SWE-bench/SWE-smith

• highreadme#1

  Reposition the core value proposition to the top of the README

  原因：

  当前

  The README's first descriptive text is "SWE-smith is a toolkit for training SWE-agents." appearing after badges and a spotlight.

  复制粘贴的修复

  复制

  SWE-smith is a comprehensive toolkit designed for **generating large-scale, real-world software engineering tasks from any GitHub repository** to **train and evaluate AI agents (SWE-agents)**. It enables the creation of unlimited tasks like file localization and program repair, and facilitates the training of language models to become better software engineers.

  待办完成忽略
• hightopics#2

  Add more specific topics to reinforce the repo's category

  原因：

  当前

  agents, language-model, software-engineering, training

  复制粘贴的修复

  复制

  agents, language-model, software-engineering, training, dataset-generation, llm-evaluation, code-repair, ai-agents, software-agents, benchmarking

  待办完成忽略
• mediumabout#3

  Refine the 'About' description for clarity on purpose

  原因：

  当前

  [NeurIPS 2025 D&B Spotlight] Scaling Data for SWE-agents

  复制粘贴的修复

  复制

  A toolkit for generating large-scale, real-world software engineering tasks from GitHub repositories to train and evaluate AI agents.

  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

  Seeking a platform to train and evaluate AI agents on real-world coding challenges.

  你：未被推荐
  AI 推荐顺序：

  1. HumanEval
  2. Codeforces
  3. AtCoder
  4. LeetCode
  5. Google Code Jam
  6. Meta Hacker Cup
  7. Codewars
  8. DeepMind's AlphaCode Problems

  AI 推荐了 8 个替代方案，却始终没点名 SWE-bench/SWE-smith。这就是要补上的差距。

  查看 AI 完整回答
• 品类问题

  How to generate large-scale datasets for evaluating AI coding assistants?

  你：未被推荐
  AI 推荐顺序：

  1. HumanEval
  2. MBPP
  3. APPS
  4. Codeforces
  5. LeetCode
  6. GitHub
  7. GitLab
  8. CodeSearchNet
  9. American Fuzzy Lop (AFL)
  10. libFuzzer
  11. GPT-4
  12. Claude 3
  13. ANTLR
  14. Xtext
  15. Amazon Mechanical Turk
  16. Upwork
  17. Appen

  AI 推荐了 17 个替代方案，却始终没点名 SWE-bench/SWE-smith。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 SWE-bench/SWE-smith?

  pass
  ✓AI 明确点名了 SWE-bench/SWE-smith

  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 SWE-bench/SWE-smith in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI 明确点名了 SWE-bench/SWE-smith

  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 SWE-bench/SWE-smith solve, and who is the primary audience?

  pass
  ✓AI 明确点名了 SWE-bench/SWE-smith

  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？