RRepoGEO

REPOGEO REPORT · LITE

philz1337x/clarity-upscaler

Default branch main · commit cfbdb842 · scanned 5/22/2026, 12:28:34 PM

GitHub: 5,059 stars · 532 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
33 /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
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 philz1337x/clarity-upscaler, 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 introductory text to clearly state its deep learning foundation and role as a free, open-source alternative

    Why:

    CURRENT
    The current README starts with a large H1, then a generic "Hello" section: "I build open source AI apps. To finance my work i also build paid versions of my code. But feel free to use the free code."
    COPY-PASTE FIX
    Replace the current "Hello" section with a concise paragraph immediately following the H1, such as: "Clarity AI is a free and open-source AI Image Upscaler & Enhancer that leverages advanced deep learning models and generative AI techniques. It provides a powerful, high-resolution alternative to commercial solutions like Magnific, enabling creators and users to enhance images effectively."
  • mediumabout#2
    Refine the 'About' description to explicitly mention the target audience

    Why:

    CURRENT
    Clarity AI | AI Image Upscaler & Enhancer - free and open-source Magnific Alternative
    COPY-PASTE FIX
    Clarity AI: A free, open-source AI Image Upscaler & Enhancer for creators and users, offering a powerful alternative to commercial tools like Magnific.
  • lowreadme#3
    Add a dedicated 'Features' or 'Technology' section to detail the AI models/techniques used

    Why:

    CURRENT
    The README excerpt shows an 'Updates' section but no dedicated section detailing the underlying AI technology.
    COPY-PASTE FIX
    Add a new section titled 'Key Features' or 'Under the Hood' that lists specific AI models or techniques (e.g., 'Leverages Stable Diffusion for advanced image generation,' 'Utilizes custom deep learning models for clarity enhancement,' 'ComfyUI node integration').

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 philz1337x/clarity-upscaler
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Waifu2x
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Waifu2x · recommended 2×
  2. Upscayl · recommended 1×
  3. Real-ESRGAN · recommended 1×
  4. SwinIR · recommended 1×
  5. GFPGAN · recommended 1×
  • CATEGORY QUERY
    Need an open-source AI tool to upscale and enhance image resolution effectively.
    you: not recommended
    AI recommended (in order):
    1. Upscayl
    2. Real-ESRGAN
    3. SwinIR
    4. Waifu2x
    5. GFPGAN
    6. Image Super-Resolution (ISR)

    AI recommended 6 alternatives but never named philz1337x/clarity-upscaler. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a free alternative to commercial AI image upscalers for high-resolution outputs.
    you: not recommended
    AI recommended (in order):
    1. Upscayl (upscayl/upscayl)
    2. Real-ESRGAN (xinntao/Real-ESRGAN)
    3. Hugging Face Spaces
    4. Google Colab
    5. Waifu2x
    6. SwinIR (JingyunLiang/SwinIR)
    7. ImageMagick

    AI recommended 7 alternatives but never named philz1337x/clarity-upscaler. 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 philz1337x/clarity-upscaler?
    pass
    AI named philz1337x/clarity-upscaler explicitly

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

  • If a team adopts philz1337x/clarity-upscaler in production, what risks or prerequisites should they evaluate first?
    pass
    AI named philz1337x/clarity-upscaler 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 philz1337x/clarity-upscaler solve, and who is the primary audience?
    pass
    AI did not name philz1337x/clarity-upscaler — 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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philz1337x/clarity-upscaler — 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