REPOGEO REPORT · LITE

BaiShuanghao/Awesome-Robotics-Manipulation

Default branch main · commit 0fb1ab7f · scanned 6/2/2026, 1:03:12 AM

GitHub: 991 stars · 50 forks

AI VISIBILITY SCORE

33 /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

2 / 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 BaiShuanghao/Awesome-Robotics-Manipulation, 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

Add a clear 'Awesome List' declaration immediately after the H1

Why:

COPY-PASTE FIX

Insert the following line directly after `# Awesome-Robotics-Manipulation`: 'A curated Awesome List of research papers, codes, and resources for Robot Manipulation.'

mediumhomepage#2

Update or clarify the repository's homepage link

Why:

CURRENT

https://arxiv.org/abs/2510.10903

COPY-PASTE FIX

Consider changing the homepage to the GitHub repository URL itself (`https://github.com/BaiShuanghao/Awesome-Robotics-Manipulation`) or a dedicated website for the list, and move the arXiv paper link to a 'Related Paper' section in the README.

lowcomparison#3

Add a comparison section to highlight unique value against academic databases

Why:

COPY-PASTE FIX

Add a new section to the README, e.g., '## 💡 Why This List vs. Academic Databases?', with content like: 'Unlike general academic search engines such as Google Scholar or arXiv, this repository offers a hand-curated, categorized, and continuously updated collection of key papers, codes, and resources specifically focused on robot manipulation, saving researchers time in discovery and organization.'

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 BaiShuanghao/Awesome-Robotics-Manipulation

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Google Scholar

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

Google Scholar · recommended 1×
arXiv · recommended 1×
IEEE Xplore Digital Library · recommended 1×
ACM Digital Library · recommended 1×
Robotics: Science and Systems (RSS) Proceedings · recommended 1×

CATEGORY QUERY
Where can I find a comprehensive list of research papers on robot manipulation?
you: not recommended
AI recommended (in order):
1. Google Scholar
2. arXiv
3. IEEE Xplore Digital Library
4. ACM Digital Library
5. Robotics: Science and Systems (RSS) Proceedings
6. OpenReview
7. Semantic Scholar
AI recommended 7 alternatives but never named BaiShuanghao/Awesome-Robotics-Manipulation. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Seeking resources for learning-based robot control, especially for grasping and imitation learning.
you: not recommended
AI recommended (in order):
1. PyTorch
2. PyTorch Lightning
3. RLlib
4. TensorFlow
5. Keras
6. TF-Agents
7. ROS (Robot Operating System)
8. MoveIt!
9. Gazebo
10. DeepMind's Acme
11. Isaac Gym
12. Isaac Sim
13. OpenAI Gym
14. Farama Foundation Gymnasium
15. Robotics Toolbox for MATLAB (Peter Corke)
AI recommended 15 alternatives but never named BaiShuanghao/Awesome-Robotics-Manipulation. 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 BaiShuanghao/Awesome-Robotics-Manipulation?
pass
AI named BaiShuanghao/Awesome-Robotics-Manipulation explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts BaiShuanghao/Awesome-Robotics-Manipulation in production, what risks or prerequisites should they evaluate first?
pass
AI named BaiShuanghao/Awesome-Robotics-Manipulation 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 BaiShuanghao/Awesome-Robotics-Manipulation solve, and who is the primary audience?
pass
AI did not name BaiShuanghao/Awesome-Robotics-Manipulation — 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?

Embed your GEO score

Drop this badge into the README of BaiShuanghao/Awesome-Robotics-Manipulation. 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)

[![RepoGEO](https://repogeo.com/badge/BaiShuanghao/Awesome-Robotics-Manipulation.svg)](https://repogeo.com/en/r/BaiShuanghao/Awesome-Robotics-Manipulation)

HTML

<a href="https://repogeo.com/en/r/BaiShuanghao/Awesome-Robotics-Manipulation"><img src="https://repogeo.com/badge/BaiShuanghao/Awesome-Robotics-Manipulation.svg" alt="RepoGEO" /></a>

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BaiShuanghao/Awesome-Robotics-Manipulation — 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