BaiShuanghao/Awesome-Robotics-Manipulation

• highreadme#1

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

  原因：

  复制粘贴的修复

  复制

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

  待办完成忽略
• mediumhomepage#2

  Update or clarify the repository's homepage link

  原因：

  当前

  https://arxiv.org/abs/2510.10903

  复制粘贴的修复

  复制

  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.

  待办完成忽略
• lowcomparison#3

  Add a comparison section to highlight unique value against academic databases

  原因：

  复制粘贴的修复

  复制

  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.'

  待办完成忽略

本次扫描解析到的品类 GEO 通道：google/gemini-2.5-flash, deepseek/deepseek-v4-flash

• 品类问题

  Where can I find a comprehensive list of research papers on robot manipulation?

  你：未被推荐
  AI 推荐顺序：

  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 推荐了 7 个替代方案，却始终没点名 BaiShuanghao/Awesome-Robotics-Manipulation。这就是要补上的差距。

  查看 AI 完整回答
• 品类问题

  Seeking resources for learning-based robot control, especially for grasping and imitation learning.

  你：未被推荐
  AI 推荐顺序：

  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 推荐了 15 个替代方案，却始终没点名 BaiShuanghao/Awesome-Robotics-Manipulation。这就是要补上的差距。

  查看 AI 完整回答

• Metadata completeness

  pass

• README presence

  pass

• Compared to common alternatives in this category, what is the core differentiator of BaiShuanghao/Awesome-Robotics-Manipulation?

  pass
  ✓AI 明确点名了 BaiShuanghao/Awesome-Robotics-Manipulation

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• If a team adopts BaiShuanghao/Awesome-Robotics-Manipulation in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI 明确点名了 BaiShuanghao/Awesome-Robotics-Manipulation

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• In one sentence, what problem does the repo BaiShuanghao/Awesome-Robotics-Manipulation solve, and who is the primary audience?

  pass
  ⚠AI 未点名 BaiShuanghao/Awesome-Robotics-Manipulation —— 很可能在说另一个项目

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？