REPOGEO 报告 · LITE
FudanSELab/Agent4SE-Paper-List
默认分支 master · commit b8431f76 · 扫描时间 2026/6/9 07:48:02
星标 546 · Fork 33
行动计划告诉你下一步要做什么——按影响力排序、可直接复制粘贴的修改。品类可见性是真正的 GEO 测试:当用户向 AI 提一个不带品牌、本应让 FudanSELab/Agent4SE-Paper-List 浮出水面的问题时,AI 是真的推荐了你,还是推荐了你的竞品?客观检查验证 AI 引擎最先权衡的那些元数据信号。自指检查判断 AI 是否还认识你的名字。
行动计划 — 可复制粘贴的修复
3 条由 gemini-2.5-flash 生成、按优先级排序的修改。修完后请把对应条目标记为完成。
- highreadme#1Reposition README opening to clarify it's a survey paper list
原因:
当前The recent advance in Large Language Models (LLMs) has shaped a new paradigm of AI agents, i.e., LLM-based agents. Compared to standalone LLMs, LLM-based agents substantially extend the versatility and expertise of LLMs by enhancing LLMs with the capabilities of perceiving and utilizing external resources and tools. To date, LLM-based agents have been applied and shown remarkable effectiveness in Software Engineering (SE). The synergy between multiple agents and human interaction brings further promise in tackling complex real-world SE problems. In this work, we present a comprehensive and systematic survey on LLM-based agents for SE. We collect 106 papers and categorize them from two perspectives, i.e., the SE and agent perspectives. In addition, we discuss open challenges and future directions in this critical domain.
复制粘贴的修复This repository provides a comprehensive and systematically updated list of papers for our survey, 'Large Language Model-Based Agents for Software Engineering: A Survey'. We collect and categorize 106 papers from both Software Engineering and agent perspectives, discussing open challenges and future directions in this rapidly evolving domain. Star this repository to keep up with the updates!
- highlicense#2Add a LICENSE file to clarify usage rights
原因:
复制粘贴的修复Create a `LICENSE` file in the repository root with the text of the MIT License.
- mediumtopics#3Add topics to specify the repo's nature as a survey/paper list
原因:
当前agent, artificial-intelligence, large-language-models, llm-based-agents, llms, software-engineering
复制粘贴的修复agent, artificial-intelligence, large-language-models, llm-based-agents, llms, software-engineering, survey, paper-list, research-papers, academic-survey
本次扫描解析到的品类 GEO 通道:google/gemini-2.5-flash, deepseek/deepseek-v4-flash
品类可见性 — 真正的 GEO 测试
向 google/gemini-2.5-flash 提出的不带品牌问题。AI 推荐了你,还是推荐了别人?
各模型使用同一组问题 — 切换标签对比回答与排名。
- LangChain · 被推荐 2 次
- LlamaIndex · 被推荐 2 次
- Awesome-LLM-Agents · 被推荐 1 次
- Hugging Face · 被推荐 1 次
- Papers With Code · 被推荐 1 次
- 品类问题Where can I find a comprehensive overview of LLM agent applications in software development?你:未被推荐AI 推荐顺序:
- LangChain
- LlamaIndex
- Awesome-LLM-Agents
- Hugging Face
- Papers With Code
AI 推荐了 5 个替代方案,却始终没点名 FudanSELab/Agent4SE-Paper-List。这就是要补上的差距。
查看 AI 完整回答
- 品类问题What are the current trends and different architectural patterns for AI agents in software engineering?你:未被推荐AI 推荐顺序:
- LangChain
- LlamaIndex
- Microsoft AutoGen
- CrewAI
- BabyAGI
- OpenAI Assistants API
- RabbitMQ
- Kafka
- Haystack
AI 推荐了 9 个替代方案,却始终没点名 FudanSELab/Agent4SE-Paper-List。这就是要补上的差距。
查看 AI 完整回答
客观检查
针对 AI 引擎最看重的元数据信号的规则审计。
- Metadata completenesswarn
建议:
- README presencepass
自指检查
当被直接问到你时,AI 是否还知道你的仓库存在?
- Compared to common alternatives in this category, what is the core differentiator of FudanSELab/Agent4SE-Paper-List?passAI 未点名 FudanSELab/Agent4SE-Paper-List —— 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?
- If a team adopts FudanSELab/Agent4SE-Paper-List in production, what risks or prerequisites should they evaluate first?passAI 明确点名了 FudanSELab/Agent4SE-Paper-List
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 FudanSELab/Agent4SE-Paper-List solve, and who is the primary audience?passAI 未点名 FudanSELab/Agent4SE-Paper-List —— 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?
嵌入你的 GEO 徽章
把这个徽章贴进 FudanSELab/Agent4SE-Paper-List 的 README。每次重新扫描都会自动更新,并跳到最新报告——是「我在乎 AI 可发现性」最简单的公开证明。
[](https://repogeo.com/zh/r/FudanSELab/Agent4SE-Paper-List)<a href="https://repogeo.com/zh/r/FudanSELab/Agent4SE-Paper-List"><img src="https://repogeo.com/badge/FudanSELab/Agent4SE-Paper-List.svg" alt="RepoGEO" /></a>订阅 Pro,解锁深度诊断
FudanSELab/Agent4SE-Paper-List — 轻量扫描仍免费;本卡列出 Pro 相对轻量的深度额度。
- 深度报告每月 10 次
- 无品牌品类查询5,轻量 2
- 优先行动项8,轻量 3