AI框架

最佳AI代理框架

使用强大的开源框架从头开始构建自定义AI代理。非常适合需要完全控制和定制的开发人员。

AI代理框架是提供创建自定义代理的构建块的库和工具。您不是使用预构建的平台,而是编写代码来编排LLM、管理内存、调用工具和处理错误。像LangChain、LlamaIndex和crewAI这样的框架抽象掉了低级细节,同时给您完全的灵活性。这种方法非常适合构建独特应用程序的开发人员、实验代理架构的研究人员或需要专有解决方案的公司。

Quick Picks

Best Overall

CrewAI

4.5

Open-source framework for orchestrating role-playing autonomous AI agents working together as a crew.

FreeOpen Source
Best for Workflows

LangGraph

4.4

LangChain's graph-based framework for building stateful, cyclic agent workflows with loops and persistence.

FreeOpen Source
By Microsoft

AutoGen (Microsoft)

4.3

Microsoft's open-source framework for building conversational multi-agent systems with human feedback.

FreeOpen Source

比较AI框架

找到最适合您开发需求的框架

#1编辑推荐
frameworks

CrewAI

4.5
From
Free

Open-source framework for orchestrating role-playing autonomous AI agents working together as a crew.

5
AI模型
4
集成
免费
Tier
Ease of Use
86%
Performance
92%
提供免费套餐 API Access Role-based agent system Sequential and parallel task execution
Review
#2
frameworks

AutoGen (Microsoft)

4.3
From
Free

Microsoft's open-source framework for building conversational multi-agent systems with human feedback.

4
AI模型
4
集成
免费
Tier
Ease of Use
80%
Performance
88%
提供免费套餐 API Access Conversable agent framework Human-in-the-loop workflows
Review
#3编辑推荐
frameworks

LangGraph

4.4
From
Free

LangChain's graph-based framework for building stateful, cyclic agent workflows with loops and persistence.

4
AI模型
4
集成
免费
Tier
Ease of Use
84%
Performance
90%
提供免费套餐 API Access Graph-based workflow orchestration Stateful agent execution
Review
#4
frameworks

AgentGPT

4.0
From
Free

Browser-based autonomous AI agent that breaks down goals into tasks and executes them independently.

2
AI模型
2
集成
免费
Tier
Ease of Use
96%
Performance
76%
提供免费套餐 Browser-based agent interface Autonomous goal execution
Review

AI框架提供什么

LLM编排

调用多个LLM提供商的抽象接口

工具管理

定义和管理代理可以使用的工具

记忆系统

内置记忆类型:对话、语义、情节

代理模板

预构建的代理模式和工作流

评估工具

测试和基准代理性能

开源

完全透明、社区贡献、无供应商锁定

Full Comparison

#AI AgentRatingEase of UsePerformanceFree TierPriceAction
1
CrewAIEditor's Choice
frameworks5 models
4.5
4.3
4.6
Free
2
AutoGen (Microsoft)
frameworks4 models
4.3
4.0
4.4
Free
3
LangGraphEditor's Choice
frameworks4 models
4.4
4.2
4.5
Free
4
AgentGPT
frameworks2 models
4.0
4.8
3.8
Free

AI框架常见问题

Start Building with Frameworks

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