RRepoGEO

REPOGEO REPORT · LITE

Kylsky/pandora-helper-with-linux-do-oauth

Default branch develop-vue-version · commit f6a7bf2c · scanned 6/8/2026, 11:12:37 AM

GitHub: 643 stars · 51 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 Kylsky/pandora-helper-with-linux-do-oauth, 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 H1 to clearly state AI sharing platform purpose

    Why:

    CURRENT
    > **Pandora Helper** 是一个革新性的开源项目，为用户打造基于 Linux DO 的智能共享服务平台，完美支持 ChatGPT（Plus）、Claude（PRO）和 API 服务。
    COPY-PASTE FIX
    # Pandora Helper: Linux DO AI Sharing Platform Backend
> **Pandora Helper** 是一个革新性的开源项目，为用户打造基于 Linux DO 的智能共享服务平台，完美支持 ChatGPT（Plus）、Claude（PRO）、Midjourney、Grok 和 API 服务。
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai, chatbot, llm, midjourney, image-generation, sharing-platform, backend, oauth, account-management, linux-do
  • mediumreadme#3
    Add a note to the README clarifying the project name

    Why:

    COPY-PASTE FIX
    > 
> **注意**: 本项目名称“Pandora Helper”旨在象征其对多种AI服务的全面支持，与Pandora音乐流媒体服务无关。

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 Kylsky/pandora-helper-with-linux-do-oauth
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Kubernetes
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Kubernetes · recommended 1×
  2. Docker · recommended 1×
  3. Google Kubernetes Engine (GKE) · recommended 1×
  4. Amazon Elastic Kubernetes Service (EKS) · recommended 1×
  5. Azure Kubernetes Service (AKS) · recommended 1×
  • CATEGORY QUERY
    How to build a shared platform for multiple AI chatbot and image generation services?
    you: not recommended
    AI recommended (in order):
    1. Kubernetes
    2. Docker
    3. Google Kubernetes Engine (GKE)
    4. Amazon Elastic Kubernetes Service (EKS)
    5. Azure Kubernetes Service (AKS)
    6. FastAPI (tiangolo/fastapi)
    7. Next.js (vercel/next.js)
    8. PostgreSQL
    9. Redis
    10. LangChain (langchain-ai/langchain)
    11. Hugging Face Transformers (huggingface/transformers)

    AI recommended 11 alternatives but never named Kylsky/pandora-helper-with-linux-do-oauth. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a backend solution to manage user access and subscriptions for various AI models.
    you: not recommended
    AI recommended (in order):
    1. Auth0
    2. Firebase Authentication
    3. Cloud Firestore
    4. Realtime Database
    5. Stripe
    6. Stripe Billing
    7. Stripe Identity
    8. Keycloak
    9. AWS Amplify
    10. AWS Cognito
    11. AWS AppSync
    12. API Gateway
    13. Supabase Auth
    14. Supabase Database

    AI recommended 14 alternatives but never named Kylsky/pandora-helper-with-linux-do-oauth. 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 Kylsky/pandora-helper-with-linux-do-oauth?
    pass
    AI did not name Kylsky/pandora-helper-with-linux-do-oauth — 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 Kylsky/pandora-helper-with-linux-do-oauth in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Kylsky/pandora-helper-with-linux-do-oauth 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 Kylsky/pandora-helper-with-linux-do-oauth solve, and who is the primary audience?
    pass
    AI did not name Kylsky/pandora-helper-with-linux-do-oauth — 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

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Kylsky/pandora-helper-with-linux-do-oauth — 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