RRepoGEO

REPOGEO REPORT · LITE

Mininglamp-AI/Mano-P

Default branch main · commit 4c7d6594 · scanned 5/16/2026, 2:32:55 AM

GitHub: 1,982 stars · 178 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 Mininglamp-AI/Mano-P, 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
    Reposition README's main heading to clearly state core purpose

    Why:

    CURRENT
    <div align="center">
    <h1>
      
      Mano-P 1.0
    </h1>
    <p><strong>GUI-Aware Agent Model for Edge Devices</strong></p>
    <p><strong>Private AI</strong></p>
</div>
    COPY-PASTE FIX
    <div align="center"><h1>Mano-P: Open-source GUI-VLA Agent for Private Desktop Automation on Edge Devices</h1><p><strong>Runs Locally on Apple M4 Mac mini/MacBook — No Data Leaves Your Device</strong></p></div>
  • highhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://ccnt9oddmvfr.feishu.cn/wiki/QUwbwmUwriHdL4kkyqPcWNaPn9c
  • mediumreadme#3
    Clarify the 'Private AI' concept in the README's overview section

    Why:

    CURRENT
    **Mano-P**: "Mano" means "hand" in Spanish, and "P" stands for Private. We believe that both individuals and organizations can create their own Private AI, and a bright future of human-machine collaboration is on the horizon.
    COPY-PASTE FIX
    **Mano-P**: "Mano" means "hand" in Spanish, and "P" stands for Private. Mano-P enables truly private AI by running all GUI-VLA inference locally on your edge device (e.g., Apple M4 Mac mini/MacBook), ensuring no data ever leaves your device. We believe this empowers individuals and organizations to create their own Private AI, fostering a bright future of human-machine collaboration.

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 Mininglamp-AI/Mano-P
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Playwright
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Playwright · recommended 2×
  2. PyAutoGUI · recommended 2×
  3. SikuliX · recommended 2×
  4. Puppeteer · recommended 2×
  5. AutoIt · recommended 1×
  • CATEGORY QUERY
    How to automate graphical user interfaces with an AI agent locally on my personal computer?
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. PyAutoGUI
    3. SikuliX
    4. AutoIt
    5. Puppeteer
    6. Selenium WebDriver

    AI recommended 6 alternatives but never named Mininglamp-AI/Mano-P. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a private vision-language agent for cross-platform desktop automation on edge devices.
    you: not recommended
    AI recommended (in order):
    1. OpenVINO
    2. OpenCV
    3. ONNX Runtime
    4. LLaVA
    5. MiniGPT-4
    6. PyAutoGUI
    7. SikuliX
    8. NVIDIA JetPack
    9. TensorRT
    10. Tesseract OCR
    11. Puppeteer
    12. Playwright
    13. Llama.cpp

    AI recommended 13 alternatives but never named Mininglamp-AI/Mano-P. 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 Mininglamp-AI/Mano-P?
    pass
    AI named Mininglamp-AI/Mano-P explicitly

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

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

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

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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite