RRepoGEO

REPOGEO REPORT · LITE

cogwheel0/conduit

Default branch main · commit 99c196cd · scanned 5/21/2026, 9:02:13 AM

GitHub: 1,572 stars · 158 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
40 /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
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 cogwheel0/conduit, 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
    Explicitly state what Conduit is (and isn't) in the README's opening

    Why:

    CURRENT
    <p align="center">
  <strong>The native Open WebUI client for iOS and Android.</strong>
</p>
    COPY-PASTE FIX
    <p align="center">
  <strong>Conduit is the native mobile client for OpenWebUI, enabling you to chat with your self-hosted AI models on iOS and Android. It is not a web framework or message queue.</strong>
</p>
  • hightopics#2
    Expand repository topics to include mobile and AI client keywords

    Why:

    CURRENT
    ollama, openwebui, selfhosted
    COPY-PASTE FIX
    ollama, openwebui, selfhosted, mobile-app, ios, android, ai-chatbot-client, generative-ai
  • mediumreadme#3
    Add a concise 'What is Conduit?' statement immediately after the title

    Why:

    COPY-PASTE FIX
    Add this paragraph right after the initial descriptive line(s):

Conduit is a dedicated mobile application for iOS and Android that provides a native, polished interface for your self-hosted Open WebUI instance. It acts as a client, connecting securely to your existing Open WebUI server to offer a superior mobile chat experience with your AI models.

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 cogwheel0/conduit
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Ngrok
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Ngrok · recommended 1×
  2. Cloudflare Tunnel · recommended 1×
  3. Nginx · recommended 1×
  4. Apache HTTP Server · recommended 1×
  5. DigitalOcean · recommended 1×
  • CATEGORY QUERY
    How can I access my self-hosted AI chatbot from a mobile device?
    you: not recommended
    AI recommended (in order):
    1. Ngrok
    2. Cloudflare Tunnel
    3. Nginx
    4. Apache HTTP Server
    5. DigitalOcean
    6. Linode
    7. AWS EC2
    8. Google Cloud Compute Engine
    9. Heroku
    10. Vercel
    11. AWS Lambda
    12. AWS ECS
    13. Google Cloud Run
    14. Google App Engine
    15. Azure App Service
    16. React Native
    17. Flutter
    18. Swift
    19. Xcode
    20. Kotlin
    21. Java
    22. Android Studio

    AI recommended 22 alternatives but never named cogwheel0/conduit. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a native mobile application to chat with local AI models.
    you: not recommended
    AI recommended (in order):
    1. MLC Chat
    2. LM Studio
    3. LocalAI
    4. Termux
    5. PrivateGPT

    AI recommended 5 alternatives but never named cogwheel0/conduit. 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 cogwheel0/conduit?
    pass
    AI named cogwheel0/conduit explicitly

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

  • If a team adopts cogwheel0/conduit in production, what risks or prerequisites should they evaluate first?
    pass
    AI named cogwheel0/conduit 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 cogwheel0/conduit solve, and who is the primary audience?
    pass
    AI named cogwheel0/conduit explicitly

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

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cogwheel0/conduit — 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