AgentForge vs crewAI

Side-by-side comparison of two AI agent tools

Short answer

  • crewAI is growing faster: +1,886 GitHub stars in the last 30 days vs +13 for AgentForge.
  • Pick AgentForge for: extensible AGI Framework. Pick crewAI for: framework for orchestrating role-playing, autonomous AI agents.

From GitHub data refreshed daily.

AgentForgeopen-source

Extensible AGI Framework

crewAIopen-source

Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks.

Metrics

AgentForgecrewAI
Stars85059.3k
Star velocity /mo12.7894736842105261.9k
Commits (90d)4307
Releases (6m)010
Downloads (30d, npm + PyPI)7842.4M
Overall score0.308708162736784750.841095659378717

Pros

  • +声明式Cogs工作流:使用YAML文件即可编排复杂的多代理系统,无需编写大量胶水代码
  • +真正的LLM无关性:支持OpenAI、Google、Anthropic等商业API及Ollama本地模型,可为不同代理分配不同模型
  • +集成内存系统:提供开箱即用的上下文记忆功能,代理能够维持连贯的对话和任务执行状态
  • +Built from scratch with no LangChain dependencies, offering clean architecture and fast performance
  • +Provides both high-level simplicity for quick setup and low-level control for precise customization
  • +Enterprise-ready with CrewAI Flows supporting production deployment and event-driven orchestration

Cons

  • -工具系统已弃用:Actions和tools功能已废弃,等待基于MCP标准的新系统替换
  • -相对较新的项目:769 GitHub stars表明社区规模有限,可能缺乏成熟的生态系统和第三方插件
  • -学习曲线:需要掌握YAML配置、Cogs工作流和Personas概念才能充分发挥框架优势
  • -Requires understanding of multi-agent coordination concepts and patterns
  • -May be overkill for simple single-agent automation tasks
  • -Learning curve associated with role-based agent orchestration design

Use Cases

  • •多代理协作系统:构建需要多个AI代理协同工作的复杂业务流程,如客服、销售和技术支持的协作场景
  • •有状态的AI助手:开发需要记住历史对话和用户偏好的智能助手,提供个性化的连续服务体验
  • •快速原型验证:使用低代码方式快速构建和测试不同的代理架构,验证AI解决方案的可行性
  • •Complex business process automation requiring multiple specialized AI agents with different roles
  • •Enterprise workflows needing coordinated AI systems for tasks like content creation, research, and analysis
  • •Production-grade multi-agent systems requiring event-driven control and precise task orchestration

FAQ

Which is more popular, AgentForge or crewAI?
crewAI has more GitHub stars (59,308 vs 850).
Which is more actively developed, AgentForge or crewAI?
crewAI had more commits in the last 90 days (307 vs 4).
Should I use AgentForge or crewAI?
Compare their capabilities, limitations and "best for" notes above. Both are open source, so trying each on a small task is the fastest way to decide.