RRepoGEO

REPOGEO REPORT · LITE

facebookresearch/stable_signature

Default branch main · commit c91217c0 · scanned 6/7/2026, 7:53:24 AM

GitHub: 513 stars · 67 forks

AI VISIBILITY SCORE
28 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 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 facebookresearch/stable_signature, 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 opening to clearly state purpose and audience for AI-generated image watermarking.

    Why:

    CURRENT
    # ✍️ The Stable Signature: Rooting Watermarks in Latent Diffusion Models

Implementation and pretrained models.
For details, see **the paper** (or go to ICCV 2023 in Paris 🥐).
    COPY-PASTE FIX
    # ✍️ The Stable Signature: Rooting Watermarks in Latent Diffusion Models

The Stable Signature provides a robust, imperceptible watermarking solution specifically designed for images generated by latent diffusion models. This repository offers the official implementation and pretrained models for embedding and extracting watermarks, enabling content creators and platforms to prove ownership and detect AI-generated content with high resilience against common manipulations.

For details, see **the paper** (or go to ICCV 2023 in Paris 🥐).
  • hightopics#2
    Add comprehensive topics to improve category visibility.

    Why:

    CURRENT
    digital-watermarking, watermarking
    COPY-PASTE FIX
    digital-watermarking, watermarking, ai-generated-content, diffusion-models, latent-diffusion, image-watermarking, content-authenticity, deepfake-detection, generative-ai, computer-vision, machine-learning, image-manipulation-robustness
  • mediumhomepage#3
    Add the project's official webpage as the repository homepage.

    Why:

    COPY-PASTE FIX
    Update the 'Website' field in the repository's 'About' section with the URL of the official project webpage (e.g., the one linked as 'Webpage' in your README).

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 facebookresearch/stable_signature
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
AUTOMATIC1111/stable-diffusion-webui
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. AUTOMATIC1111/stable-diffusion-webui · recommended 1×
  2. ShieldMoe/invisible-watermark · recommended 1×
  3. SynthID · recommended 1×
  4. Watermark Diffusion · recommended 1×
  5. Wang-Chen/HiDDeN · recommended 1×
  • CATEGORY QUERY
    How to embed invisible watermarks into images created by diffusion models?
    you: not recommended
    AI recommended (in order):
    1. A1111 Web UI (Automatic1111 Stable Diffusion Web UI) (AUTOMATIC1111/stable-diffusion-webui)
    2. Invisible Watermark (ShieldMoe/invisible-watermark)
    3. SynthID
    4. Watermark Diffusion
    5. HiDDeN (Wang-Chen/HiDDeN)

    AI recommended 5 alternatives but never named facebookresearch/stable_signature. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What methods exist for robustly watermarking AI-generated images to prove ownership?
    you: not recommended
    AI recommended (in order):
    1. StegMark
    2. Aether
    3. pHash
    4. imgHash
    5. Content Authenticity Initiative (CAI) standard
    6. Starling Framework
    7. AdvProp
    8. DeepMark
    9. Watermarkly
    10. Visual Watermark

    AI recommended 10 alternatives but never named facebookresearch/stable_signature. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    warn

    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 facebookresearch/stable_signature?
    pass
    AI named facebookresearch/stable_signature explicitly

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

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

Embed your GEO score

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MARKDOWN (README)
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  • Brand-free category queries5 vs 2 in Lite
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