我们发现了什么
codeztech-atique/500-AI-Agents-Projects. The 500 AI Agents Projects is a curated collection of AI agent use cases across various industries.
- 来源:GitHub(发现于 2026-07-27)
- 证据等级:D · 发现产品或需求信号,暂未获得可核验的商业证据。
- 商业模式:待核验
- 主题:AI Agent
- 初筛评分:20.4/100 · 收录 1 次
证据,比故事更重要。
规则清洗与初筛,未经人工商业核验。原文语境、实际客户和付费情况仍需自行验证。
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中文辅助译文(节选·触顶截断)
500+ AI 智能体项目与用例
最全面的 AI 智能体项目、用例与可运行实现合集。
🚀 快速上手 • 🗺️ 浏览智能体 • 🏭 按行业分类 • 🤝 贡献 • 📊 框架对比
这是什么?
精心整理的 500+ AI 智能体项目合集——涵盖各类主流框架(LangGraph、CrewAI、AutoGen、Agno)与行业(医疗、金融、教育、网络安全等)的生产级示例、教程与可运行代码。
适用对象: · 🧑💻 正在构建首个或下一个 AI 智能体的开发者 · 🔬 调研智能体领域的研究人员 · 🏢 评估生产用框架的团队 · 🎓 通过真实示例学习智能体架构的学生
⚡ 快速上手
选择一个框架,在 5 分钟内运行一个智能体:
agents/ 目录下的所有智能体均为自包含结构,各自配有 requirements.txt 和 .env.example。无需 monorepo 配置。
🗺️ 导航指南
| 我想要…… | 前往 |
|---|---|
| 立即运行一个可工作的智能体 | agents/ |
| 按 AI 框架浏览 | Framework-wise Use Cases |
| 按行业浏览 | Industry Use Cases |
| 了解应使用哪个框架 | Framework Comparison |
| 添加我自己的智能体 | Contributing |
| 通过课程学习 | crewaimcpcourse/ |
📊 框架对比
正在选框架?以下是各自的使用场景:
| 框架 | 最适用场景 | 复杂度 | 多智能体 | 流式输出 | 本地 LLM |
|---|---|---|---|---|---|
| LangGraph | 有状态工作流、RAG 流水线、复杂图 | ⭐⭐⭐ | ✅ | ✅ | ✅ |
| CrewAI | 基于角色的团队、业务自动化、快速原型 | ⭐⭐ | ✅ | ✅ | ✅ |
| AutoGen | 代码生成、研究、自愈式工作流 | ⭐⭐⭐ | ✅ | ✅ | ✅ |
| Agno | 轻量级单体智能体、工具集成、快速迭代 | ⭐ | ✅ | ✅ | ✅ |
| LlamaIndex | 文档问答、企业级 RAG、数据流水线 | ⭐⭐ | ⚠️ | ✅ | ✅ |
快速选型指南: · 刚刚起步 → Agno 或 CrewAI · 需要有状态图 + RAG → LangGraph · 构建代码编写 / 研究型智能体 → AutoGen · 企业级文档流水线 → LlamaIndex
🏭 行业用例
| 用例 | 行业 | 描述 | 代码 |
|---|---|---|---|
| HIA(健康洞察智能体) | 医疗 | 分析医疗报告并提供健康洞察 | |
| AI 健康助手 | 医疗 | 利用患者数据诊断和监测疾病 | |
| 自动交易机器人 | 金融 | 通过实时市场分析自动化股票交易 | |
| Agent Wallet SDK | 金融 | 面向 AI 智能体的非托管智能合约钱包 SDK,强制执行支出限额 | |
| 虚拟 AI 导师 | 教育 | 提供贴合用户需求的个性化教育 | |
| 7×24 AI 聊天机器人 | 客户服务 | 全天候处理客户咨询 | |
| 商品推荐智能体 | 零售 | 基于用户偏好与历史记录推荐商品 | |
| 自动驾驶配送智能体 | 交通 | 优化路线并自主配送包裹 | |
| 工厂流程监控智能体 | 制造业 | 监控生产线并确保质量控制 | |
| 房产定价智能体 | 房地产 | 分析市场趋势以确定房产价格 | |
| 智能农业助手 | 农业 | 提供作物健康与产量预测洞察 | |
| 能源需求预测智能体 | 能源 | 预测能源使用以优化电网管理 | |
| 内容个性化智能体 | 娱乐 | 基于偏好推荐个性化媒体 | |
| 法律文档审阅助手 | 法律 | 自动化文档审阅并高亮关键条款 | |
| 招聘推荐智能体 | 人力资源 | 为职位空缺推荐最合适候选人 | |
| 虚拟旅行助手 | 酒店旅游 | 基于偏好规划旅行行程 | |
| AI 游戏陪玩智能体 | 游戏 | 通过实时协助提升玩家体验 | |
| 实时威胁检测智能体 | 网络安全 | 识别潜在威胁并缓解攻击 | |
| 电商私人购物智能体 | 电商 | 帮助顾客找到心仪的商品 | |
| 物流优化智能体 | 供应链 | 规划高效配送路线并管理库存 | |
| Vibe Hacking Agent | 网络安全 | 基于自主多智能体的红队测试服务 | |
| Agent Memory Guard | 网络安全 | 检测并阻断 AI 智能体记忆库中的记忆投毒攻击(OWASP ASI06) | |
| Citadel | 软件开发 | 通过生命周期钩子、技能、活动管理与复盘驱动架构来编排 Claude Code 智能体集群 | |
| MediSuite-AI-Agent | 健康保险 | 自动化医院 / 保险理赔工作流 | |
| Lina Egyptian Medical Chatbot | 医疗 | 埃及医学助手聊天机器人 | |
| NextRole(AI 职业助手) | 人力资源 | 通过多智能体系统将简历定制为目标岗位,并生成面试准备与当日应对卡 |
🔧 按框架浏览 CrewAI
基于角色的多智能体框架。非常适合业务自动化。
| 用例 | 行业 | 描述 | GitHub |
|---|---|---|---|
| 📧 邮件自动回复流程 | 通讯 | 基于预定义条件自动回复邮件 | |
| 📝 会议助手流程 | 生产力 | 安排会议、调度与议程准备 | |
| 🔄 自评估循环流程 | 人力资源 | 支持绩效评估中的自我评估 | |
| 📈 潜客评分流程 | 销售 | 评估并对潜在客户打分以优先触达 | |
| 📊 营销策略生成器 | 营销 | 通过分析市场趋势制定营销策略 | |
| 📝 招聘启事生成器 | 招聘 | 通过分析岗位要求生成招聘启事 | |
| 🔄 招聘工作流 | 招聘 | 通过自动化招聘任务简化招聘流程 | |
| 🔍 匹配档案与职位 | 招聘 | 将候选人档案匹配到合适职位 | |
| 📸 Instagram 帖子生成器 | 社交媒体 | 自动生成并排期 Instagram 帖子 | |
| 🌐 着陆页生成器 | Web 开发 | 自动化创建网站着陆页 | |
| 🎮 游戏构建 Crew | 游戏开发 | 通过自动化创作环节辅助游戏开发 | |
| 💹 股票分析工具 | 金融 | 提供股票市场数据分析工具 | |
| 🗺️ 旅行规划器 | 旅行 | 协助规划行程安排 | |
| 🎁 惊喜旅行规划器 | 旅行 | 基于用户偏好规划惊喜旅行 | |
| 📚 用流程写书 | 创意写作 | 通过结构化写作工作流协助作者 | |
| 🎬 剧本写作器 | 创意写作 | 通过模板与指导协助剧本写作 | |
| ✅ Markdown 校验器 | 文档 | 校验 Markdown 文件格式 | |
| 🧠 Meta Quest 知识库 | 知识管理 | 管理 Meta Quest 知识以供信息检索 | |
| 🤖 NVIDIA 模型集成 | AI 集成 | 将 NVIDIA AI 模型集成到工作流中 | |
| 🗂️ 会议准备 | 生产力 | 准备会议材料并设定议程 | |
| 🛠️ 入门模板 | 开发 | 面向新 CrewAI 项目的入门模板 | |
| 🔗 CrewAI + LangGraph 集成 | AI 集成 | CrewAI 与 LangGraph 之间的集成 |
AutoGen
微软推出的代码生成、执行与多智能体研究框架。
代码生成、执行与调试
| 用例 | 行业 | 描述 | Notebook |
|---|---|---|---|
| 🤖 基于代码生成、执行与调试的自动化任务求解 | 软件开发 | 通过生成、执行与调试代码演示自动化任务求解 | |
| 🧑💻 基于检索增强智能体的代码生成与问答 | 软件开发 | 使用检索增强方法生成代码并回答问题 | |
| 🧠 基于 Qdrant 检索的代码生成与问答 | 软件开发 | 利用 Qdrant 提升检索增强智能体性能 |
多智能体协作
| 用例 | 行业 | 描述 | Notebook |
|---|---|---|---|
| 🤝 群聊(3 名成员,1 名管理者) | 协作 | 通过多智能体协作演示群组任务求解 | |
| 📊 群聊式数据可视化 | 数据分析 | 使用多智能体协作创建数据可视化 | |
| 🧩 群聊式复杂任务求解(6 名成员) | 协作 | 以更大群组协作求解复杂任务 | |
| 🧑💻 编码与规划智能体任务求解 | 规划与开发 | 组合编码与规划智能体求解任务 | |
| 📐 基于图转换路径的任务求解 | 协作 | 使用图中预定义转换路径求解任务 | |
| 🧠 SocietyOfMindAgent 内心独白 | 认知科学 | 使用群聊模拟内心独白以求解问题 | |
| 🔧 自定义发言者选择的群聊 | 协作 | 实现发言者选择的自定义函数 |
顺序多智能体聊天
| 用例 | 行业 | 描述 | Notebook |
|---|---|---|---|
| 🔄 顺序任务求解(单一发起智能体) | 工作流自动化 | 通过单一发起智能体自动化顺序任务求解 | |
| ⏳ 异步顺序任务求解 | 工作流自动化 | 在聊天序列中处理异步任务求解 | |
| 🤝 不同发起智能体的顺序聊天 | 工作流自动化 | 由不同智能体发起聊天的顺序任务求解 |
嵌套聊天
| 用例 | 行业 | 描述 | Notebook |
|---|---|---|---|
| 🧠 使用嵌套聊天求解复杂任务 | 问题求解 | 使用嵌套聊天求解层次化与复杂问题 | |
| 🔄 嵌套聊天的序列 | 问题求解 | 演示使用嵌套聊天的顺序任务求解 | |
| 🏭 基于嵌套聊天的 OptiGuide 供应链 | 供应链 | 使用嵌套聊天求解供应链优化 | |
| ♟️ 基于嵌套聊天的对话式国际象棋 | 游戏 | 使用嵌套聊天与工具进行对话式国际象棋 |
工具
| 用例 | 行业 | 描述 | Notebook |
|---|---|---|---|
| 🌐 网页搜索:求解需要网络信息的任务 | 信息检索 | 通过搜索网络收集信息以完成任务 | |
| 🔧 将提供的工具用作函数 | 工具集成 | 演示如何将预提供工具用作可调用函数 | |
| 📚 RAG 群聊 | 协作 | 支持检索增强生成的群聊 | |
| 🔊 基于 Whisper 的智能体聊天 | 音频处理 | 基于 Whisper 的转录与翻译 AI 智能体 | |
| 📊 SQL:自然语言到 SQL 查询 | 数据库管理 | 将自然语言输入转换为 SQL 查询 |
多模态智能体
| 用例 | 行业 | 描述 | Notebook |
|---|---|---|---|
| 🎨 基于 DALLE 与 GPT-4V 的多模态智能体 | 多媒体 AI | 组合 DALLE 与 GPT-4V 实现多模态智能体通信 | |
| 🖌️ 基于 Llava 的多模态智能体 | 图像处理 | 使用 Llava 进行多模态智能体对话 | |
| 🖼️ 基于 GPT-4V 的多模态智能体 | 多媒体 AI | 利用 GPT-4V 实现视觉与对话交互 |
可观测性与评估
| 用例 | 行业 | 描述 | Notebook |
|---|---|---|---|
| 📊 AgentEval:多智能体评估系统 | 性能评估 | 评估基于 LLM 的应用效用 | |
| 📊 使用 AgentOps 跟踪 LLM 调用与错误 | 监控与分析 | 监控 LLM 交互、工具使用与错误 | |
| 🏗️ 使用 AgentBuilder 自动构建多智能体系统 | AI 开发 | 自动构建多智能体系统 |
Agno
轻量级、快速的智能体框架。最适合单体智能体工具与快速原型。
| 用例 | 行业 | 描述 | 代码 |
|---|---|---|---|
| 🤖 支持智能体 | AI 框架支持 | 针对 Agno 框架的实时回答、解释与代码示例 | |
| 🎥 YouTube 智能体 | 媒体与内容 | 分析 YouTube 视频:summari |
……(正文超出本站单页篇幅上限,此处截断;完整表述请见下方原文入口。)
译文由上游机器翻译生成,可能有误;判断请以英文原文为准。
英文原文(来源本站未改写)
500+ AI Agent Projects & Use Cases
The most comprehensive collection of AI agent projects, use cases, and working implementations.
🚀 Quick Start • 🗺️ Browse Agents • 🏭 By Industry • 🤝 Contribute • 📊 Frameworks Compared
What is this?
A curated collection of 500+ AI agent projects — production examples, tutorials, and working code spanning every major framework (LangGraph, CrewAI, AutoGen, Agno) and industry (Healthcare, Finance, Education, Cybersecurity, and more).
Who it's for: · 🧑💻 Developers building their first or next AI agent · 🔬 Researchers surveying the agent landscape · 🏢 Teams evaluating frameworks for production use · 🎓 Students learning agent architectures from real examples
⚡ Quick Start
Pick a framework and run an agent in under 5 minutes:
All agents in agents/ are self-contained with their own requirements.txt and .env.example. No monorepo setup needed.
🗺️ Navigation Guide
| I want to... | Go to |
|---|---|
| Run a working agent right now | agents/ |
| Browse by AI framework | Framework-wise Use Cases |
| Browse by industry | Industry Use Cases |
| Understand which framework to use | Framework Comparison |
| Add my own agent | Contributing |
| Learn with a course | crewaimcpcourse/ |
📊 Framework Comparison
Choosing a framework? Here's when to use each:
| Framework | Best For | Complexity | Multi-Agent | Streaming | Local LLM |
|---|---|---|---|---|---|
| LangGraph | Stateful workflows, RAG pipelines, complex graphs | ⭐⭐⭐ | ✅ | ✅ | ✅ |
| CrewAI | Role-based teams, business automation, rapid prototyping | ⭐⭐ | ✅ | ✅ | ✅ |
| AutoGen | Code generation, research, self-healing workflows | ⭐⭐⭐ | ✅ | ✅ | ✅ |
| Agno | Lightweight single agents, tool integration, fast iteration | ⭐ | ✅ | ✅ | ✅ |
| LlamaIndex | Document Q&A, enterprise RAG, data pipelines | ⭐⭐ | ⚠️ | ✅ | ✅ |
Quick decision guide: · Just starting out → Agno or CrewAI · Need stateful graphs + RAG → LangGraph · Building code-writing / research agents → AutoGen · Enterprise document pipelines → LlamaIndex
🏭 Industry Use Cases
| Use Case | Industry | Description | Code |
|---|---|---|---|
| HIA (Health Insights Agent) | Healthcare | Analyses medical reports and provides health insights | |
| AI Health Assistant | Healthcare | Diagnoses and monitors diseases using patient data | |
| Automated Trading Bot | Finance | Automates stock trading with real-time market analysis | |
| Agent Wallet SDK | Finance | Non-custodial smart contract wallet SDK for AI agents with enforced spend limits | |
| Virtual AI Tutor | Education | Provides personalized education tailored to users | |
| 24/7 AI Chatbot | Customer Service | Handles customer queries around the clock | |
| Product Recommendation Agent | Retail | Suggests products based on user preferences and history | |
| Self-Driving Delivery Agent | Transportation | Optimizes routes and autonomously delivers packages | |
| Factory Process Monitoring Agent | Manufacturing | Monitors production lines and ensures quality control | |
| Property Pricing Agent | Real Estate | Analyzes market trends to determine property prices | |
| Smart Farming Assistant | Agriculture | Provides insights on crop health and yield predictions | |
| Energy Demand Forecasting Agent | Energy | Predicts energy usage to optimize grid management | |
| Content Personalization Agent | Entertainment | Recommends personalized media based on preferences | |
| Legal Document Review Assistant | Legal | Automates document review and highlights key clauses | |
| Recruitment Recommendation Agent | Human Resources | Suggests best-fit candidates for job openings | |
| Virtual Travel Assistant | Hospitality | Plans travel itineraries based on preferences | |
| AI Game Companion Agent | Gaming | Enhances player experience with real-time assistance | |
| Real-Time Threat Detection Agent | Cybersecurity | Identifies potential threats and mitigates attacks | |
| E-commerce Personal Shopper Agent | E-commerce | Helps customers find products they'll love | |
| Logistics Optimization Agent | Supply Chain | Plans efficient delivery routes and manages inventory | |
| Vibe Hacking Agent | Cybersecurity | Autonomous Multi-Agent Based Red Team Testing Service | |
| Agent Memory Guard | Cybersecurity | Detects and blocks memory poisoning attacks (OWASP ASI06) in AI agent memory stores | |
| Citadel | Software Development | Orchestrates Claude Code agent fleets with lifecycle hooks, skills, campaign management, and postmortem-driven architecture | |
| MediSuite-AI-Agent | Health Insurance | Automates hospital / insurance claiming workflow | |
| Lina Egyptian Medical Chatbot | Healthcare | Egyptian medical assistant chatbot | |
| NextRole (AI Career Assistant) | Human Resources | Tailors a resume to a job description and generates interview prep plus a day-of battlecard via a multi-agent system |
🔧 Browse by Framework CrewAI
Role-based multi-agent framework. Great for business automation.
| Use Case | Industry | Description | GitHub |
|---|---|---|---|
| 📧 Email Auto Responder Flow | Communication | Automates email responses based on predefined criteria | |
| 📝 Meeting Assistant Flow | Productivity | Organizes meetings, scheduling and agenda preparation | |
| 🔄 Self Evaluation Loop Flow | Human Resources | Facilitates self-assessment for performance reviews | |
| 📈 Lead Score Flow | Sales | Evaluates and scores potential leads to prioritize outreach | |
| 📊 Marketing Strategy Generator | Marketing | Develops marketing strategies by analyzing market trends | |
| 📝 Job Posting Generator | Recruitment | Creates job postings by analyzing job requirements | |
| 🔄 Recruitment Workflow | Recruitment | Streamlines recruitment by automating hiring tasks | |
| 🔍 Match Profile to Positions | Recruitment | Matches candidate profiles to suitable job positions | |
| 📸 Instagram Post Generator | Social Media | Generates and schedules Instagram posts automatically | |
| 🌐 Landing Page Generator | Web Development | Automates creation of landing pages for websites | |
| 🎮 Game Builder Crew | Game Development | Assists in game development by automating aspects of creation | |
| 💹 Stock Analysis Tool | Finance | Provides tools for analyzing stock market data | |
| 🗺️ Trip Planner | Travel | Assists in planning trips with itineraries | |
| 🎁 Surprise Trip Planner | Travel | Plans surprise trips based on user preferences | |
| 📚 Write a Book with Flows | Creative Writing | Assists authors with structured writing workflows | |
| 🎬 Screenplay Writer | Creative Writing | Aids in writing screenplays with templates and guidance | |
| ✅ Markdown Validator | Documentation | Validates Markdown files for proper formatting | |
| 🧠 Meta Quest Knowledge | Knowledge Management | Manages Meta Quest knowledge for information retrieval | |
| 🤖 NVIDIA Models Integration | AI Integration | Integrates NVIDIA AI models into workflows | |
| 🗂️ Prep for a Meeting | Productivity | Prepares meeting materials and sets agendas | |
| 🛠️ Starter Template | Development | Starter template for new CrewAI projects | |
| 🔗 CrewAI + LangGraph Integration | AI Integration | Integration between CrewAI and LangGraph |
AutoGen
Microsoft's framework for code generation, execution, and multi-agent research.
Code Generation, Execution, and Debugging
| Use Case | Industry | Description | Notebook |
|---|---|---|---|
| 🤖 Automated Task Solving with Code Gen, Execution & Debugging | Software Development | Demonstrates automated task-solving by generating, executing, and debugging code | |
| 🧑💻 Code Generation and Q&A with Retrieval Augmented Agents | Software Development | Generates code and answers questions using retrieval-augmented methods | |
| 🧠 Code Generation and Q&A with Qdrant-based Retrieval | Software Development | Utilizes Qdrant for enhanced retrieval-augmented agent performance |
Multi-Agent Collaboration
| Use Case | Industry | Description | Notebook |
|---|---|---|---|
| 🤝 Group Chat (3 members, 1 manager) | Collaboration | Demonstrates group task-solving via multi-agent collaboration | |
| 📊 Data Visualization by Group Chat | Data Analysis | Uses multi-agent collaboration to create data visualizations | |
| 🧩 Complex Task Solving by Group Chat (6 members) | Collaboration | Solves complex tasks collaboratively with a larger group | |
| 🧑💻 Task Solving with Coding & Planning Agents | Planning & Dev | Combines coding and planning agents for solving tasks | |
| 📐 Task Solving with Graph Transition Paths | Collaboration | Uses predefined transition paths in a graph for solving tasks | |
| 🧠 SocietyOfMindAgent Inner-Monologue | Cognitive Sciences | Simulates inner-monologue for problem-solving using group chats | |
| 🔧 Group Chat with Custom Speaker Selection | Collaboration | Implements a custom function for speaker selection |
Sequential Multi-Agent Chats
| Use Case | Industry | Description | Notebook |
|---|---|---|---|
| 🔄 Sequential Task-Solving (single initiating agent) | Workflow Automation | Automates sequential task-solving with a single initiating agent | |
| ⏳ Async Sequential Task-Solving | Workflow Automation | Handles asynchronous task-solving in a sequence of chats | |
| 🤝 Sequential Chats with Different Initiating Agents | Workflow Automation | Sequential task-solving with different agents initiating each chat |
Nested Chats
| Use Case | Industry | Description | Notebook |
|---|---|---|---|
| 🧠 Solving Complex Tasks with Nested Chats | Problem Solving | Uses nested chats to solve hierarchical and complex problems | |
| 🔄 Sequence of Nested Chats | Problem Solving | Demonstrates sequential task-solving using nested chats | |
| 🏭 OptiGuide Supply Chain with Nested Chats | Supply Chain | Solves supply chain optimization using nested chats | |
| ♟️ Conversational Chess with Nested Chats | Gaming | Uses nested chats for playing conversational chess with tools |
Tools
| Use Case | Industry | Description | Notebook |
|---|---|---|---|
| 🌐 Web Search: Solve Tasks Requiring Web Info | Information Retrieval | Searches the web to gather information for completing tasks | |
| 🔧 Use Provided Tools as Functions | Tool Integration | Demonstrates how to use pre-provided tools as callable functions | |
| 📚 RAG Group Chat | Collaboration | Enables group chat with Retrieval Augmented Generation | |
| 🔊 Agent Chat with Whisper | Audio Processing | AI agent for transcription and translation using Whisper | |
| 📊 SQL: Natural Language to SQL Query | Database Management | Converts natural language inputs into SQL queries |
Multimodal Agents
| Use Case | Industry | Description | Notebook |
|---|---|---|---|
| 🎨 Multimodal Agent with DALLE and GPT-4V | Multimedia AI | Combines DALLE and GPT-4V for multimodal agent communication | |
| 🖌️ Multimodal Agent with Llava | Image Processing | Uses Llava for multimodal agent conversations | |
| 🖼️ Multimodal Agent with GPT-4V | Multimedia AI | Leverages GPT-4V for visual and conversational interactions |
Observability & Evaluation
| Use Case | Industry | Description | Notebook |
|---|---|---|---|
| 📊 AgentEval: Multi-Agent Assessment System | Performance Evaluation | Evaluating LLM-based application utility | |
| 📊 Track LLM Calls and Errors using AgentOps | Monitoring & Analytics | Monitors LLM interactions, tool usage, and errors | |
| 🏗️ Auto Build Multi-agent System with AgentBuilder | AI Development | Automatically builds multi-agent systems |
Agno
Lightweight, fast agent framework. Best for single-agent tools and rapid prototyping.
| Use Case | Industry | Description | Code |
|---|---|---|---|
| 🤖 Support Agent | AI Framework Support | Real-time answers, explanations, and code examples for Agno framework | |
| 🎥 YouTube Agent | Media & Content | Analyzes YouTube videos: summari |
... (truncated at the site's per-page length limit; see the source link below for the full text.)
出处https://github.com/codeztech-atique/500-AI-Agents-Projects
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