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Compare AI Agents

Side-by-side comparison of AI agents

LangGraph icon
LangGraph
Free
Devin icon
Devin
$500/mo
特性
Rating 4.2 4.3
Starting PriceFree$500/mo
AutonomyMulti-AgentFull
任务成功率80%72%
平均响应时间90s300s
自主性
90
95
可靠性
80
78
易用性
55
75
成本效益
78
55
集成能力
90
80
支持
75
70
能力
codeapifileknowledgedatabase
codebrowsershellfileapi
优点
  • Most flexible agent framework
  • Graph-based state management
  • Human-in-the-loop support
  • Production-ready
  • Fully autonomous end-to-end coding
  • Can deploy applications independently
  • Persistent context across sessions
  • Shell and browser access
缺点
  • Steep learning curve
  • Complex API
  • Requires LangChain knowledge
  • Documentation can be overwhelming
  • Very expensive at $500/mo
  • Slower than human developers for complex tasks
  • 72% success rate means retries needed
  • Limited to standard web stacks

Deep Analysis

特性LangGraphDevin
Long Context Recall (100K+)
78%
78%
Multi-Turn Consistency8/107/10
Knowledge Cutoff2025-042024-10
Web AccessNoYes
Batch Processing
Safety Score
6/10
7/10
Refusal Guidance5/106/10

Memory & Personalization

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

Safety & Version Control

LangGraph
Safety Composite55%
Rollback SupportFull
Devin
Safety Composite65%
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.

LangGraph
Runner-up: Devin

Deep Research

Analyze papers, gather insights from large datasets.

Devin
Runner-up: LangGraph

Customer Support

Handle tickets, FAQs, and live chat with empathy.

LangGraph
Runner-up: Devin

Workflow Automation

Automate repetitive tasks across apps.

LangGraph
Runner-up: Devin

Meeting Notes & Summary

Transcribe, summarize, and extract action items.

LangGraph
Runner-up: Devin

Data Analysis

Process data, generate reports, find patterns.

LangGraph
Runner-up: Devin

Web Automation

Navigate sites, fill forms, extract data.

Devin
Runner-up: LangGraph

Budget-Friendly

Maximum capability at minimum cost.

LangGraph
Runner-up: Devin

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
Devin
$890.00
$500 base + $390.00 tokens