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Compare AI Agents

Side-by-side comparison of AI agents

CrewAI icon
CrewAI
Free
LangGraph icon
LangGraph
Free
特性
CrewAI iconCrewAI
LangGraph iconLangGraph
Rating 4.3 4.2
Starting PriceFreeFree
AutonomyMulti-AgentMulti-Agent
任务成功率78%80%
平均响应时间120s90s
自主性
92
90
可靠性
78
80
易用性
70
55
成本效益
80
78
集成能力
85
90
支持
72
75
能力
codebrowserapifileknowledge
codeapifileknowledgedatabase
优点
  • Intuitive role-based design
  • Excellent multi-agent collaboration
  • Open-source core
  • Strong community
  • Most flexible agent framework
  • Graph-based state management
  • Human-in-the-loop support
  • Production-ready
缺点
  • Requires Python knowledge
  • Token costs add up with multiple agents
  • Debugging complex crews is hard
  • Enterprise features gated
  • Steep learning curve
  • Complex API
  • Requires LangChain knowledge
  • Documentation can be overwhelming

Deep Analysis

特性CrewAILangGraph
Long Context Recall (100K+)
76%
78%
Multi-Turn Consistency7/108/10
Knowledge Cutoff2025-042025-04
Web AccessNoNo
Batch Processing
Safety Score
6/10
6/10
Refusal Guidance5/105/10

Memory & Personalization

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

Safety & Version Control

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

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

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