RRepoGEO

REPOGEO REPORT · LITE

gptlink/gptlink

Default branch master · commit 52a69b5f · scanned 5/20/2026, 4:32:07 AM

GitHub: 2,635 stars · 361 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)

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

AI VISIBILITY SCORE
35 /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
3 / 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 gptlink/gptlink, 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 it's a self-hosted AI chatbot platform

    Why:

    CURRENT
    只需简单几步，即可快速搭建可用的 AI对话 站点。
    COPY-PASTE FIX
    GPTLink 是一个开源的、可自托管的AI对话平台，提供用户管理、付费订阅和任务系统，助您快速搭建商业级AI应用。
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a LICENSE file (e.g., MIT, Apache-2.0) in the root of the repository to clearly state the project's licensing.
  • mediumtopics#3
    Expand repository topics to include key features and category

    Why:

    CURRENT
    ai, chatgpt, docker, hyperf
    COPY-PASTE FIX
    ai, chatgpt, docker, hyperf, self-hosted, chatbot, platform, user-management, payment, subscription

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 gptlink/gptlink
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Django
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Django · recommended 1×
  2. Django REST Framework · recommended 1×
  3. Ruby on Rails · recommended 1×
  4. Devise · recommended 1×
  5. Node.js · recommended 1×
  • CATEGORY QUERY
    How to build a self-hosted AI chatbot platform with user management and payment features?
    you: not recommended
    AI recommended (in order):
    1. Django
    2. Django REST Framework
    3. Ruby on Rails
    4. Devise
    5. Node.js
    6. Express.js
    7. NestJS
    8. Passport.js
    9. LangChain
    10. LlamaIndex
    11. Rasa
    12. PostgreSQL
    13. MongoDB
    14. Stripe
    15. Paddle
    16. Braintree
    17. PayPal
    18. React
    19. Vue.js
    20. Next.js
    21. Docker
    22. Docker Compose
    23. Kubernetes
    24. OpenAI
    25. Hugging Face Transformers

    AI recommended 25 alternatives but never named gptlink/gptlink. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a quick-to-deploy open-source solution for a custom AI chat service using Docker.
    you: not recommended
    AI recommended (in order):
    1. LocalAI
    2. Ollama
    3. text-generation-webui (oobabooga/text-generation-webui)
    4. FastChat
    5. LM Studio
    6. Open WebUI

    AI recommended 6 alternatives but never named gptlink/gptlink. 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 gptlink/gptlink?
    pass
    AI named gptlink/gptlink explicitly

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

  • If a team adopts gptlink/gptlink in production, what risks or prerequisites should they evaluate first?
    pass
    AI named gptlink/gptlink 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 gptlink/gptlink solve, and who is the primary audience?
    pass
    AI named gptlink/gptlink explicitly

    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
  • Prioritized action items8 vs 3 in Lite