RRepoGEO

REPOGEO REPORT · LITE

techjarves/Portable-AI-USB

Default branch main · commit d657496c · scanned 6/17/2026, 8:17:57 PM

GitHub: 2,018 stars · 516 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
28 /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
2 / 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
  • highreadme#1
    Refine README's opening paragraph to highlight core technologies

    Why:

    CURRENT
    # 🔒 Portable Uncensored AI — Runs Entirely from a USB Drive

A **fully private, portable, uncensored AI assistant** that runs 100% from a USB flash drive. No internet needed after setup. No data leaves the USB. Works on **Windows**, **Mac**, and **Linux**.
    COPY-PASTE FIX
    # 🔒 Portable Uncensored AI — Runs Entirely from a USB Drive

A **fully private, portable, uncensored AI assistant** powered by **Ollama, Llama 3, and AnythingLLM** that runs 100% from a USB flash drive. No internet needed after setup. No data leaves the USB. Works on **Windows**, **Mac**, and **Linux**.
  • hightopics#2
    Expand repository topics to include key technologies and use cases

    Why:

    CURRENT
    ollama, portable-ai, usb-drive
    COPY-PASTE FIX
    ollama, portable-ai, usb-drive, offline-ai, local-llm, llama3, anythingllm, windows, macos, linux, privacy
  • mediumhomepage#3
    Add the YouTube tutorial link as the repository homepage

    Why:

    COPY-PASTE FIX
    https://youtu.be/cqrMfO6AZRU

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
LM Studio
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LM Studio · recommended 2×
  2. ollama/ollama · recommended 1×
  3. ollama-webui/ollama-webui · recommended 1×
  4. jan-ai/jan · recommended 1×
  5. PrivateGPT/PrivateGPT · recommended 1×
  • CATEGORY QUERY
    How can I set up a completely offline and private AI assistant on a USB drive?
    you: not recommended
    AI recommended (in order):
    1. LM Studio
    2. Ollama (ollama/ollama)
    3. ollama-webui (ollama-webui/ollama-webui)
    4. Jan (jan-ai/jan)
    5. PrivateGPT (PrivateGPT/PrivateGPT)
    6. KoboldCpp (LostRuins/koboldcpp)
    7. Ubuntu MATE
    8. MX Linux
    9. Arch Linux

    AI recommended 9 alternatives but never named techjarves/Portable-AI-USB. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools allow running large language models from a portable drive without internet?
    you: not recommended
    AI recommended (in order):
    1. LM Studio
    2. Ollama
    3. Open WebUI
    4. Jan
    5. KoboldCpp
    6. llama.cpp
    7. llama-cpp-python

    AI recommended 7 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 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?

  • 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
  • Prioritized action items8 vs 3 in Lite