RRepoGEO

REPOGEO REPORT · LITE

betomoedano/snapai

Default branch main · commit 25c1ed44 · scanned 5/15/2026, 10:33:06 PM

GitHub: 1,814 stars · 109 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 betomoedano/snapai, 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
  • highabout#1
    Refine the 'about' description for specificity

    Why:

    CURRENT
    AI-powered icon generation CLI for React Native & Expo developers. Generate stunning app icons in seconds using OpenAI's latest models.
    COPY-PASTE FIX
    AI-powered mobile app icon generation CLI for React Native & Expo developers. Generate stunning app icons in seconds using OpenAI's latest models, optimized for iOS and Android.
  • highreadme#2
    Strengthen README's opening paragraph to prevent miscategorization

    Why:

    CURRENT
    SnapAI is a developer-friendly CLI that talks directly to: OpenAI Images** (`gpt-1.5` → `gpt-image-1.5`, `gpt-1` → `gpt-image-1`, `gpt-image-2` → `gpt-image-2`) Google Nano Banana** _(Gemini image models)_ — selected via `--model banana` or `--model banana-2`
    COPY-PASTE FIX
    SnapAI is a developer-friendly CLI specifically designed for generating high-quality mobile app icons by talking directly to: OpenAI Images** (`gpt-1.5` → `gpt-image-1.5`, `gpt-1` → `gpt-image-1`, `gpt-image-2` → `gpt-image-2`) Google Nano Banana** _(Gemini image models)_ — selected via `--model banana` or `--model banana-2`
  • mediumcomparison#3
    Add a 'Comparison to Alternatives' section

    Why:

    COPY-PASTE FIX
    ## Comparison to Alternatives

SnapAI stands out from generic image generation tools and APIs like DALL-E 3, Midjourney, Stable Diffusion, or the raw OpenAI API by focusing exclusively on **mobile app icon generation**. While these tools offer broad image creation capabilities, SnapAI is purpose-built for developers, offering:

- **Dedicated for App Icons**: Optimized prompts and workflows for square, 1024x1024 app icon artwork, specifically for React Native and Expo projects.
- **CLI-first**: Seamless integration into developer workflows and CI/CD pipelines, unlike UI-driven tools.
- **No Manual Resizing/Cropping**: Outputs are directly usable for mobile platforms, avoiding the need for additional image manipulation tools like ImageMagick or Pillow.
- **Developer-centric**: Designed for speed and ease of use for mobile developers, abstracting away complex API calls and prompt engineering for icons.

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 betomoedano/snapai
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
DALL-E 3
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. DALL-E 3 · recommended 2×
  2. OpenAI API · recommended 2×
  3. ImageMagick · recommended 2×
  4. Midjourney · recommended 2×
  5. Stable Diffusion · recommended 2×
  • CATEGORY QUERY
    How can React Native developers quickly generate square app icons using AI from the command line?
    you: not recommended
    AI recommended (in order):
    1. IconKitchen CLI
    2. DALL-E 3
    3. OpenAI API
    4. ImageMagick
    5. Midjourney
    6. Discord API/Bot
    7. Stable Diffusion
    8. diffusers library
    9. Replicate API
    10. ControlNet

    AI recommended 10 alternatives but never named betomoedano/snapai. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good CLI tools for automating mobile app icon creation with artificial intelligence?
    you: not recommended
    AI recommended (in order):
    1. DALL-E 3
    2. OpenAI API
    3. ImageMagick
    4. Pillow
    5. Midjourney
    6. Stable Diffusion
    7. diffusers
    8. Figma
    9. Sketch
    10. Adobe XD
    11. Puppeteer
    12. Playwright
    13. Iconify
    14. Icon Generator

    AI recommended 14 alternatives but never named betomoedano/snapai. 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 betomoedano/snapai?
    pass
    AI named betomoedano/snapai explicitly

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

  • If a team adopts betomoedano/snapai in production, what risks or prerequisites should they evaluate first?
    pass
    AI named betomoedano/snapai 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 betomoedano/snapai solve, and who is the primary audience?
    pass
    AI named betomoedano/snapai explicitly

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

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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite