REPOGEO REPORT · LITE

off-grid-ai/mobile

Default branch main · commit 23ee0e9d · scanned 6/21/2026, 4:27:35 AM

GitHub: 2,523 stars · 225 forks

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 off-grid-ai/mobile, 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 H3 and opening sentence to clarify "mobile app" and mobile-first focus

Why:

CURRENT

### The Swiss Army Knife of On-Device AI
**Chat. Generate images. Use tools. See. Listen. All on your phone or Mac. All offline. Zero data leaves your device.**

COPY-PASTE FIX

### The Swiss Army Knife of On-Device AI Mobile App
**Off Grid is the open-source mobile application that lets you Chat, Generate images, Use tools, See, and Listen. Primarily designed for your phone (Android & iOS), also available on Mac. All offline. Zero data leaves your device.**

mediumreadme#2

Reorder README to prioritize the open-source project's value before "Pro" features

Why:

CURRENT

The ## Off Grid Pro section and its details appear immediately after the initial project description.

COPY-PASTE FIX

Move the ## Off Grid Pro section and its details further down the README, after a more comprehensive explanation of what the *open-source* off-grid-ai/mobile project provides and how to use it.

lowcomparison#3

Add a "What Off Grid Is Not" or "Comparison" section to address common misconceptions

Why:

COPY-PASTE FIX

Add a new section, for example:
## What Off Grid Is Not
*   **Not an ML Framework:** Off Grid is a complete mobile application, not a low-level library like MLC LLM, Core ML, or TensorFlow Lite for developers to integrate into their own apps.
*   **Not Desktop-Only:** While available on Mac, Off Grid is primarily built for mobile devices, unlike desktop-focused solutions such as LM Studio or Ollama.
*   **Not Cloud-Dependent:** All AI processing happens on-device, ensuring privacy and offline functionality, unlike cloud-based AI services.

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 off-grid-ai/mobile

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

MLC LLM

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

MLC LLM · recommended 2×
Core ML · recommended 1×
TensorFlow Lite · recommended 1×
ONNX Runtime Mobile · recommended 1×
MediaPipe · recommended 1×

CATEGORY QUERY
What tools enable running large language models and image generation on mobile devices completely offline?
you: not recommended
AI recommended (in order):
1. MLC LLM
2. Core ML
3. TensorFlow Lite
4. ONNX Runtime Mobile
5. MediaPipe
6. PyTorch Mobile
7. Hugging Face Transformers.js
AI recommended 7 alternatives but never named off-grid-ai/mobile. This is the gap to close.
Show full AI answer
CATEGORY QUERY
How can I ensure AI chat and image generation remains private by staying entirely on-device?
you: not recommended
AI recommended (in order):
1. LM Studio
2. Ollama
3. InvokeAI
4. Automatic1111's Stable Diffusion WebUI
5. Fooocus
6. MLC LLM
7. Draw Things
AI recommended 7 alternatives but never named off-grid-ai/mobile. 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 off-grid-ai/mobile?
pass
AI named off-grid-ai/mobile explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts off-grid-ai/mobile in production, what risks or prerequisites should they evaluate first?
pass
AI named off-grid-ai/mobile 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 off-grid-ai/mobile solve, and who is the primary audience?
pass
AI named off-grid-ai/mobile 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 off-grid-ai/mobile. 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/off-grid-ai/mobile.svg)](https://repogeo.com/en/r/off-grid-ai/mobile)

HTML

<a href="https://repogeo.com/en/r/off-grid-ai/mobile"><img src="https://repogeo.com/badge/off-grid-ai/mobile.svg" alt="RepoGEO" /></a>

Pro

Subscribe to Pro for deep diagnoses

off-grid-ai/mobile — 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