RRepoGEO

REPOGEO REPORT · LITE

aidlearning/AidLearning-FrameWork

Default branch master · commit 84d0676b · scanned 6/19/2026, 3:26:25 PM

GitHub: 5,780 stars · 719 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
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 aidlearning/AidLearning-FrameWork, 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
    Strengthen the English README's opening to highlight combined value

    Why:

    COPY-PASTE FIX
    AidLux is the ultimate **AI development platform for Android and HarmonyOS**, providing a **full Linux desktop environment** (Ubuntu) to **deploy and accelerate large AI models (LLM, VLM, VLA)** directly on your mobile device. It's a one-stop solution for edge AI and embodied intelligence development, seamlessly integrating Android hardware with a powerful Linux AI software stack.
  • mediumtopics#2
    Add more specific topics for combined AI/Linux on Android

    Why:

    CURRENT
    aios, aiot, android, android-hacking, android-linux, android-linux-ai, android-opencl, jupyter, linux, linux-android, linux-on-android, macos-on-android, opencl, py2apk, python, python-for-android, terminal, tflite, vscode
    COPY-PASTE FIX
    aios, aiot, android, android-hacking, android-linux, android-linux-ai, android-opencl, jupyter, linux, linux-android, linux-on-android, macos-on-android, opencl, py2apk, python, python-for-android, terminal, tflite, vscode, mobile-ai-development, edge-ai-platform, android-deep-learning, llm-on-device, ubuntu-on-android, aiot-development
  • lowreadme#3
    Clarify the project's license in the README

    Why:

    COPY-PASTE FIX
    This project is licensed under [Specify the actual license(s) found in your LICENSE file, e.g., 'a custom license combining elements of X and Y', or 'the AidLux License']. Please refer to the [LICENSE](LICENSE) file for full details.

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 aidlearning/AidLearning-FrameWork
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Termux
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Termux · recommended 1×
  2. tigervnc-server · recommended 1×
  3. vncserver · recommended 1×
  4. tightvnc · recommended 1×
  5. XFCE · recommended 1×
  • CATEGORY QUERY
    How can I run a full Linux desktop environment with AI tools on my Android phone?
    you: not recommended
    AI recommended (in order):
    1. Termux
    2. tigervnc-server
    3. vncserver
    4. tightvnc
    5. XFCE
    6. LXDE
    7. MATE
    8. VNC Viewer
    9. bVNC
    10. TensorFlow
    11. PyTorch
    12. scikit-learn
    13. Keras
    14. UserLAnd
    15. Andronix
    16. Linux Deploy

    AI recommended 16 alternatives but never named aidlearning/AidLearning-FrameWork. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What platform allows deep learning model deployment and acceleration on Android devices?
    you: not recommended
    AI recommended (in order):
    1. TensorFlow Lite
    2. PyTorch Mobile
    3. MediaPipe
    4. ML Kit
    5. ONNX Runtime Mobile
    6. Qualcomm Neural Processing SDK (SNPE)
    7. Huawei HiAI Engine

    AI recommended 7 alternatives but never named aidlearning/AidLearning-FrameWork. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • 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 aidlearning/AidLearning-FrameWork?
    pass
    AI named aidlearning/AidLearning-FrameWork explicitly

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

  • If a team adopts aidlearning/AidLearning-FrameWork in production, what risks or prerequisites should they evaluate first?
    pass
    AI named aidlearning/AidLearning-FrameWork 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 aidlearning/AidLearning-FrameWork solve, and who is the primary audience?
    pass
    AI named aidlearning/AidLearning-FrameWork 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 aidlearning/AidLearning-FrameWork. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/aidlearning/AidLearning-FrameWork.svg)](https://repogeo.com/en/r/aidlearning/AidLearning-FrameWork)
HTML
<a href="https://repogeo.com/en/r/aidlearning/AidLearning-FrameWork"><img src="https://repogeo.com/badge/aidlearning/AidLearning-FrameWork.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

aidlearning/AidLearning-FrameWork — 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