RRepoGEO

REPOGEO REPORT · LITE

allenai/WildDet3D

Default branch main · commit 1b8aa52b · scanned 6/15/2026, 6:27:56 AM

GitHub: 577 stars · 43 forks

AI VISIBILITY SCORE
35 /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
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 allenai/WildDet3D, 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
  • hightopics#1
    Add specific topics for promptable 3D detection and generalization

    Why:

    COPY-PASTE FIX
    3d-object-detection, promptable-ai, computer-vision, generalization, robotics, autonomous-driving, large-scale-data, benchmark
  • highreadme#2
    Add a concise opening sentence to the README highlighting the core differentiator

    Why:

    CURRENT
    The README excerpt starts with a video link and the main title, followed by badges.
    COPY-PASTE FIX
    This project introduces a novel framework and dataset to enable promptable 3D object detection that generalizes effectively across diverse, unconstrained real-world environments, moving beyond traditional single-dataset benchmarks.
  • mediumlicense#3
    Clarify the project's license in the README

    Why:

    COPY-PASTE FIX
    ## License
This project is licensed under the terms specified in the [LICENSE](LICENSE) file. Please refer to that file for full details on usage and distribution.

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 allenai/WildDet3D
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenPCDet
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenPCDet · recommended 1×
  2. MMDetection3D · recommended 1×
  3. CenterPoint · recommended 1×
  4. PointRCNN · recommended 1×
  5. SECOND · recommended 1×
  • CATEGORY QUERY
    Need a solution for robust 3D object detection across diverse, real-world scenes.
    you: not recommended
    AI recommended (in order):
    1. OpenPCDet
    2. MMDetection3D
    3. CenterPoint
    4. PointRCNN
    5. SECOND
    6. PV-RCNN
    7. NVIDIA Isaac ROS

    AI recommended 7 alternatives but never named allenai/WildDet3D. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an AI model that performs prompt-based 3D object detection effectively.
    you: not recommended
    AI recommended (in order):
    1. OpenSeeD
    2. Detic
    3. OV-DETR
    4. PointCLIP V2
    5. LidarCLIP

    AI recommended 5 alternatives but never named allenai/WildDet3D. 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 allenai/WildDet3D?
    pass
    AI named allenai/WildDet3D explicitly

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

  • If a team adopts allenai/WildDet3D in production, what risks or prerequisites should they evaluate first?
    pass
    AI named allenai/WildDet3D 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 allenai/WildDet3D solve, and who is the primary audience?
    pass
    AI named allenai/WildDet3D 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 allenai/WildDet3D. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/allenai/WildDet3D.svg)](https://repogeo.com/en/r/allenai/WildDet3D)
HTML
<a href="https://repogeo.com/en/r/allenai/WildDet3D"><img src="https://repogeo.com/badge/allenai/WildDet3D.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

allenai/WildDet3D — 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