RRepoGEO

REPOGEO REPORT · LITE

walzimmer/3d-bat

Default branch master · commit 75ca64cb · scanned 6/2/2026, 11:11:57 AM

GitHub: 811 stars · 162 forks

AI VISIBILITY SCORE
22 /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
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 walzimmer/3d-bat, 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
    Clarify "BAT" in the README's opening to prevent misinterpretation

    Why:

    CURRENT
    <h1>3D Bounding Box Annotation Toolbox</h1>

# Overview ✨
    COPY-PASTE FIX
    <h1>3D Bounding Box Annotation Toolbox (3D-BAT)</h1>

3D-BAT is a comprehensive, web-based annotation tool designed for efficient 3D bounding box labeling on point clouds and images, primarily for autonomous driving datasets.
  • highhomepage#2
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://github.com/walzimmer/3d-bat
  • mediumtopics#3
    Refine and expand GitHub topics for better AI categorization

    Why:

    CURRENT
    2d, 3d, 3d-object-detection, active-learning, annotation, automatic, autonomous-driving, bounding-box, detection, interpolation, javascript, mechanical-turk, multi-platform, multi-view, point-cloud, pointcloud, semi-automatic, surround, tool, web
    COPY-PASTE FIX
    2d, 3d, 3d-object-detection, active-learning, annotation, automatic, autonomous-driving, bounding-box, computer-vision, data-labeling, detection, interpolation, javascript, labeling-tool, lidar-annotation, mechanical-turk, multi-platform, multi-view, point-cloud, semi-automatic, surround, web

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 walzimmer/3d-bat
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
SuperAnnotate
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. SuperAnnotate · recommended 2×
  2. opencv/cvat · recommended 2×
  3. Scale AI Platform · recommended 1×
  4. Annotate.io · recommended 1×
  5. voxel51/fiftyone · recommended 1×
  • CATEGORY QUERY
    What tools are available for annotating 3D bounding boxes on point clouds and images?
    you: not recommended
    AI recommended (in order):
    1. Scale AI Platform
    2. SuperAnnotate
    3. CVAT (opencv/cvat)
    4. Annotate.io
    5. Voxel51 FiftyOne (voxel51/fiftyone)
    6. 3D Bounding Box Labeler
    7. CloudCompare (CloudCompare/CloudCompare)

    AI recommended 7 alternatives but never named walzimmer/3d-bat. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a web-based annotation tool for 3D object detection in autonomous driving datasets.
    you: not recommended
    AI recommended (in order):
    1. Scale Rapid
    2. SuperAnnotate
    3. CVAT (Computer Vision Annotation Tool) (opencv/cvat)
    4. V7 (V7 Labs)
    5. AWS Ground Truth
    6. Annotate.com (by BasicAI)
    7. DataLoop

    AI recommended 7 alternatives but never named walzimmer/3d-bat. 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 walzimmer/3d-bat?
    pass
    AI did not name walzimmer/3d-bat — 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 walzimmer/3d-bat in production, what risks or prerequisites should they evaluate first?
    pass
    AI named walzimmer/3d-bat 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 walzimmer/3d-bat solve, and who is the primary audience?
    pass
    AI did not name walzimmer/3d-bat — 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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walzimmer/3d-bat — 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