RRepoGEO

REPOGEO REPORT · LITE

google-deepmind/synthid-text

Default branch main · commit addb4a15 · scanned 5/30/2026, 6:18:08 AM

GitHub: 886 stars · 91 forks

AI VISIBILITY SCORE
17 /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
1 / 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 google-deepmind/synthid-text, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highabout#1
    Add a concise About description

    Why:

    COPY-PASTE FIX
    Reference implementation for SynthID Text watermarking and detection in AI-generated content, supporting models like Gemma and GPT-2 for research.
  • highreadme#2
    Reposition README opening to clearly state core purpose

    Why:

    CURRENT
    # SynthID Text

This repository provides a reference implementation of the SynthID Text watermarking and detection capabilities for the [research paper][nature-paper] published in _Nature_. It is not intended for production use.
    COPY-PASTE FIX
    # SynthID Text: Watermarking and Detection for AI-Generated Text

This repository provides a reference implementation of SynthID Text's watermarking and detection capabilities for AI-generated content, as detailed in our [research paper][nature-paper] published in _Nature_. It is not intended for production use, but serves as a valuable tool for researchers exploring text watermarking with models like Gemma and GPT-2.

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 google-deepmind/synthid-text
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Awatermark
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Awatermark · recommended 2×
  2. OpenAI API Watermarking · recommended 1×
  3. Invisible Watermark · recommended 1×
  4. OpenAI's API · recommended 1×
  5. transformers · recommended 1×
  • CATEGORY QUERY
    What are effective methods for watermarking text generated by large language models?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API Watermarking
    2. Awatermark
    3. Invisible Watermark

    AI recommended 3 alternatives but never named google-deepmind/synthid-text. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a Python library to detect watermarks in AI-generated text outputs.
    you: not recommended
    AI recommended (in order):
    1. OpenAI's API
    2. transformers
    3. NLTK
    4. spaCy
    5. Awatermark
    6. Scikit-learn

    AI recommended 6 alternatives but never named google-deepmind/synthid-text. 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 google-deepmind/synthid-text?
    pass
    AI did not name google-deepmind/synthid-text — 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?

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