--- title: "多 Agent 框架 - 工作流专栏 | 思行致远" canonical: "https://siyuanailab.com/knowledge/workflows/agent-building/multi-agent-frameworks/" dateModified: "2026-09-14T19:22:40+08:00" --- 打开 AI·外脑目录 AI·外脑 [返回专栏首页](https://siyuanailab.com/knowledge/) × 站内搜索 ⌕ 主要栏目 - [AI 核心概念](https://siyuanailab.com/knowledge/ai-core/) - [工作流](https://siyuanailab.com/knowledge/workflows/) - [工具配置与选型](https://siyuanailab.com/knowledge/toolkits/) - [信源与标准](https://siyuanailab.com/knowledge/sources/) - [场景案例 待开发](https://siyuanailab.com/knowledge/scenarios/) - [职业与能力](https://siyuanailab.com/knowledge/career/) 专题 - [从这里开始](https://siyuanailab.com/knowledge/start/) - [获取与安装](https://siyuanailab.com/knowledge/install/) - [建设日志](https://siyuanailab.com/knowledge/ops/) [工作流子目录](https://siyuanailab.com/knowledge/workflows/) 基础设施层 - [浏览器自动化 **5**](https://siyuanailab.com/knowledge/workflows/infrastructure/browser-automation/) - [MCP 工具 **5**](https://siyuanailab.com/knowledge/workflows/infrastructure/mcp-tools/) - [文件系统与本地执行 **5**](https://siyuanailab.com/knowledge/workflows/infrastructure/filesystem-local/) - [API 网关与工具路由 **5**](https://siyuanailab.com/knowledge/workflows/infrastructure/api-tool-routing/) Skill 生产线 - [目标明确 **5**](https://siyuanailab.com/knowledge/workflows/skill-forge/goal-definition/) - [Skill 设计 **5**](https://siyuanailab.com/knowledge/workflows/skill-forge/skill-design/) - [代码实现 **5**](https://siyuanailab.com/knowledge/workflows/skill-forge/implementation/) - [测试评估 **5**](https://siyuanailab.com/knowledge/workflows/skill-forge/testing-evaluation/) Skill 参考库 - [写作与内容 **5**](https://siyuanailab.com/knowledge/workflows/skill-library/writing-content/) - [研究与知识 **5**](https://siyuanailab.com/knowledge/workflows/skill-library/research-knowledge/) - [沟通与协作 **5**](https://siyuanailab.com/knowledge/workflows/skill-library/communication-collaboration/) - [产品与项目 **5**](https://siyuanailab.com/knowledge/workflows/skill-library/product-project/) - [数据与分析 **5**](https://siyuanailab.com/knowledge/workflows/skill-library/data-analysis/) - [创意与设计 **5**](https://siyuanailab.com/knowledge/workflows/skill-library/creative-design/) - [商业与营销 **5**](https://siyuanailab.com/knowledge/workflows/skill-library/business-marketing/) Agent Building 只收录有多步工作流、工作标准、Loop、Harness、工具链或通信机制的真 Agent；不收纯 persona、profile、curated list 或只有 system prompt 的仓库。 - [多 Agent 框架 **5**](https://siyuanailab.com/knowledge/workflows/agent-building/multi-agent-frameworks/) - [WF-076 多 Agent 框架参考：agent framework](https://siyuanailab.com/knowledge/workflows/agent-building/multi-agent-frameworks/agent-building-frameworks-agent-framework/) - [WF-077 多 Agent 框架参考：camel](https://siyuanailab.com/knowledge/workflows/agent-building/multi-agent-frameworks/agent-building-frameworks-camel/) - [WF-078 多 Agent 框架参考：MetaGPT](https://siyuanailab.com/knowledge/workflows/agent-building/multi-agent-frameworks/agent-building-frameworks-metagpt/) - [WF-079 多 Agent 框架参考：openai agents python](https://siyuanailab.com/knowledge/workflows/agent-building/multi-agent-frameworks/agent-building-frameworks-openai-agents-python/) - [WF-080 多 Agent 框架参考：pydantic ai](https://siyuanailab.com/knowledge/workflows/agent-building/multi-agent-frameworks/agent-building-frameworks-pydantic-ai/) - [工作流编排 **5**](https://siyuanailab.com/knowledge/workflows/agent-building/workflow-orchestration/) - [Sub-agent 模式 **5**](https://siyuanailab.com/knowledge/workflows/agent-building/sub-agent-patterns/) - [Harness 与评估 **5**](https://siyuanailab.com/knowledge/workflows/agent-building/harness-evaluation/) Agent Building · Multi-agent Frameworks # 多 Agent 框架 多 Agent 角色分工、任务分配、协作框架和参考实现。 当前公开卡片 5 张 多 Agent 框架词条列表 | 编号 | 词条 | 英文名 | 一句话摘要 | 标签 | | --- | --- | --- | --- | --- | | WF-076 | [多 Agent 框架参考：agent framework](https://siyuanailab.com/knowledge/workflows/agent-building/multi-agent-frameworks/agent-building-frameworks-agent-framework/) | agent-framework | Microsoft 面向生产环境的 Python/.NET Agent 框架，强调图式工作流、持久化、OpenTelemetry、Foundry 托管和跨语言一致接口。 | 多AgentAgent框架协作 | | WF-077 | [多 Agent 框架参考：camel](https://siyuanailab.com/knowledge/workflows/agent-building/multi-agent-frameworks/agent-building-frameworks-camel/) | camel | 一个偏研究和大规模实验的多 Agent 社会框架，覆盖 ChatAgent、Agent Societies、数据生成、工具、记忆、存储、benchmark 与人类介入。 | 多AgentAgent框架协作 | | WF-078 | [多 Agent 框架参考：MetaGPT](https://siyuanailab.com/knowledge/workflows/agent-building/multi-agent-frameworks/agent-building-frameworks-metagpt/) | MetaGPT | 把一句自然语言软件需求拆成产品、架构、项目管理和工程角色协作的 SOP，让多 Agent 按“软件公司”流程产出项目仓库与文档。 | 多AgentAgent框架协作 | | WF-079 | [多 Agent 框架参考：openai agents python](https://siyuanailab.com/knowledge/workflows/agent-building/multi-agent-frameworks/agent-building-frameworks-openai-agents-python/) | openai-agents-python | 一个以 Agent、Runner、工具、handoff、guardrail 和 tracing 为核心的轻量 Python 多 Agent SDK。 | 多AgentAgent框架协作 | | WF-080 | [多 Agent 框架参考：pydantic ai](https://siyuanailab.com/knowledge/workflows/agent-building/multi-agent-frameworks/agent-building-frameworks-pydantic-ai/) | pydantic-ai | Pydantic 团队做的类型安全 Agent 框架，用 deps、output schema、tool validation、capabilities、evals 和 Logfire 追踪把 Agent 写成可检查的 Python 应用。 | 多AgentAgent框架协作 |