REPOGEO REPORT · LITE

techjarves/USB-Uncensored-LLM

Default branch main · commit b1d4e05b · scanned 6/22/2026, 12:03:46 AM

GitHub: 1,657 stars · 364 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/USB-Uncensored-LLM, 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 opening to emphasize "zero-install, portable USB/SSD LLM environment"

Why:

CURRENT

# USB-Uncensored-LLM ⚡

**USB-Uncensored-LLM** is a fully air-gapped, zero-dependency, plug-and-play Local AI environment designed to run seamlessly from your **local hard drive** or a **portable USB/SSD**.

COPY-PASTE FIX

# USB-Uncensored-LLM ⚡

**USB-Uncensored-LLM** is the ultimate zero-install, portable local AI environment, designed to run high-quality, uncensored LLMs directly from any USB drive or SSD. It's a fully air-gapped, cross-platform (Win/Mac/Linux), and privacy-first solution with persistent chat history.

highlicense#2

Add a LICENSE file to the repository

Why:

CURRENT

(no LICENSE file detected — the repo has no recognizable license)

COPY-PASTE FIX

Choose and add a standard open-source license file (e.g., MIT, Apache-2.0, GPL-3.0) to the repository root.

mediumtopics#3

Expand repository topics for better category visibility

Why:

CURRENT

local-llm, portable-ai, uncensored-ai

COPY-PASTE FIX

local-llm, portable-ai, uncensored-ai, zero-install, offline-llm, cross-platform, air-gapped, llm-environment, usb-bootable

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/USB-Uncensored-LLM

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

LM Studio

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

LM Studio · recommended 2×
Ollama · recommended 1×
Jan · recommended 1×
oobabooga/text-generation-webui · recommended 1×
llama.cpp · recommended 1×

CATEGORY QUERY
How to run large language models offline directly from a USB drive?
you: not recommended
AI recommended (in order):
1. LM Studio
2. Ollama
3. Jan
4. text-generation-webui (oobabooga/text-generation-webui)
5. llama.cpp
6. LoLLMS Web UI
AI recommended 6 alternatives but never named techjarves/USB-Uncensored-LLM. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What's the easiest way to get an uncensored, cross-platform local LLM environment?
you: not recommended
AI recommended (in order):
1. LM Studio
2. Ollama (ollama/ollama)
3. Jan (janhq/jan)
4. Pinokio (pinokio-ai/pinokio)
5. GPT4All (nomic-ai/gpt4all)
6. KoboldCpp (LostRuins/koboldcpp)
AI recommended 6 alternatives but never named techjarves/USB-Uncensored-LLM. 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/USB-Uncensored-LLM?
pass
AI did not name techjarves/USB-Uncensored-LLM — 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/USB-Uncensored-LLM in production, what risks or prerequisites should they evaluate first?
pass
AI named techjarves/USB-Uncensored-LLM 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/USB-Uncensored-LLM solve, and who is the primary audience?
pass
AI named techjarves/USB-Uncensored-LLM 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 techjarves/USB-Uncensored-LLM. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/techjarves/USB-Uncensored-LLM.svg)](https://repogeo.com/en/r/techjarves/USB-Uncensored-LLM)

HTML

<a href="https://repogeo.com/en/r/techjarves/USB-Uncensored-LLM"><img src="https://repogeo.com/badge/techjarves/USB-Uncensored-LLM.svg" alt="RepoGEO" /></a>

Pro

Subscribe to Pro for deep diagnoses

techjarves/USB-Uncensored-LLM — 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