RRepoGEO

REPOGEO REPORT · LITE

u14app/gemini-next-chat

Default branch main · commit 543d0bb3 · scanned 6/26/2026, 4:36:56 PM

GitHub: 1,602 stars · 588 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
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
    Emphasize 'ready-to-deploy private chat application' in the README's opening

    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
    Gemini Next Chat is a **ready-to-deploy, private chat application** that allows you to instantly launch your own secure interface for Google Gemini models (1.5 Pro, 1.5 Flash, Pro, and Pro Vision) with one click.
  • mediumabout#2
    Refine the repository description to highlight 'private' and 'one-click deployment'

    Why:

    CURRENT
    Deploy your private Gemini application for free with one click, supporting Gemini 1.5, Gemini 2.0 models.
    COPY-PASTE FIX
    A **one-click deployable, private chat application** for Google Gemini models (1.5 Pro, 1.5 Flash, Pro, Pro Vision), enabling secure and free self-hosting.
  • lowcomparison#3
    Add a 'Why Gemini Next Chat?' or 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    ## Why Gemini Next Chat?
Unlike general-purpose UI frameworks (e.g., Streamlit, Gradio) or local model runners (e.g., LM Studio, Ollama), Gemini Next Chat is a **complete, ready-to-deploy private chat application** specifically designed for Google Gemini. It offers a polished user interface and one-click deployment, focusing on immediate use rather than requiring extensive development or local setup.

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
Gradio
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Gradio · recommended 2×
  2. Streamlit · recommended 2×
  3. Flask · recommended 2×
  4. LM Studio · recommended 1×
  5. Ollama · recommended 1×
  • CATEGORY QUERY
    How can I quickly deploy a private chat application using large language models for free?
    you: not recommended
    AI recommended (in order):
    1. LM Studio
    2. Ollama
    3. Llama 2
    4. Mistral
    5. Phi-2
    6. OpenAI's API
    7. Hugging Face Spaces
    8. Gradio
    9. Streamlit
    10. meta-llama/Llama-2-7b-chat-hf
    11. mistralai/Mistral-7B-Instruct-v0.2
    12. Google Colaboratory (Colab)
    13. text-generation-webui (oobabooga/text-generation-webui)
    14. ngrok
    15. Replicate
    16. meta/llama-2-7b-chat
    17. Flask
    18. llama.cpp (ggerganov/llama.cpp)
    19. transformers (huggingface/transformers)

    AI recommended 19 alternatives but never named u14app/gemini-next-chat. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help build a custom web interface for Google's latest AI models?
    you: not recommended
    AI recommended (in order):
    1. Next.js
    2. Streamlit
    3. Gradio
    4. SvelteKit
    5. Vue.js
    6. Nuxt.js
    7. Flask
    8. Django
    9. Django REST Framework

    AI recommended 9 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 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?

  • 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 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?

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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