RRepoGEO

REPOGEO REPORT · LITE

SeanChenxy/Hand3DResearch

Default branch main · commit d2b49877 · scanned 5/30/2026, 2:38:10 AM

GitHub: 615 stars · 47 forks

AI VISIBILITY SCORE
30 /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
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 SeanChenxy/Hand3DResearch, 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
  • highreadme#1
    Clarify repo's nature in README opening

    Why:

    CURRENT
    A complete paper list for hand pose can be found here. This repo focuses on some subject areas, ideas, and works.
    COPY-PASTE FIX
    This repository provides a comprehensive, curated list of recent research papers, datasets, and methods in 3D hand pose estimation, hand modeling, and hand-object interaction. It focuses on key subject areas, inspiring ideas, and significant works in the field.
  • highabout#2
    Add a concise description to the repo's "About" section

    Why:

    COPY-PASTE FIX
    A comprehensive, curated list of recent research papers, datasets, and methods in 3D hand pose estimation, hand modeling, and hand-object interaction.

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 SeanChenxy/Hand3DResearch
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
MediaPipe Hands
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. MediaPipe Hands · recommended 2×
  2. OpenPose · recommended 2×
  3. MANO · recommended 2×
  4. HRNet · recommended 1×
  5. Mask R-CNN · recommended 1×
  • CATEGORY QUERY
    What are the current research trends and methods for 3D hand pose estimation?
    you: not recommended
    AI recommended (in order):
    1. MediaPipe Hands
    2. OpenPose
    3. HRNet
    4. Mask R-CNN
    5. PointNet++
    6. V2V-PoseNet
    7. MANO
    8. SMPL-X
    9. HMR
    10. PoseFormer
    11. GANs

    AI recommended 11 alternatives but never named SeanChenxy/Hand3DResearch. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a comprehensive overview of recent advancements in 3D hand modeling techniques.
    you: not recommended
    AI recommended (in order):
    1. MANO
    2. HandMesh
    3. DeepHandMesh
    4. MediaPipe Hands
    5. OpenPose
    6. ContactPose
    7. Neural Radiance Fields
    8. Generative Adversarial Networks

    AI recommended 8 alternatives but never named SeanChenxy/Hand3DResearch. 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 SeanChenxy/Hand3DResearch?
    pass
    AI named SeanChenxy/Hand3DResearch explicitly

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

  • If a team adopts SeanChenxy/Hand3DResearch in production, what risks or prerequisites should they evaluate first?
    pass
    AI named SeanChenxy/Hand3DResearch 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 SeanChenxy/Hand3DResearch solve, and who is the primary audience?
    pass
    AI named SeanChenxy/Hand3DResearch explicitly

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

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SeanChenxy/Hand3DResearch — 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