RRepoGEO

REPOGEO REPORT · LITE

Achno/gowall

Default branch main · commit 51509d3b · scanned 5/12/2026, 1:16:45 AM

GitHub: 2,225 stars · 36 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 Achno/gowall, 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 the README's opening statement to immediately clarify the project's purpose

    Why:

    CURRENT
    The README currently starts with decorative elements and navigation links before the main "Overview" section.
    COPY-PASTE FIX
    Move the core value proposition to the very top of the README, before any navigation or decorative elements. For example:

# Gowall: Your Go CLI Swiss Army Knife for Image Processing
Gowall is a powerful Go CLI tool specializing in wallpaper color scheme conversion, advanced OCR (Traditional & VLM Hybrid), AI image upscaling, compression, and more. It is NOT a firewall or a social media platform.
  • mediumabout#2
    Refine the repository description to explicitly state "Go CLI tool" and "image processing"

    Why:

    CURRENT
    A tool to convert a Wallpaper's color scheme / palette, OCR with VLM's Traditional & Hybrid, Image Compression ,color palette extraction, image upsacling with Adversarial Networks and more image processing features.
    COPY-PASTE FIX
    Gowall is a Go CLI tool for advanced image processing, including wallpaper color scheme conversion, OCR (Traditional & VLM Hybrid), image compression, color palette extraction, and AI upscaling with Adversarial Networks.
  • mediumcomparison#3
    Add a "Comparison with Alternatives" section to the README

    Why:

    COPY-PASTE FIX
    Add a new section to the README, for example:

## Comparison with Alternatives
While tools like ImageMagick, Tesseract OCR, and ColorThief offer individual image processing capabilities, Gowall provides a unique, integrated Go CLI experience. Gowall combines advanced features such as wallpaper theme conversion, multi-provider OCR (including Visual Language Models), and AI upscaling into a single, efficient tool, specifically designed for users who need a versatile image processing utility without juggling multiple applications.

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 Achno/gowall
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
lokesh/color-thief
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. lokesh/color-thief · recommended 1×
  2. python-pillow/Pillow · recommended 1×
  3. scikit-learn/scikit-learn · recommended 1×
  4. imgix · recommended 1×
  5. Google Cloud Vision API · recommended 1×
  • CATEGORY QUERY
    How to automatically adjust image color palettes or extract themes from wallpapers?
    you: not recommended
    AI recommended (in order):
    1. ColorThief (lokesh/color-thief)
    2. Pillow (python-pillow/Pillow)
    3. scikit-learn (scikit-learn/scikit-learn)
    4. imgix
    5. Google Cloud Vision API
    6. Palette.js (jrue/palette.js)
    7. Adobe Color

    AI recommended 7 alternatives but never named Achno/gowall. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What CLI tools offer image upscaling, text extraction, and compression capabilities?
    you: not recommended
    AI recommended (in order):
    1. ImageMagick (ImageMagick/ImageMagick)
    2. Tesseract OCR (tesseract-ocr/tesseract)
    3. OptiPNG
    4. JPEGoptim (tjko/jpegoptim)
    5. FFmpeg (FFmpeg/FFmpeg)
    6. GraphicsMagick (GraphicsMagick/GraphicsMagick)
    7. VIPS (libvips/libvips)
    8. Upscayl (upscayl/upscayl)

    AI recommended 8 alternatives but never named Achno/gowall. 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 Achno/gowall?
    pass
    AI named Achno/gowall explicitly

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

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

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

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Achno/gowall — 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