RRepoGEO

REPOGEO REPORT · LITE

u14app/gemini-next-chat

Default branch main · commit 543d0bb3 · scanned 5/15/2026, 9:17:06 PM

GitHub: 1,606 stars · 588 forks

AI VISIBILITY SCORE
33 /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
2 / 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 u14app/gemini-next-chat, 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 introduction to emphasize "self-hosted" and "private"

    Why:

    CURRENT
    Deploy your private Gemini application for free with one click, supporting Gemini 1.5 Pro, Gemini 1.5 Flash, Gemini Pro and Gemini Pro Vision models.
    COPY-PASTE FIX
    Deploy your own secure, private Gemini chat application for free with one click. This self-hosted solution supports Gemini 1.5 Pro, Gemini 1.5 Flash, Gemini Pro, and Gemini Pro Vision models.
  • mediumtopics#2
    Add broader category topics for self-hosted AI chat

    Why:

    CURRENT
    ai, gemini, gemini-15-flash, gemini-15-pro, gemini-2, gemini-2-0-flash, gemini-ai, gemini-app, gemini-client, gemini-flash, gemini-pro, gemini-pro-vision, google-gemini, google-gemini-ai, vercel-ai
    COPY-PASTE FIX
    ai, gemini, gemini-15-flash, gemini-15-pro, gemini-2, gemini-2-0-flash, gemini-ai, gemini-app, gemini-client, gemini-flash, gemini-pro, gemini-pro-vision, google-gemini, google-gemini-ai, vercel-ai, self-hosted, chat-interface, private-ai, ai-chat
  • lowreadme#3
    Explicitly state the core differentiator in the README

    Why:

    COPY-PASTE FIX
    Add a new section like: "## Why Choose Gemini Next Chat? Gemini Next Chat stands out for its **one-click deployment** of a **private, self-hosted Gemini chat interface**, making advanced AI accessible without complex setup. It focuses purely on providing a secure, personal gateway to Google Gemini 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 u14app/gemini-next-chat
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Open WebUI
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Open WebUI · recommended 2×
  2. Chatbot UI · recommended 2×
  3. LocalAI · recommended 1×
  4. AnythingLLM · recommended 1×
  5. LM Studio · recommended 1×
  • CATEGORY QUERY
    How can I quickly deploy a secure, private AI chat interface for personal use?
    you: not recommended
    AI recommended (in order):
    1. LocalAI
    2. AnythingLLM
    3. Open WebUI
    4. LM Studio
    5. Ollama
    6. Chatbot UI
    7. PrivateGPT
    8. Jan

    AI recommended 8 alternatives but never named u14app/gemini-next-chat. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best self-hosted chat interfaces for interacting with cutting-edge conversational AI models?
    you: not recommended
    AI recommended (in order):
    1. Open WebUI
    2. Ollama Web UI
    3. LocalAI Web UI
    4. Chatbot UI
    5. LobeChat

    AI recommended 5 alternatives but never named u14app/gemini-next-chat. 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 u14app/gemini-next-chat?
    pass
    AI did not name u14app/gemini-next-chat — 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 u14app/gemini-next-chat in production, what risks or prerequisites should they evaluate first?
    pass
    AI named u14app/gemini-next-chat 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 u14app/gemini-next-chat solve, and who is the primary audience?
    pass
    AI named u14app/gemini-next-chat explicitly

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

Embed your GEO score

Drop this badge into the README of u14app/gemini-next-chat. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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HTML
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u14app/gemini-next-chat — 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