载,极大简化了部署和维护流程。
    - **增强安全与隐私:** 支持自定义后缀、登录黑名单IP和登录日志,全面保护您的API中转站安全。
    - **用户友好:** 详细的部署和使用文档,即使是技术小白也能轻松上手,免费部署。

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 Yanyutin753/PandoraNext-TokensTool
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Vault
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Vault · recommended 1×
  2. AWS Secrets Manager · recommended 1×
  3. Azure Key Vault · recommended 1×
  4. Google Secret Manager · recommended 1×
  5. Doppler · recommended 1×
  • CATEGORY QUERY
    How to easily manage and refresh OpenAI API tokens for a self-hosted proxy service?
    you: not recommended
    AI recommended (in order):
    1. Vault
    2. AWS Secrets Manager
    3. Azure Key Vault
    4. Google Secret Manager
    5. Doppler
    6. Akeyless
    7. Confidant
    8. Keywhiz

    AI recommended 8 alternatives but never named Yanyutin753/PandoraNext-TokensTool. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an automated solution to deploy an OpenAI API gateway and synchronize tokens with OneAPI.
    you: not recommended
    AI recommended (in order):
    1. OneAPI
    2. Kong Gateway
    3. Apache APISIX
    4. Envoy Proxy
    5. AWS API Gateway
    6. AWS Lambda
    7. Azure API Management
    8. Azure Functions
    9. Google Cloud API Gateway
    10. Google Cloud Functions

    AI recommended 10 alternatives but never named Yanyutin753/PandoraNext-TokensTool. 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 Yanyutin753/PandoraNext-TokensTool?
    pass
    AI did not name Yanyutin753/PandoraNext-TokensTool — 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 Yanyutin753/PandoraNext-TokensTool in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Yanyutin753/PandoraNext-TokensTool 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 Yanyutin753/PandoraNext-TokensTool solve, and who is the primary audience?
    pass
    AI did not name Yanyutin753/PandoraNext-TokensTool — 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?

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  • Brand-free category queries5 vs 2 in Lite
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