RRepoGEO

REPOGEO REPORT · LITE

Yanyutin753/PandoraNext-TokensTool

Default branch main · commit 55aaaf7c · scanned 6/25/2026, 9:37:08 AM

GitHub: 1,270 stars · 129 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 clarify its role as an AI API relay management tool.

    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: Your Personal AI API Relay Management Tool for PandoraNext

PandoraNext-TokensTool is a comprehensive management tool designed to simplify the deployment and operation of your personal AI API relay service using PandoraNext. It provides a user-friendly interface for managing tokens.json and config.json, automating token refresh, and securing your ChatGPT access.
  • mediumtopics#2
    Expand repository topics to include AI API management and relay keywords.

    Why:

    CURRENT
    chatgpt, pandoranext
    COPY-PASTE FIX
    chatgpt, pandoranext, ai-api, api-gateway, api-management, token-management, openai-api, self-hosted, docker
  • lowabout#3
    Condense and refine the repository description for clarity and keyword density.

    Why:

    CURRENT
    【更方便更安全的管理PandoraNext】通过手机端和电脑端使小白能快速部署属于自己的免费Open API中转站。tokensTool支持通过PandoraNext管理刷新所有token，支持分享，支持share_token，pool_token一键自定义放入oneapi。tokensTool全面支持PandoraNext部署方法且支持热部署，自定义后缀，登录黑名单IP和登录日志，保护隐私安全，已打包好docker镜像，且有详细部署和使用文档，小白也能免费部署，一键启动！
    COPY-PASTE FIX
    A comprehensive tool for managing PandoraNext, enabling easy deployment and secure operation of a personal OpenAI API relay. It automates token refresh (share_token, pool_token), integrates with OneAPI, and provides a user-friendly interface for configuration, security features (IP blacklisting, login logs), and Docker deployment. Ideal for self-hosting and managing ChatGPT API access.

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
Auth0
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Auth0 · recommended 1×
  2. Okta · recommended 1×
  3. NginxProxyManager/nginx-proxy-manager · recommended 1×
  4. caddyserver/caddy · recommended 1×
  5. traefik/traefik · recommended 1×
  • CATEGORY QUERY
    How to automate token refresh and management for my AI API gateway?
    you: not recommended
    AI recommended (in order):
    1. Auth0
    2. Okta

    AI recommended 2 alternatives but never named Yanyutin753/PandoraNext-TokensTool. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools simplify deploying and managing a personal AI API relay service?
    you: not recommended
    AI recommended (in order):
    1. NGINX Proxy Manager (NginxProxyManager/nginx-proxy-manager)
    2. Caddy (caddyserver/caddy)
    3. Traefik (traefik/traefik)
    4. Cloudflare Tunnel (cloudflare/cloudflared)
    5. HAProxy
    6. Kong Gateway (Kong/kong)
    7. Apache APISIX (apache/apisix)
    8. NGINX
    9. Apache HTTP Server

    AI recommended 9 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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Yanyutin753/PandoraNext-TokensTool — 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