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Compare AI Agents

Side-by-side comparison of AI agents

LangGraph icon
LangGraph
Free
CrewAI icon
CrewAI
Free
特性
LangGraph iconLangGraph
CrewAI iconCrewAI
Rating 4.2 4.3
Starting PriceFreeFree
AutonomyMulti-AgentMulti-Agent
任务成功率80%78%
平均响应时间90s120s
自主性
90
92
可靠性
80
78
易用性
55
70
成本效益
78
80
集成能力
90
85
支持
75
72
能力
codeapifileknowledgedatabase
codebrowserapifileknowledge
优点
  • Most flexible agent framework
  • Graph-based state management
  • Human-in-the-loop support
  • Production-ready
  • Intuitive role-based design
  • Excellent multi-agent collaboration
  • Open-source core
  • Strong community
缺点
  • Steep learning curve
  • Complex API
  • Requires LangChain knowledge
  • Documentation can be overwhelming
  • Requires Python knowledge
  • Token costs add up with multiple agents
  • Debugging complex crews is hard
  • Enterprise features gated

Deep Analysis

特性LangGraphCrewAI
Long Context Recall (100K+)
78%
76%
Multi-Turn Consistency8/107/10
Knowledge Cutoff2025-042025-04
Web AccessNoNo
Batch Processing
Safety Score
6/10
6/10
Refusal Guidance5/105/10

Memory & Personalization

LangGraph
Long-term Memory
Editable Memory
Cross-Device Sync
Memory Score:2/3
CrewAI
Long-term Memory
Editable Memory
Cross-Device Sync
Memory Score:2/3

Safety & Version Control

LangGraph
Safety Composite55%
Rollback SupportFull
CrewAI
Safety Composite55%
Rollback SupportPartial

Scenario Recommendations

Best agent pick for each real-world use case based on weighted scoring.

Coding Projects

Build, debug, and deploy code autonomously.

CrewAI
Runner-up: LangGraph

Deep Research

Analyze papers, gather insights from large datasets.

CrewAI
Runner-up: LangGraph

Customer Support

Handle tickets, FAQs, and live chat with empathy.

CrewAI
Runner-up: LangGraph

Workflow Automation

Automate repetitive tasks across apps.

CrewAI
Runner-up: LangGraph

Meeting Notes & Summary

Transcribe, summarize, and extract action items.

CrewAI
Runner-up: LangGraph

Data Analysis

Process data, generate reports, find patterns.

CrewAI
Runner-up: LangGraph

Web Automation

Navigate sites, fill forms, extract data.

CrewAI
Runner-up: LangGraph

Budget-Friendly

Maximum capability at minimum cost.

CrewAI
Runner-up: LangGraph

成本比较

输入月度任务数以比较真实成本

105001000
LangGraph胜出
$132.00
$132.00 usage-based
CrewAI
$176.00
$176.00 usage-based

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