awesome-llm-apps
该项目是收录100+经过端到端验证的开源AI智能体、智能体技能、RAG应用的资源库,兼容主流大模型,可直接复用或二次开发。
这个项目值得继续研究吗?
该项目是收录100+经过端到端验证的开源AI智能体、智能体技能、RAG应用的资源库,兼容主流大模型,可直接复用或二次开发。
- 解决什么问题
- 企业自研AI智能体、RAG(检索增强生成,是将外部知识库接入大模型以提升回答准确性的技术)应用时,从零开发成本高、试错周期长,缺少经过验证、可快速复用的现成模板。
- 适合什么团队
- 需要快速落地AI智能体、知识库问答类应用的企业业务团队、AI研发团队,以及学习AI应用开发的技术人员都可使用。
- 使用前注意
- 所有模板需自行配置对应大模型的API密钥方可运行,部分高级功能依赖第三方工具权限,项目持续迭代,每周新增模板。
本页用于缩短初步筛选时间,不构成技术、采购或法律结论。 正式使用前请在真实业务数据上验证,并以官方说明与许可证为准。
从官方资料看清能力、部署与采用边界
以下内容依据项目公开 README 或模型卡翻译整理,代码、命令和产品名保持原样。
项目定位
awesome-llm-apps是由Unwind AI维护的开源AI应用模板集合,目前收录了100+经过端到端测试的AI智能体(Agents,指具备自主感知、决策、行动能力的大模型应用)、智能体技能、RAG应用,所有资源采用Apache-2.0许可证,可免费使用、二次开发甚至商用,兼容Claude、Gemini、GPT、DeepSeek、Llama、Qwen等市面主流闭源、开源大模型,帮助降低AI应用的落地门槛。
核心模板分类
项目将所有模板分为四类,覆盖不同使用场景:
1. 智能体技能
这类模板用于给现有编码智能体扩展能力,一键即可安装,通过自然语言就能调用,所有技能都经过安全和效果验证,兼容Claude Code、Codex、Cursor等常见编码智能体。目前已收录的技能包括副业项目复盘分析、代码范围蔓延检测、提交记录溯源、依赖风险检查、自优化技能等。
2. 入门AI智能体
均为单文件实现的轻量模板,仅需对应大模型的API密钥即可运行,适合快速上手验证场景。覆盖的场景包括博客转播客、CSV/Excel数据自然语言查询、旅行行程规划、AI音乐生成、网页信息抓取、多模型回答聚合等。
3. 高级AI智能体
为生产级设计的智能体模板,具备工具调用、记忆存储、多步推理能力,还包含多智能体协作的组合模板,覆盖多个行业的落地场景:包括家装设计方案生成、创业项目尽调、欺诈风险调查、销售情报生成、健康管理方案制定、会议准备简报、多智能体科研等。
4. 常驻智能体
可在后台定时或触发式运行的智能体,能够自动监控上下文变化,主动推送结果或执行动作。目前已有模板包括Hacker News每日精选简报、依赖版本更新雷达等,支持将结果推送到Slack或邮箱。
典型使用方式
项目提供两种快速使用路径:
官方站点Unwind AI提供了所有模板的分步操作教程,项目每周都会新增模板,可订阅获取更新通知。
- 给现有编码智能体新增技能:仅需一行npx skills add https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/agentskills/project-graveyard命令即可安装对应技能,安装后直接用自然语言提问即可调用对应能力,全程仅需10秒。
- 独立运行智能体模板:克隆项目仓库后,进入对应模板的目录,安装依赖即可运行,例如AI旅行代理模板,仅需执行克隆、安装依赖、启动三步,30秒即可启动使用。
运行要求
基础入门模板仅需Python运行环境,安装对应依赖包即可启动,部分带交互界面的模板基于Streamlit开发,启动后可直接通过浏览器访问。所有模板都需要自行配置对应大模型的API密钥,部分高级智能体需要额外开通第三方工具(比如浏览器、财经数据接口、通知接口等)的访问权限。 项目目前处于活跃维护状态,未归档,开放issue提交入口,使用中遇到的问题可提交反馈。
许可证与采用建议
项目采用Apache-2.0许可证,你可以自由修改、分发、商用相关模板,无需公开修改后的代码。 如果是业务团队想快速验证AI应用的落地效果,可以直接选择对应场景的模板,替换为自有数据源和大模型密钥即可使用,无需从零开发;如果是研发团队,可以参考现有模板的实现逻辑,快速搭建符合自身需求的智能体应用,节省前期开发成本。
官方资料与来源
- agents
- llms
- python
- rag







核对上游原始说明节选
100+ AI Agents, Agent Skills and RAG Apps - Free and Open Source.
Awesome LLM Apps
100+ open-source AI agents, agent skills, and RAG apps. Hand-built, tested end-to-end, Apache-2.0.
Clone it, ship it, sell it - 100% free and open-source
Works with Claude, Gemini, GPT, DeepSeek, Llama, Qwen and other open-source models.
Step-by-step tutorials on Unwind AI · Quick start · Browse all templates
Project Graveyard Insurance Claim Live Agent Team AI Fraud Investigation Agent Self-Improving Agent Skills AI Home Renovation Agent Always-on HN Briefing Agent
🚀 Run one now
Give your coding agent a new skill in 10 seconds:
npx skills add https://github.com/Shubhamsaboo/awesome-llm-apps/tree/main/agent_skills/project-graveyardThen ask it: "why do I never finish my side projects?"
Or clone and run any agent in 30 seconds:
git clone https://github.com/Shubhamsaboo/awesome-llm-apps.git
cd awesome-llm-apps/starter_ai_agents/ai_travel_agent
pip install -r requirements.txt
streamlit run travel_agent.py📬 New templates drop weekly. Get them in your inbox on Unwind AI.
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🧩 Agent Skills
Give your coding agent new abilities. One command to install, plain English to use. Every skill ships real code and passes a security + eval CI gate. Works with Claude Code, Codex, Cursor, and other coding agents. Browse all skills →
- ⚰️ Project Graveyard - Finds every side project you abandoned, tells you why each one died, and helps you finish the one worth going back to
- 🔭 Scope Creep Detector - Checks whether a diff grew beyond its stated intent and recommends what to keep, split, or justify
- 🏺 Commit Archaeologist - Reconstructs why a file or code region exists from its introducing commit, later edits, co-changes, and intent clues
- 🩺 Dependency Doctor - Checks a dependency manifest for standard-library pins, obsolete backports, unpinned entries, duplicate constraints, and yanked releases
- 🧠 Advisor Orchestrator Worker - Meta Loop with Claude Fable 5 as advisor, GPT-5.6 as orchestrator, and Gemini 3.7 Flash as worker
- ♾️ Self-Improving Agent Skills - Automatically optimize agent skills using Gemini and ADK
🌱 Starter AI Agents
Single-file agents that run with just an API key - a great place to start.
- 🎙️ AI Blog to Podcast Agent - Turn any blog URL into a narrated podcast episode
- ❤️🩹 AI Breakup Recovery Agent - An agent team that talks you through the post-breakup spiral
- 📊 AI Data Analysis Agent - Ask questions of any CSV or Excel file in plain English
- 🩻 AI Medical Imaging Agent - Diagnostic analysis of X-rays and scans with Gemini
- 😂 AI Meme Generator Agent (Browser) - Makes memes by driving a real browser, not an image API
- 🎵 AI Music Generator Agent - Prompt in, MP3 track out
- 🛫 AI Travel Agent (Local & Cloud) - Personalized day-by-day travel itineraries
- 💸 AI x402 Paying Agent - An agent with a wallet that pays per-call for the data it needs — no API keys
- ✨ Gemini Multimodal Agent - Video analysis plus web search in one agent
- 🔄 Mixture of Agents - Multiple LLMs answer, one aggregates the best response
- 📊 xAI Finance Agent - Real-time stock analysis powered by Grok
- 🔍 OpenAI Research Agent - Multi-agent topic research with the OpenAI Agents SDK
- 🕸️ Web Scraping AI Agent - Describe what to extract and the agent scrapes it
🚀 Advanced AI Agents
Production-style agents with tools, memory, and multi-step reasoning.
- 🏚️ 🍌 AI Home Renovation Agent with Nano Banana Pro - Photos of your space in, renovation plan and photorealistic renders out
- 🧠 DevPulse AI - Multi-Agent Signal Intelligence - Aggregates and scores technical signals into a daily intelligence digest
- 🔍 AI Deep Research Agent - Comprehensive web research with the OpenAI Agents SDK and Firecrawl
- 📊 AI VC Due Diligence Agent Team - Multi-agent startup investment analysis with Gemini 3
- 🔬 AI Research Planner & Executor (Google Interactions API) - Multi-phase research with stateful conversations and auto-generated infographics
- 🤝 AI Consultant Agent - Market analysis and strategy recommendations with live web research
- 🏗️ AI System Architect Agent - Architecture reviews using DeepSeek R1 reasoning plus Claude
- 💰 AI Financial Coach Agent - Personalized budget, debt, and savings analysis
- 🎬 AI Movie Production Agent - Script drafts and casting ideas from a one-line movie concept
- 📈 AI Investment Agent - Stock comparison reports built on Yahoo Finance data
- 📡 Earnings Call Analyst Agent - Turns YouTube earnings calls into a playback-synced analyst workspace
- 🏋️♂️ AI Health & Fitness Agent - Tailored diet and workout plans from your goals
- 🚀 AI Product Launch Intelligence Agent - Go-to-market intelligence on competitor launches
- 🔍 AI Fraud Investigation Agent - Cross-references public records to flag facilities that don't add up
- 🗞️ AI Journalist Agent - Researches, writes, and edits articles on any topic
- 🧠 AI Mental Wellbeing Agent - A coordinated agent team for mental health support plans
🛰️ Always-on Agents
Background agents that run on schedules or events, monitor changing context, decide what needs attention, and proactively deliver updates, artifacts, or actions.
- 📰 Always-on Hacker News Briefing Agent - A scheduled scout that ships a ranked daily brief to Slack or email
- 📡 Release Radar Agent - Watches dependency releases and briefs you on breaking, deprecated, security, and major-version
上游文档较长,此处为节选。完整内容见官方项目。