知识库问答 · 中文选型解读

awesome-llm-apps

已解读GitHubApache-2.0Python

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。

136.8kstar1 天前更新维护状态Apache-2.0 · 可评估商用商用提醒
在 GitHub 查看官方项目
适合解决把企业文档和数据变成可追溯的 AI 问答能力
更适合有文档沉淀、客服或内部知识复用需求的团队
投入判断上手门槛:需评估。通常需要整理数据、配置模型与权限
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AI 依据上游资料解读 · 2026/9/5

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。

项目导读

从官方资料看清能力、部署与采用边界

AI 翻译整理 · 保留官方来源

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。

  1. 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。
  2. 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。

可核对的事实层

官方资料与来源

查看来源 →
  • agents
  • llms
  • python
  • rag
默认分支main
关注仓库1.3k
复刻次数20.0k
开放议题5
近期更新2026/9/4
仓库状态未标记归档
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-graveyard

Then 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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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
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  • 🩺 Dependency Doctor - Checks a dependency manifest for standard-library pins, obsolete backports, unpinned entries, duplicate constraints, and yanked releases
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Single-file agents that run with just an API key - a great place to start.

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  • 📊 AI Data Analysis Agent - Ask questions of any CSV or Excel file in plain English
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  • 😂 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
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🚀 Advanced AI Agents

Production-style agents with tools, memory, and multi-step reasoning.

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  • 🔍 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
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  • 📡 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。