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OpenDevin-MultiAgent-Workflows

A summary of the below references can be found at https://www.overleaf.com/read/bsvdkyxwdxrr#89bfbb

Roles Comparison

Work Analysis & Design Implementation Review Testing Deployment
Chatdev Design CodingWriting & CodeCompleteAll CodeReviewComment & CodeReviewModification TestErrorSummary & TestErrorFix EnviromentSetupDoc & ManualWriting
magis manager developer qa_engineer qa_engineer ....
CodeR Manager.create_plan Editor FaultLocalizer Verifier Manager.interpret_execution_summary
CoAct GlobalPlanningAgent LocalExecutionAgent GlobalPlanningAgent LocalExecutionAgent GlobalPlanningAgent
aide understand_symbol & provide_insights propose change ... run_tests & gather_feedback DeveloperInLoop
devOpsGPT analyze_requirements, clarify_requirements, define_api, split_tasks generate_code auto_self_check unit_testing, integration_testing, deployment_testing check_working_software
meta_GPT product_manager, architect, project_manager engineer qa_engineer qa_engineer project_manager
patchflows ... ... ...

References

  • D. Chen, S. Lin, M. Zeng, D. Zan, J.-G. Wang, A. Cheshkov, J. Sun, H. Yu, G. Dong, A. Aliev, J. Wang, X. Cheng, G. Liang, Y. Ma, P. Bian, T. Xie, and Q. Wang, “CodeR: Issue Resolving with Multi-Agent and Task Graphs,” 2024, publisher: arXiv Version Number: 3. [Online]. Available: https://arxiv.org/abs/2406.01304

  • W. Tao, Y. Zhou, W. Zhang, and Y.-X. Cheng, “MAGIS: LLM-Based Multi-Agent Framework for GitHub Issue Resolution,” arXiv.org, 2024. [Online]. Available: https://arxiv.org/abs/2403.17927

  • S. Hong, M. Zhuge, J. Chen, X. Zheng, Y. Cheng, C. Zhang, J. Wang, Z. Wang, S. K. S. Yau, Z. Lin, L. Zhou, C. Ran, L. Xiao, C. Wu, and J. Schmidhuber, “MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework,” 2023, publisher: arXiv Version Number: 5. [Online]. Available: https://arxiv.org/abs/2308.00352

  • X. Hou, M. Yang, W. Jiao, X. Wang, Z. Tu, and W. X. Zhao, “CoAct: A Global-Local Hierarchy for Autonomous Agent Collaboration,” June 2024, arXiv:2406.13381 [cs]. [Online]. Available: http://arxiv.org/abs/2406.13381

  • DevOpsGPT: AI-Driven Software Development Automation Solution. [Online]. Available: https://github.com/kuafuai/DevOpsGPT

  • Patched: Open Source AI workflows for software development. [Online]. Available: https://www.patched.codes

  • Aide’s SOTA multi-agent coding framework. [Online]. Available: https://aide.dev/blog/sota-on-swe-bench-lite

  • Chatdev: Communicative agents for software development. [Online]. Available: https://arxiv.org/abs/2307.07924. GitHub: https://github.com/OpenBMB/ChatDev