HughYau/AcademicForge

• highreadme#1

  Reposition README opening to clarify project type

  原因：

  当前

  为学术写作整合的 Claude Code / OpenCode 技能集合

  复制粘贴的修复

  复制

  Academic Forge is an open-source framework and curated collection of AI programming assistant skills, specifically designed to streamline academic writing and research workflows with tools like Claude Code and OpenCode.

  待办完成忽略
• mediumreadme#2

  Clarify project license in README

  原因：

  复制粘贴的修复

  复制

  This project is released under a custom license. Please refer to the `LICENSE` file for full details regarding usage and distribution.

  待办完成忽略
• lowreadme#3

  Add a 'Why Academic Forge?' section to differentiate from alternatives

  原因：

  复制粘贴的修复

  复制

  ### 💡 Why Academic Forge? (Not just another AI tool)
  
  Unlike general AI writing assistants (e.g., Elicit, QuillBot) or MLOps platforms (e.g., MLflow, W&B), Academic Forge is a specialized *framework* that provides a curated collection of *AI programming assistant skills* (for Claude Code/OpenCode) tailored specifically for academic research workflows. It focuses on integrating and managing these skills, rather than being a standalone research platform or an infrastructure for general machine learning model deployment.

  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

  How can I integrate AI tools to streamline my academic writing and research workflow?

  你：未被推荐
  AI 推荐顺序：

  1. Elicit
  2. Scite.ai
  3. ChatGPT
  4. GPT-4
  5. QuillBot
  6. Grammarly Premium
  7. Mendeley
  8. Zotero
  9. Humata AI

  AI 推荐了 9 个替代方案，却始终没点名 HughYau/AcademicForge。这就是要补上的差距。

  查看 AI 完整回答
• 品类问题

  Looking for a platform to manage and deploy AI skills specifically for scientific research.

  你：未被推荐
  AI 推荐顺序：

  1. Weights & Biases (W&B)
  2. MLflow
  3. Kubeflow
  4. Comet ML
  5. Domino Data Lab
  6. SageMaker (AWS)
  7. Azure Machine Learning (Azure)

  AI 推荐了 7 个替代方案，却始终没点名 HughYau/AcademicForge。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 HughYau/AcademicForge?

  pass
  ✓AI 明确点名了 HughYau/AcademicForge

  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 HughYau/AcademicForge in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI 明确点名了 HughYau/AcademicForge

  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 HughYau/AcademicForge solve, and who is the primary audience?

  pass
  ✓AI 明确点名了 HughYau/AcademicForge

  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？