RRepoGEO

REPOGEO REPORT · LITE

cebeuq/Synthid-Bypass

Default branch main · commit f56620aa · scanned 6/16/2026, 7:52:49 PM

GitHub: 787 stars · 116 forks

AI VISIBILITY SCORE
23 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 cebeuq/Synthid-Bypass, 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
  • hightopics#1
    Add specific topics for AI safety and watermarking

    Why:

    COPY-PASTE FIX
    ai-safety, digital-watermarking, synthid, google-ai, image-processing, proof-of-concept, machine-learning-security
  • highlicense#2
    Add a LICENSE file to the repository root

    Why:

    COPY-PASTE FIX
    Create a file named `LICENSE` in the repository root with the content of your chosen open-source license. For example, for the MIT License:
    
    MIT License
    
    Copyright (c) [YEAR] [COPYRIGHT HOLDER]
    
    Permission is hereby granted, free of charge, to any person obtaining a copy
    of this software and associated documentation files (the "Software"), to deal
    in the Software without restriction, including without limitation the rights
    to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
    copies of the Software, and to permit persons to whom the Software is
    furnished to do so, subject to the following conditions:
    
    The above copyright notice and this permission notice shall be included in all
    copies or substantial portions of the Software.
    
    THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
    IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
    FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
    AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
    LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
    OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
    SOFTWARE.
  • mediumabout#3
    Refine the 'About' description for clarity on AI safety research

    Why:

    CURRENT
    Ai safety research showing a working bypass to Google's synthid on Nano Banana Pro
    COPY-PASTE FIX
    AI safety research demonstrating a proof-of-concept bypass for Google's SynthID digital watermarking technology, specifically on Nano Banana Pro. This project explores the robustness of AI synthetic media watermarks.

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 cebeuq/Synthid-Bypass
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Adobe Photoshop
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Adobe Photoshop · recommended 1×
  2. Clipdrop · recommended 1×
  3. RunwayML · recommended 1×
  4. Luminar Neo · recommended 1×
  5. GIMP · recommended 1×
  • CATEGORY QUERY
    How can I remove embedded watermarks from AI-generated images?
    you: not recommended
    AI recommended (in order):
    1. Adobe Photoshop
    2. Clipdrop
    3. RunwayML
    4. Luminar Neo
    5. GIMP
    6. Paint.NET
    7. Photo Stamp Remover

    AI recommended 7 alternatives but never named cebeuq/Synthid-Bypass. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking tools to test the robustness of AI synthetic media watermarking technologies.
    you: not recommended
    AI recommended (in order):
    1. Adversarial Robustness Toolbox (ART)
    2. Foolbox
    3. CleverHans
    4. OpenAI Gym
    5. TensorFlow Privacy
    6. PyTorch Adversarial Robustness (PAR)
    7. OpenCV
    8. Pillow
    9. scikit-image

    AI recommended 9 alternatives but never named cebeuq/Synthid-Bypass. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 cebeuq/Synthid-Bypass?
    pass
    AI named cebeuq/Synthid-Bypass explicitly

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

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