tvytlx/ai-agent-deep-divePublic

AI Agent 源码深度研究报告

AI summary: An in-depth research report and source code analysis of various AI agent architectures.

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PythonNo licenseCreated Mar 31, 2026Last push 3mo ago+3 stars this week+3 this month

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since Mar 29, 2026
02K4KMar 2026May 2026Jun 2026Aug 2026
5.8K stars as of Aug 6, 2026, tracked back to Mar 29, 2026. Historical curve reconstructed from public GitHub event archives, calibrated to the current total.

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18 commits in the last yearLessMore

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  • Continuous integration

    Automated checks passing

What ai-agent-deep-dive does

This repository contains a deep dive into the source code and architectural designs of multiple AI agent frameworks. It serves as a comprehensive research report, breaking down how different systems implement core agent functionalities like memory management, tool usage, planning, and execution loops. The project aims to demystify complex agent platforms by providing detailed technical analyses and structural breakdowns of their codebases.

This repository is intended for software engineers, AI researchers, and students who want a deep, code-level understanding of how complex AI agents are constructed.

  • Source code analysis: provides detailed teardowns of popular open-source AI agent repositories.
  • Architecture comparison: contrasts the design choices and execution loops of different frameworks.
  • Technical documentation: offers deep insights into how concepts like memory and planning are implemented in code.
  • Historical tracking: uses star history charts to contextualize the popularity and growth of the analyzed projects.
  • Centralized research: acts as a single point of reference for developers studying agent implementations.

Where teams use it

Studying agent architecture

Developers can read the reports to understand the underlying mechanics of modern AI agents.

Comparing frameworks

Engineers can evaluate the pros and cons of different agent platforms before choosing one for a project.

Learning implementation details

Provides concrete examples of how abstract concepts like RAG or tool calling are actually coded.

Tracking industry trends

Researchers can use the repository to see how agent architectures have evolved over time.

Getting started: Navigate through the repository to read the various detailed reports on different agent architectures.

README

main branch

AI Agent Deep Dive

Star History Chart

Quick Links

PDF 下载 / PDF Report:

Notes

  • 本仓库仅保留面向学习与评论的分析材料,不提供源码目录。
  • 第二版 PDF 已完成。

Teaching Agent Code

这个仓库现在还包含一个教学用的最小 Python Agent 项目,用于演示一个 AI Agent 的核心结构应该怎么组织。

核心代码位置

这个教学项目的定位

这个最小 Agent 项目是为了教学而设计的,特点是:

  • 尽量保持结构清晰
  • 尽量减少不必要的工程复杂度
  • 所有核心代码集中在一个很小的范围内,方便学习
  • 当前重点放在:Agent 主循环、Fake LLM 接口、Skills 发现、CLI 骨架

如何运行最小 Agent

本项目使用 Poetry 管理依赖。

1. 安装依赖

poetry install

2. 运行最小 Agent CLI

poetry run agt "你好"

3. 查看 Skills

poetry run agt --skills-dir ./skills --list-skills

当前实现说明

当前版本是一个教学型最小实现,还没有接入真实远程模型 API。

目前内置的是一个可替换的 Fake LLM:

  • 用户输入什么
  • 它就会用流式文本块的方式返回一个测试响应

这样做的目的,是为了让后续接入真实模型时,只需要替换 LLM 调用层,而不需要重写整个 Agent 主体。

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18 commits in the last 52 weeks.

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last 52 weeks
Maintainer commits7 (39%)
Community commits11 (61%)

18 commits in total over the last year.

DateListRankStars gained
Apr 2, 2026daily#18+223