RRepoGEO

REPOGEO REPORT · LITE

liliMozi/openhanako

Default branch main · commit 523f813a · scanned 5/8/2026, 4:46:08 AM

GitHub: 2,506 stars · 251 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 liliMozi/openhanako, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Add an explicit English tagline to the README's opening

    Why:

    CURRENT
    <p align="center">一个有记忆、有灵魂的私人 AI 助理</p>
    COPY-PASTE FIX
    <p align="center">一个有记忆、有灵魂的私人 AI 助理</p>
<p align="center">A personal, autonomous desktop AI agent with memory and personality, built on Electron.</p>
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/liliMozi/openhanako

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 liliMozi/openhanako
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Significant-Gravitas/Auto-GPT
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Significant-Gravitas/Auto-GPT · recommended 1×
  2. AgentGPT/AgentGPT · recommended 1×
  3. yoheinakajima/babyagi · recommended 1×
  4. SuperAGI/SuperAGI · recommended 1×
  5. Microsoft Copilot · recommended 1×
  • CATEGORY QUERY
    Looking for a desktop AI assistant with memory and autonomous task execution capabilities.
    you: not recommended
    AI recommended (in order):
    1. Auto-GPT (Significant-Gravitas/Auto-GPT)
    2. AgentGPT (AgentGPT/AgentGPT)
    3. BabyAGI (yoheinakajima/babyagi)
    4. SuperAGI (SuperAGI/SuperAGI)
    5. Microsoft Copilot
    6. ChatGPT

    AI recommended 6 alternatives but never named liliMozi/openhanako. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are some user-friendly GUI AI agents that can learn new skills and manage multiple instances?
    you: not recommended
    AI recommended (in order):
    1. Taskade
    2. Axiom.ai
    3. Zapier
    4. OpenAI (ChatGPT/GPT-4)
    5. Google AI (Gemini)
    6. Anthropic (Claude)
    7. Make (formerly Integromat)
    8. Voiceflow
    9. Robocorp Lab
    10. Microsoft Power Automate Desktop

    AI recommended 10 alternatives but never named liliMozi/openhanako. 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 liliMozi/openhanako?
    pass
    AI named liliMozi/openhanako explicitly

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

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

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

Embed your GEO score

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MARKDOWN (README)
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liliMozi/openhanako — 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