Agent2 — 模块化 Agent 系统框架

一个从零构建的 Python Agent 系统框架，用于深入理解 AI Agent 的核心架构和设计模式。

核心特性

特性	说明
🧠 LLM 抽象层	统一 OpenAI 兼容接口，支持 OpenAI / DeepSeek / Ollama / vLLM / Qwen 等
🔧 工具系统	`@tool` 装饰器自动生成 JSON Schema，支持同步/异步
🔄 ReAct 模式	Thought → Action → Observation 推理循环
📋 Plan-and-Execute	先规划后执行，支持动态重规划
🪞 自我反思	ReflectionMixin 添加输出自评和迭代改进
💾 记忆系统	短期 (WorkingMemory) + 长期 (LongTermMemory/TF-IDF)
👥 多 Agent 编排	顺序/监督者/辩论三种协作模式

快速开始

# 安装
uv pip install -e "."

# 设置 API Key
export AGENT2_API_KEY=sk-...

最简示例

import asyncio
from agent2.llm import create_llm
from agent2.agent import ReActAgent
from agent2.tools.builtin import python_exec

async def main():
    llm = create_llm("openai", model="gpt-4o-mini")
    agent = ReActAgent("assistant", llm=llm, tools=[python_exec])
    result = await agent.run("What is 2^100?")
    print(result)

asyncio.run(main())

示例

uv run examples/01_single_agent.py   # 单 Agent ReAct
uv run examples/02_tool_use.py       # 自定义工具
uv run examples/03_planning.py       # Plan-and-Execute
uv run examples/04_memory.py         # 记忆系统（无需 API Key）
uv run examples/05_multi_agent.py    # 多 Agent 协作

配置文件 (`~/.config/agent2/config.json`)

Agent2 支持通过用户级配置文件管理服务商凭据与模型别名。文件路径为 ~/.config/agent2/config.json（可选）：

{
  "default": "gpt-4o-mini",
  "providers": {
    "openai": {
      "api_key": "sk-..."
    },
    "deepseek": {
      "base_url": "https://api.deepseek.com/v1",
      "api_key": "sk-..."
    },
    "qwen": {
      "base_url": "https://dashscope.aliyuncs.com/compatible-mode/v1",
      "api_key": "sk-..."
    },
    "ollama": {
      "base_url": "http://localhost:11434/v1"
    }
  },
  "models": {
    "gpt-4o-mini": { "provider": "openai" },
    "deepseek": { "provider": "deepseek", "model_id": "deepseek-chat" },
    "deepseek-r1": { "provider": "deepseek", "model_id": "deepseek-reasoner" },
    "qwen": { "provider": "qwen", "model_id": "qwen-plus" },
    "llama3.1": { "provider": "ollama" }
  }
}

default：默认模型别名或名称（如 "gpt-4o-mini"、"deepseek"）。
providers：服务商端点与 API Key 集中管理，同服务商下的多模型无需重复配置凭据与 base URL。
models：具名模型别名映射，只需指定所属 provider 即可自动继承连接配置。

架构

agent2/
├── llm/        # LLM 抽象层 — 统一多提供商接口
├── tools/      # 工具系统 — @tool 装饰器 + Registry
├── agent/      # Agent 核心 — ReAct / Planner / Reflection
├── memory/     # 记忆系统 — Working / LongTerm
├── crew/       # 多 Agent — Sequential / Supervisor / Debate
└── utils/      # 配置 + 日志

License

MIT

Metadata

Release files for agent2 0.1.3.5

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for agent2 0.1.3.5
File	Size	Uploaded
agent2-0.1.3.5.tar.gz	118.9 kB	Aug 29, 2026	Details

Built distribution (wheel)

Table of built distributions (wheels) for agent2 0.1.3.5
File	Interpreter	ABI	Platform	Reset
agent2-0.1.3.5-py3-none-any.whl 80.8 kB Aug 29, 2026	Python 3	none	any	Details

Total release size: 199.7 kB

Release files / agent2-0.1.3.5.tar.gz

Download URL	agent2-0.1.3.5.tar.gz
Size	118.9 kB
Tags	Source
SHA-256 checksum How to use checksums	`38ad96c1e395d616b853febd0b6d7506e42d7283d369351ab2a5eef9d52f6299`
BLAKE2b-256 checksum How to use checksums	`16d90e5d01ab5db4af2c356e112ac6dde0e133497ceaf97753da2293360ae5b4`
Upload date	Aug 29, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`uv/0.11.14 {"installer":{"name":"uv","version":"0.11.14","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"macOS","version":null,"id":null,"libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":null}`

Release files / agent2-0.1.3.5-py3-none-any.whl

Download URL	agent2-0.1.3.5-py3-none-any.whl
Size	80.8 kB
Tags	Python 3
SHA-256 checksum How to use checksums	`093a7a473bffef370b32d13684525c6778fb5a19389de08df28c282e38d0a631`
BLAKE2b-256 checksum How to use checksums	`e2efaa06acf11e87e2c3839526a8443c29aa1aa326970b9cf9cd885094f12c4f`
Upload date	Aug 29, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`uv/0.11.14 {"installer":{"name":"uv","version":"0.11.14","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"macOS","version":null,"id":null,"libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":null}`