RRepoGEO

REPOGEO REPORT · LITE

bumble-tech/private-detector

Default branch main · commit 3a5c81e5 · scanned 5/15/2026, 2:22:13 AM

GitHub: 1,348 stars · 95 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 bumble-tech/private-detector, 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 H1 and opening paragraph to clarify image content moderation focus

    Why:

    CURRENT
    # Private Detector

This is the repo for Bumble's *Private Detector*™ model - an image classifier that can detect lewd images.
    COPY-PASTE FIX
    # Private Detector: An Open-Source Model for Lewd Image Detection

This repository provides Bumble's *Private Detector*™ model, a specialized image classifier designed to automatically detect and flag lewd or inappropriate images. It's a fully open-source solution for content moderation, enabling developers to integrate a pretrained model for safer user-generated content.
  • hightopics#2
    Add specific topics for content moderation and safety

    Why:

    CURRENT
    bumble, efficientnet, image-classification, tensorflow
    COPY-PASTE FIX
    bumble, efficientnet, image-classification, tensorflow, content-moderation, image-safety, explicit-content-detection, nsfw-detection
  • mediumreadme#3
    Add a 'Why Private Detector?' or 'Key Features' section to highlight differentiators

    Why:

    COPY-PASTE FIX
    ## Why Private Detector?

Unlike proprietary cloud APIs, Private Detector offers a fully open-source, pretrained model for lewd image detection, giving you complete control and flexibility. Built on EfficientNet-v2 and released by Bumble, it provides a robust foundation for integrating content moderation directly into your applications, with the ability to finetune for specific use cases.

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 bumble-tech/private-detector
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Google Cloud Vision AI
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Google Cloud Vision AI · recommended 1×
  2. Amazon Rekognition · recommended 1×
  3. Microsoft Azure AI Vision · recommended 1×
  4. Clarifai · recommended 1×
  5. Sightengine · recommended 1×
  • CATEGORY QUERY
    How to automatically detect inappropriate or explicit images in user uploads?
    you: not recommended
    AI recommended (in order):
    1. Google Cloud Vision AI
    2. Amazon Rekognition
    3. Microsoft Azure AI Vision
    4. Clarifai
    5. Sightengine
    6. Open NSFW
    7. Hugging Face Transformers

    AI recommended 7 alternatives but never named bumble-tech/private-detector. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Efficient deep learning model for identifying sensitive visual content using TensorFlow?
    you: not recommended
    AI recommended (in order):
    1. EfficientNet
    2. MobileNetV3
    3. ResNet
    4. InceptionV3
    5. Xception

    AI recommended 5 alternatives but never named bumble-tech/private-detector. 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 bumble-tech/private-detector?
    pass
    AI named bumble-tech/private-detector explicitly

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

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

    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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bumble-tech/private-detector — 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