REPOGEO REPORT · LITE
FudanSELab/Agent4SE-Paper-List
Default branch master · commit b8431f76 · scanned 6/9/2026, 7:48:02 AM
GitHub: 546 stars · 33 forks
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 FudanSELab/Agent4SE-Paper-List, 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.
- highreadme#1Reposition README opening to clarify it's a survey paper list
Why:
CURRENTThe 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.
COPY-PASTE FIXThis 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
Why:
COPY-PASTE FIXCreate 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
Why:
CURRENTagent, artificial-intelligence, large-language-models, llm-based-agents, llms, software-engineering
COPY-PASTE FIXagent, artificial-intelligence, large-language-models, llm-based-agents, llms, software-engineering, survey, paper-list, research-papers, academic-survey
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.
- LangChain · recommended 2×
- LlamaIndex · recommended 2×
- Awesome-LLM-Agents · recommended 1×
- Hugging Face · recommended 1×
- Papers With Code · recommended 1×
- CATEGORY QUERYWhere can I find a comprehensive overview of LLM agent applications in software development?you: not recommendedAI recommended (in order):
- LangChain
- LlamaIndex
- Awesome-LLM-Agents
- Hugging Face
- Papers With Code
AI recommended 5 alternatives but never named FudanSELab/Agent4SE-Paper-List. This is the gap to close.
Show full AI answer
- CATEGORY QUERYWhat are the current trends and different architectural patterns for AI agents in software engineering?you: not recommendedAI recommended (in order):
- LangChain
- LlamaIndex
- Microsoft AutoGen
- CrewAI
- BabyAGI
- OpenAI Assistants API
- RabbitMQ
- Kafka
- Haystack
AI recommended 9 alternatives but never named FudanSELab/Agent4SE-Paper-List. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesswarn
Suggestion:
- README presencepass
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 FudanSELab/Agent4SE-Paper-List?passAI did not name FudanSELab/Agent4SE-Paper-List — 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?
- If a team adopts FudanSELab/Agent4SE-Paper-List in production, what risks or prerequisites should they evaluate first?passAI named FudanSELab/Agent4SE-Paper-List 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 FudanSELab/Agent4SE-Paper-List solve, and who is the primary audience?passAI did not name FudanSELab/Agent4SE-Paper-List — 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
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FudanSELab/Agent4SE-Paper-List — 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