RRepoGEO

REPOGEO REPORT · LITE

techjarves/Portable-AI-USB

Default branch main · commit d657496c · scanned 5/18/2026, 4:32:57 PM

GitHub: 1,429 stars · 379 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
22 /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
1 / 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 techjarves/Portable-AI-USB, 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 broader AI application topics

    Why:

    CURRENT
    ollama, portable-ai, usb-drive
    COPY-PASTE FIX
    ollama, portable-ai, usb-drive, ai-assistant, chatbot, large-language-models, llm, offline-ai, local-llm
  • highabout#2
    Reinforce 'AI assistant' in the repository description

    Why:

    CURRENT
    A 100% offline, fully portable, zero-trace AI (Ollama + Llama 3 + AnythingLLM) that runs natively from a USB drive on Windows and Mac.
    COPY-PASTE FIX
    A 100% offline, fully portable, zero-trace AI assistant (Ollama + Llama 3 + AnythingLLM) that runs natively from a USB drive on Windows and Mac.
  • mediumhomepage#3
    Add a homepage URL to the repository

    Why:

    COPY-PASTE FIX
    https://github.com/techjarves/Portable-AI-USB

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 techjarves/Portable-AI-USB
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
TinyCore Linux
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. TinyCore Linux · recommended 1×
  2. Python · recommended 1×
  3. ONNX Runtime · recommended 1×
  4. TensorFlow Lite · recommended 1×
  5. Porteus Kiosk · recommended 1×
  • CATEGORY QUERY
    Seeking a fully portable AI solution that operates natively from a flash drive.
    you: not recommended
    AI recommended (in order):
    1. TinyCore Linux
    2. Python
    3. ONNX Runtime
    4. TensorFlow Lite
    5. Porteus Kiosk
    6. Nginx
    7. Apache
    8. Flask
    9. Django
    10. Puppy Linux
    11. Alpine Linux
    12. Ubuntu Server
    13. Docker
    14. PyTorch
    15. TensorFlow
    16. Windows To Go

    AI recommended 16 alternatives but never named techjarves/Portable-AI-USB. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need an uncensored AI chatbot that works entirely offline without internet access.
    you: not recommended
    AI recommended (in order):
    1. LM Studio
    2. Ollama
    3. GPT4All
    4. LocalAI
    5. KoboldAI Lite / KoboldAI United
    6. PrivateGPT

    AI recommended 6 alternatives but never named techjarves/Portable-AI-USB. 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 techjarves/Portable-AI-USB?
    pass
    AI did not name techjarves/Portable-AI-USB — likely talking about a different project

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

  • If a team adopts techjarves/Portable-AI-USB in production, what risks or prerequisites should they evaluate first?
    pass
    AI named techjarves/Portable-AI-USB 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 techjarves/Portable-AI-USB solve, and who is the primary audience?
    pass
    AI did not name techjarves/Portable-AI-USB — likely talking about a different project

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

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  • Brand-free category queries5 vs 2 in Lite
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