RRepoGEO

REPOGEO REPORT · LITE

ChatBot-All/chatbot-app

Default branch README · commit 549afd5a · scanned 6/13/2026, 11:32:33 AM

GitHub: 660 stars · 36 forks

AI VISIBILITY SCORE
28 /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
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 ChatBot-All/chatbot-app, 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
  • highlicense#1
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root with your chosen open-source license (e.g., MIT, Apache-2.0, GPL-3.0).
  • highreadme#2
    Clarify the README's main heading and opening statement

    Why:

    CURRENT
    <h1 align="center"><a href="https://apps.apple.com/app/id6499505508">ChatBot - Suppoort More Models<a/></h1>
    COPY-PASTE FIX
    # ChatBot-All/chatbot-app: A Multi-Model AI Chat Application for Desktop & Mobile

This open-source application provides a unified interface for interacting with various AI models like GPT, Gemini Pro, Cohere, and Ollama, designed for privacy-first local data storage on iOS, Android, and macOS.
  • mediumtopics#3
    Expand repository topics to improve category visibility

    Why:

    CURRENT
    chatgpt, chatgpt-api, gemini, gemini-api
    COPY-PASTE FIX
    ai-chatbot, multi-model-ai, desktop-app, mobile-app, privacy-first, local-storage, gpt, gemini, cohere, ollama, deepseek, kimi, llm-application, cross-platform

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 ChatBot-All/chatbot-app
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ChatGPT
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ChatGPT · recommended 1×
  2. Copilot · recommended 1×
  3. Gemini · recommended 1×
  4. Perplexity AI · recommended 1×
  5. Poe · recommended 1×
  • CATEGORY QUERY
    What are the best multi-model AI chat applications for desktop and mobile devices?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. Copilot
    3. Gemini
    4. Perplexity AI
    5. Poe
    6. Claude

    AI recommended 6 alternatives but never named ChatBot-All/chatbot-app. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a private AI conversational app with local data storage and advanced features.
    you: not recommended
    AI recommended (in order):
    1. Jan (janhq/jan)
    2. LM Studio
    3. Ollama (ollama/ollama)
    4. LocalAI (go-skynet/LocalAI)
    5. GPT4All (nomic-ai/gpt4all)
    6. PrivateGPT (imartinez/privateGPT)

    AI recommended 6 alternatives but never named ChatBot-All/chatbot-app. 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 ChatBot-All/chatbot-app?
    pass
    AI did not name ChatBot-All/chatbot-app — 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 ChatBot-All/chatbot-app in production, what risks or prerequisites should they evaluate first?
    pass
    AI named ChatBot-All/chatbot-app 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 ChatBot-All/chatbot-app solve, and who is the primary audience?
    pass
    AI named ChatBot-All/chatbot-app 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 ChatBot-All/chatbot-app. 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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ChatBot-All/chatbot-app — 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