RRepoGEO

REPOGEO REPORT · LITE

bumble-tech/private-detector

Default branch main · commit 3a5c81e5 · scanned 6/25/2026, 4:51:55 PM

GitHub: 1,350 stars · 95 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)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 the README's opening statement to emphasize content moderation and safety

    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

This repository hosts Bumble's *Private Detector*™ model, a robust image classifier specifically designed for detecting lewd and inappropriate images to enhance online content moderation and user safety.
  • mediumtopics#2
    Add specific topics related to content moderation and NSFW detection

    Why:

    CURRENT
    bumble, efficientnet, image-classification, tensorflow
    COPY-PASTE FIX
    bumble, efficientnet, image-classification, tensorflow, content-moderation, nsfw-detection, online-safety, deep-learning-model
  • lowreadme#3
    Clarify the model's target audience and differentiator in the README

    Why:

    COPY-PASTE FIX
    This model is particularly suited for platforms requiring robust, production-ready solutions for automated content filtering and safeguarding user experiences.

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
TensorFlow Hub
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. TensorFlow Hub · recommended 1×
  2. Open NSFW Model (NSFW-Detector) · recommended 1×
  3. MobileNetV2 · recommended 1×
  4. ResNet50 · recommended 1×
  5. EfficientNetB0 · recommended 1×
  • CATEGORY QUERY
    TensorFlow model to automatically detect explicit images for content moderation?
    you: not recommended
    AI recommended (in order):
    1. TensorFlow Hub
    2. Open NSFW Model (NSFW-Detector)
    3. MobileNetV2
    4. ResNet50
    5. EfficientNetB0
    6. InceptionV3

    AI recommended 6 alternatives but never named bumble-tech/private-detector. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Open source library to identify and filter inappropriate visual content in user submissions?
    you: not recommended
    AI recommended (in order):
    1. NudeNet
    2. Open NSFW
    3. DeepFace
    4. YOLO
    5. OpenCV

    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

Drop this badge into the README of bumble-tech/private-detector. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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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