mlsanityData to 14 Oct 2026

Exploration of LLM Multi-Agent Application Implementation Based on LangGraph+CrewAI

arXiv 2411.18241 ↗First posted 27 Nov 2024cs.MA cs.AIcited by 35

On the map: LLM agents and tool use → General LLM agent frameworks and benchmarks

Abstract (arXiv)

With the rapid development of large model technology, the application of agent technology in various fields is becoming increasingly widespread, profoundly changing people's work and lifestyles. In complex and dynamic systems, multi-agents achieve complex tasks that are difficult for a single agent to complete through division of labor and collaboration among agents. This paper discusses the integrated application of LangGraph and CrewAI. LangGraph improves the efficiency of information transmission through graph architecture, while CrewAI enhances team collaboration capabilities and system performance through intelligent task allocation and resource management. The main research contents of this paper are: (1) designing the architecture of agents based on LangGraph for precise control; (2) enhancing the capabilities of agents based on CrewAI to complete a variety of tasks. This study aims to delve into the application of LangGraph and CrewAI in multi-agent systems, providing new perspectives for the future development of agent technology, and promoting technological progress and application innovation in the field of large model intelligent agents.

Key facts. Cited by 35 papers in the map (data through 14 Oct 2026). Placed in General LLM agent frameworks and benchmarks, one of 16 directions in LLM agents and tool use. Builds on 7 of its 8 references that are in the map. First posted on arXiv 27 Nov 2024.

Builds on

7 of 8 references.

Closest ancestors · 1

Same direction, newest first

  1. 2023MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework1 Aug

Other references · 6

  1. 2022Chain-of-Thought Prompting Elicits Reasoning in Large Language Modelscited by 12,459
  2. 2023ChatDev: Communicative Agents for Software Developmentcited by 919
  3. 2023SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planningcited by 294
  4. 2023Self-collaboration Code Generation via ChatGPTcited by 258
  5. 2023Reflective Linguistic Programming (RLP): A Stepping Stone in Socially-Aware AGI (SocialAGI)cited by 16
  6. 2024A Study on the Implementation Method of an Agent-Based Advanced RAG System Using Graphcited by 8

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2025: 22; 2026: 13.

35 papers.

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  2. 2025Agentic AI: A Comprehensive Survey of Architectures, Applications, and Future Directionscited by 48
  3. 2025Rethinking Memory in LLM based Agents: Representations, Operations, and Emerging Topicscited by 36
  4. 2026The Landscape of Prompt Injection Threats in LLM Agents: From Taxonomy to Analysiscited by 30
  5. 2025AI Agentic Programming: A Survey of Techniques, Challenges, and Opportunitiescited by 28
  6. 2025A Comprehensive Survey on Multi-Agent Cooperative Decision-Making: Scenarios, Approaches, Challenges and Perspectivescited by 27
  7. 2025MooseAgent: A LLM Based Multi-agent Framework for Automating Moose Simulationcited by 17
  8. 2025Agentic AI Frameworks: Architectures, Protocols, and Design Challengescited by 16
  9. 2026From Spark to Fire: Modeling and Mitigating Error Cascades in LLM-Based Multi-Agent Collaborationcited by 14
  10. 2025Tuning LLM-based Code Optimization via Meta-Prompting: An Industrial Perspectivecited by 7
  11. 2025HAWK: A Hierarchical Workflow Framework for Multi-Agent Collaborationcited by 4
  12. 2025From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Contextcited by 3
23 more
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  4. 2025Preserving Cultural Identity with Context-Aware Translation Through Multi-Agent AI Systemscited by 2
  5. 2025Contextual Memory Intelligence -- A Foundational Paradigm for Human-AI Collaboration and Reflective Generative AI Systemscited by 2
  6. 2025Training-Free Multimodal Large Language Model Orchestrationcited by 2
  7. 2025Hybrid Agentic AI and Multi-Agent Systems in Smart Manufacturingcited by 2
  8. 2026AAFLOW: Scalable Patterns for Agentic AI Workflowscited by 2
  9. 2026A Review of Large Language Models for Stock Price Forecasting from a Hedge-Fund Perspectivecited by 2
  10. 2025Scene-Aware Vectorized Memory Multi-Agent Framework with Cross-Modal Differentiated Quantization VLMs for Visually Impaired Assistancecited by 1
  11. 2025ScheduleMe: Multi-Agent Calendar Assistantcited by 1
  12. 2025BIOGEN: Evidence-Grounded Multi-Agent Reasoning Framework for Transcriptomic Interpretation in Antimicrobial Resistancecited by 1
  13. 2025Agentic Educational Content Generation for African Languages on Edge Devicescited by 1
  14. 2026A2E : An End-to-End Agent Auditing Enginecited by 1
  15. 2026OpRAG: A Resource-Deterministic Runtime for GPU-Backed Multi-Stage RAG Workflowscited by 1
  16. 2025Defending Large Language Models Against Jailbreak Exploits with Responsible AI Considerationscited by 0
  17. 2026Declarative by Design, Assistable Only by Convention: Benchmarking Multi-Agent Frameworks for AI-Assistabilitycited by 0
  18. 2026Policy-Guided Threat Hunting: An LLM enabled Framework with Splunk SOC Triagecited by 0
  19. 2026Can LLM Agents Identify Spoken Dialects like a Linguist?cited by 0
  20. 2026SHM-Agents: A Generalist-Specialist Integrated Agent System for Structural Health Monitoringcited by 0
  21. 2026GraphBit: A Graph-based Agentic Framework for Non-Linear Agent Orchestrationcited by 0
  22. 2026A Locally Deployable Tool-Grounded LLM Multi-agent Framework for Automating Methane Emission Analysis and Reportingcited by 0
  23. 2026DIASENTINEL: An Auditable Multi-Agent System for Guideline-Grounded Diabetes Risk Screeningcited by 0

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Close in wording, no citation either way

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