RRepoGEO

REPOGEO REPORT · LITE

myshell-ai/AIlice

Default branch master · commit 63a22105 · scanned 5/28/2026, 2:32:43 AM

GitHub: 1,407 stars · 204 forks

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 myshell-ai/AIlice, 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
    Move core value proposition to the top of the README

    Why:

    COPY-PASTE FIX
    Ensure the sentence 'Ailice is a fully **autonomous, general-purpose AI agent**. This project aims to create a standalone artificial intelligence assistant, similar to JARVIS, based on the open-source LLM.' appears immediately after the main `<h1>Ailice</h1>` heading, before any news or updates.
  • mediumhomepage#2
    Add a homepage URL to the repository's About section

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    Add a relevant URL (e.g., a project website, documentation, or a more detailed landing page) to the 'Homepage' field in the repository's About section.
  • lowreadme#3
    Clarify the 'JARVIS-like' comparison in the README

    Why:

    CURRENT
    similar to JARVIS, based on the open-source LLM.
    COPY-PASTE FIX
    similar to JARVIS, functioning as an autonomous agent for complex task execution rather than a simple voice assistant, based on the open-source LLM.

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 myshell-ai/AIlice
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Auto-GPT
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Auto-GPT · recommended 1×
  2. AgentGPT · recommended 1×
  3. BabyAGI · recommended 1×
  4. MetaGPT · recommended 1×
  5. GPT-Engineer · recommended 1×
  • CATEGORY QUERY
    What are the best open-source autonomous AI agents for complex task execution?
    you: not recommended
    AI recommended (in order):
    1. Auto-GPT
    2. AgentGPT
    3. BabyAGI
    4. MetaGPT
    5. GPT-Engineer

    AI recommended 5 alternatives but never named myshell-ai/AIlice. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I set up a locally running JARVIS-like AI assistant for personal use?
    you: not recommended
    AI recommended (in order):
    1. Mycroft AI
    2. Rhasspy
    3. Home Assistant
    4. Assist
    5. Piper
    6. Whisper
    7. Open Assistant
    8. Llama 2
    9. Ollama
    10. GPT4All
    11. PicoVoice
    12. Porcupine
    13. Cheetah
    14. Raven
    15. Jarvis (by Sukeesh)
    16. Jasper

    AI recommended 16 alternatives but never named myshell-ai/AIlice. 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 myshell-ai/AIlice?
    pass
    AI named myshell-ai/AIlice explicitly

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

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

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

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myshell-ai/AIlice — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite