RRepoGEO

REPOGEO REPORT · LITE

liliMozi/openhanako

Default branch main · commit cbbc803d · scanned 6/18/2026, 12:06:26 AM

GitHub: 4,854 stars · 444 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)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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

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

OVERALL DIRECTION
  • hightopics#1
    Add descriptive topics to improve categorization

    Why:

    COPY-PASTE FIX
    personal-ai-agent, ai-assistant, autonomous-agent, gui, desktop-assistant, memory, personality, open-source, productivity
  • highreadme#2
    Reposition README opening to highlight key differentiators

    Why:

    CURRENT
    The current H1 and subtitle, followed by '## HanaAgent 是什么' and its introductory paragraph.
    COPY-PASTE FIX
    Insert this sentence immediately after the main title/subtitle: 'HanaAgent is an open-source, personal AI agent with a complete graphical interface, memory, and customizable personality, designed for *everyone* to autonomously assist with daily computer tasks, bridging the gap between powerful AI agents and everyday users.'
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://your-project-homepage.com

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
ChatGPT Plus
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ChatGPT Plus · recommended 1×
  2. Character AI · recommended 1×
  3. Replika · recommended 1×
  4. Poe · recommended 1×
  5. Jan · recommended 1×
  • CATEGORY QUERY
    Looking for a personal AI assistant with memory, customizable personality, and a graphical interface.
    you: not recommended
    AI recommended (in order):
    1. ChatGPT Plus
    2. Character AI
    3. Replika
    4. Poe
    5. Jan
    6. SillyTavern

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

    Show full AI answer
  • CATEGORY QUERY
    What are some autonomous AI agents that can learn new skills and assist with daily computer tasks?
    you: not recommended
    AI recommended (in order):
    1. AutoGPT (Significant-Gravitas/AutoGPT)
    2. BabyAGI (yoheinakajima/babyagi)
    3. SuperAGI (TransformerOptimus/SuperAGI)
    4. AgentGPT (reworkd/AgentGPT)
    5. Microsoft Copilot
    6. LangChain (langchain-ai/langchain)
    7. Open Interpreter (KillianLucas/open-interpreter)

    AI recommended 7 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?

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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