base on FastGPT is a knowledge-based platform built on the LLMs, offers a comprehensive suite of out-of-the-box capabilities such as data processing, RAG retrieval, and visual AI workflow orchestration, letting you easily develop and deploy complex question-answering systems without the need for extensive setup or configuration. <div align="center"> <a href="https://tryfastgpt.ai/"><img src="/.github/imgs/logo.svg" width="120" height="120" alt="fastgpt logo"></a> # FastGPT <p align="center"> <a href="./README_en.md">English</a> | <a href="./README.md">简体中文</a> | <a href="./README_ja.md">日语</a> </p> FastGPT 是一个基于 LLM 大语言模型的知识库问答系统，提供开箱即用的数据处理、模型调用等能力。同时可以通过 Flow 可视化进行工作流编排，从而实现复杂的问答场景！ </div> <p align="center"> <a href="https://tryfastgpt.ai/"> <img height="21" src="https://img.shields.io/badge/在线使用-d4eaf7?style=flat-square&logo=spoj&logoColor=7d09f1" alt="cloud"> </a> <a href="https://doc.tryfastgpt.ai/docs/intro"> <img height="21" src="https://img.shields.io/badge/相关文档-7d09f1?style=flat-square" alt="document"> </a> <a href="https://doc.tryfastgpt.ai/docs/development"> <img height="21" src="https://img.shields.io/badge/本地开发-%23d4eaf7?style=flat-square&logo=xcode&logoColor=7d09f1" alt="development"> </a> <a href="/#-%E7%9B%B8%E5%85%B3%E9%A1%B9%E7%9B%AE"> <img height="21" src="https://img.shields.io/badge/相关项目-7d09f1?style=flat-square" alt="project"> </a> </p> https://github.com/labring/FastGPT/assets/15308462/7d3a38df-eb0e-4388-9250-2409bd33f6d4 ## 🛸 在线使用 - 🌍 国际版：[tryfastgpt.ai](https://tryfastgpt.ai/) | | | | ---------------------------------- | ---------------------------------- | |  |  | |  |  | <a href="#readme"> <img src="https://img.shields.io/badge/-返回顶部-7d09f1.svg" alt="#" align="right"> </a> ## 💡 RoadMap `1` 应用编排能力 - [x] 对话工作流、插件工作流 - [x] 工具调用 - [x] Code sandbox - [x] 循环调用 - [x] 用户选择 - [x] 表单输入 `2` 知识库能力 - [x] 多库复用，混用 - [x] chunk 记录修改和删除 - [x] 支持手动输入，直接分段，QA 拆分导入 - [x] 支持 txt，md，html，pdf，docx，pptx，csv，xlsx (有需要更多可 PR file loader) - [x] 支持 url 读取、CSV 批量导入 - [x] 混合检索 & 重排 - [ ] 自定义文件读取服务 - [ ] 自定义分块服务 `3` 应用调试能力 - [x] 知识库单点搜索测试 - [x] 对话时反馈引用并可修改与删除 - [x] 完整上下文呈现 - [x] 完整模块中间值呈现 - [x] 高级编排 DeBug 模式 `4` OpenAPI 接口 - [x] completions 接口 (chat 模式对齐 GPT 接口) - [x] 知识库 CRUD - [x] 对话 CRUD `5` 运营能力 - [x] 免登录分享窗口 - [x] Iframe 一键嵌入 - [x] 聊天窗口嵌入支持自定义 Icon，默认打开，拖拽等功能 - [x] 统一查阅对话记录，并对数据进行标注 `6` 其他 - [x] 支持语音输入和输出 (可配置语音输入语音回答) - [x] 模糊输入提示 - [x] 模板市场 <a href="#readme"> <img src="https://img.shields.io/badge/-返回顶部-7d09f1.svg" alt="#" align="right"> </a> ## 👨‍💻 开发 项目技术栈：NextJs + TS + ChakraUI + MongoDB + PostgreSQL (PG Vector 插件)/Milvus - **⚡ 快速部署** > 使用 [Sealos](https://sealos.io) 服务，无需采购服务器、无需域名，支持高并发 & 动态伸缩，并且数据库应用采用 kubeblocks 的数据库，在 IO 性能方面，远超于简单的 Docker 容器部署。 [点击查看 Sealos 一键部署 FastGPT 教程](https://doc.tryfastgpt.ai/docs/development/sealos/) * [快速开始本地开发](https://doc.tryfastgpt.ai/docs/development/intro/) * [部署 FastGPT](https://doc.tryfastgpt.ai/docs/development/sealos/) * [系统配置文件说明](https://doc.tryfastgpt.ai/docs/development/configuration/) * [多模型配置](https://doc.tryfastgpt.ai/docs/development/one-api/) * [版本更新/升级介绍](https://doc.tryfastgpt.ai/docs/development/upgrading/) * [OpenAPI API 文档](https://doc.tryfastgpt.ai/docs/development/openapi/) * [知识库结构详解](https://doc.tryfastgpt.ai/docs/guide/knowledge_base/rag/) <a href="#readme"> <img src="https://img.shields.io/badge/-返回顶部-7d09f1.svg" alt="#" align="right"> </a> ## 🏘️ 社区交流群 扫码加入飞书话题群：  <a href="#readme"> <img src="https://img.shields.io/badge/-返回顶部-7d09f1.svg" alt="#" align="right"> </a> ## 🏘️ 加入我们 我们正在寻找志同道合的小伙伴，加速 FastGPT 的发展。你可以通过 [FastGPT 2025 招聘](https://fael3z0zfze.feishu.cn/wiki/P7FOwEmPziVcaYkvVaacnVX1nvg)了解 FastGPT 的招聘信息。 ## 💪 相关项目 - [Laf：3 分钟快速接入三方应用](https://github.com/labring/laf) - [Sealos：快速部署集群应用](https://github.com/labring/sealos) - [One API：多模型管理，支持 Azure、文心一言等](https://github.com/songquanpeng/one-api) - [TuShan：5 分钟搭建后台管理系统](https://github.com/msgbyte/tushan) <a href="#readme"> <img src="https://img.shields.io/badge/-返回顶部-7d09f1.svg" alt="#" align="right"> </a> ## 👀 其他 - [保姆级 FastGPT 教程](https://www.bilibili.com/video/BV1n34y1A7Bo/?spm_id_from=333.999.0.0) - [接入飞书](https://www.bilibili.com/video/BV1Su4y1r7R3/?spm_id_from=333.999.0.0) - [接入企微](https://www.bilibili.com/video/BV1Tp4y1n72T/?spm_id_from=333.999.0.0) <a href="#readme"> <img src="https://img.shields.io/badge/-返回顶部-7d09f1.svg" alt="#" align="right"> </a> ## 🌿 第三方生态 - [COW 个人微信/企微机器人](https://doc.tryfastgpt.ai/docs/use-cases/external-integration/onwechat/) <a href="#readme"> <img src="https://img.shields.io/badge/-返回顶部-7d09f1.svg" alt="#" align="right"> </a> ## 🤝 参与贡献 我们非常欢迎各种形式的贡献。如果你对贡献代码感兴趣，可以查看我们的 GitHub [Issues](https://github.com/labring/FastGPT/issues?q=is%3Aissue+is%3Aopen+sort%3Aupdated-desc)，大展身手，向我们展示你的奇思妙想。 <a href="https://github.com/labring/FastGPT/graphs/contributors" target="_blank"> <table> <tr> <th colspan="2"> <br><img src="https://contrib.rocks/image?repo=labring/FastGPT"><br><br> </th> </tr> <tr> <td> <picture> <source media="(prefers-color-scheme: dark)" srcset="https://next.ossinsight.io/widgets/official/compose-org-active-contributors/thumbnail.png?activity=active&period=past_28_days&owner_id=102226726&repo_ids=605673387&image_size=2x3&color_scheme=dark"> <img alt="Active participants of labring - past 28 days" src="https://next.ossinsight.io/widgets/official/compose-org-active-contributors/thumbnail.png?activity=active&period=past_28_days&owner_id=102226726&repo_ids=605673387&image_size=2x3&color_scheme=light"> </picture>**** </td> <td rowspan="2"> <picture> <source media="(prefers-color-scheme: dark)" srcset="https://next.ossinsight.io/widgets/official/compose-org-participants-growth/thumbnail.png?activity=new&period=past_28_days&owner_id=102226726&repo_ids=605673387&image_size=4x7&color_scheme=dark"> <img alt="New trends of labring" src="https://next.ossinsight.io/widgets/official/compose-org-participants-growth/thumbnail.png?activity=new&period=past_28_days&owner_id=102226726&repo_ids=605673387&image_size=4x7&color_scheme=light"> </picture> </td> </tr> <tr> <td> <picture> <source media="(prefers-color-scheme: dark)" srcset="https://next.ossinsight.io/widgets/official/compose-org-active-contributors/thumbnail.png?activity=new&period=past_28_days&owner_id=102226726&repo_ids=605673387&image_size=2x3&color_scheme=dark"> <img alt="New participants of labring - past 28 days" src="https://next.ossinsight.io/widgets/official/compose-org-active-contributors/thumbnail.png?activity=new&period=past_28_days&owner_id=102226726&repo_ids=605673387&image_size=2x3&color_scheme=light"> </picture> </td> </tr> </table> </a> ## 🌟 Star History <a href="https://github.com/labring/FastGPT/stargazers" target="_blank" style="display: block" align="center"> <picture> <source media="(prefers-color-scheme: dark)" srcset="https://api.star-history.com/svg?repos=labring/FastGPT&type=Date&theme=dark" /> <source media="(prefers-color-scheme: light)" srcset="https://api.star-history.com/svg?repos=labring/FastGPT&type=Date" /> <img alt="Star History Chart" src="https://api.star-history.com/svg?repos=labring/FastGPT&type=Date" /> </picture> </a> <a href="#readme"> <img src="https://img.shields.io/badge/-返回顶部-7d09f1.svg" alt="#" align="right"> </a> ## 使用协议 本仓库遵循 [FastGPT Open Source License](./LICENSE) 开源协议。 1. 允许作为后台服务直接商用，但不允许提供 SaaS 服务。 2. 未经商业授权，任何形式的商用服务均需保留相关版权信息。 3. 完整请查看 [FastGPT Open Source License](./LICENSE) 4. 联系方式：[email protected]，[点击查看商业版定价策略](https://doc.tryfastgpt.ai/docs/commercial) ", Assign "at most 3 tags" to the expected json: {"id":"1258","tags":[]} "only from the tags list I provide: [{"id":77,"name":"3d"},{"id":89,"name":"agent"},{"id":17,"name":"ai"},{"id":54,"name":"algorithm"},{"id":24,"name":"api"},{"id":44,"name":"authentication"},{"id":3,"name":"aws"},{"id":27,"name":"backend"},{"id":60,"name":"benchmark"},{"id":72,"name":"best-practices"},{"id":39,"name":"bitcoin"},{"id":37,"name":"blockchain"},{"id":1,"name":"blog"},{"id":45,"name":"bundler"},{"id":58,"name":"cache"},{"id":21,"name":"chat"},{"id":49,"name":"cicd"},{"id":4,"name":"cli"},{"id":64,"name":"cloud-native"},{"id":48,"name":"cms"},{"id":61,"name":"compiler"},{"id":68,"name":"containerization"},{"id":92,"name":"crm"},{"id":34,"name":"data"},{"id":47,"name":"database"},{"id":8,"name":"declarative-gui "},{"id":9,"name":"deploy-tool"},{"id":53,"name":"desktop-app"},{"id":6,"name":"dev-exp-lib"},{"id":59,"name":"dev-tool"},{"id":13,"name":"ecommerce"},{"id":26,"name":"editor"},{"id":66,"name":"emulator"},{"id":62,"name":"filesystem"},{"id":80,"name":"finance"},{"id":15,"name":"firmware"},{"id":73,"name":"for-fun"},{"id":2,"name":"framework"},{"id":11,"name":"frontend"},{"id":22,"name":"game"},{"id":81,"name":"game-engine "},{"id":23,"name":"graphql"},{"id":84,"name":"gui"},{"id":91,"name":"http"},{"id":5,"name":"http-client"},{"id":51,"name":"iac"},{"id":30,"name":"ide"},{"id":78,"name":"iot"},{"id":40,"name":"json"},{"id":83,"name":"julian"},{"id":38,"name":"k8s"},{"id":31,"name":"language"},{"id":10,"name":"learning-resource"},{"id":33,"name":"lib"},{"id":41,"name":"linter"},{"id":28,"name":"lms"},{"id":16,"name":"logging"},{"id":76,"name":"low-code"},{"id":90,"name":"message-queue"},{"id":42,"name":"mobile-app"},{"id":18,"name":"monitoring"},{"id":36,"name":"networking"},{"id":7,"name":"node-version"},{"id":55,"name":"nosql"},{"id":57,"name":"observability"},{"id":46,"name":"orm"},{"id":52,"name":"os"},{"id":14,"name":"parser"},{"id":74,"name":"react"},{"id":82,"name":"real-time"},{"id":56,"name":"robot"},{"id":65,"name":"runtime"},{"id":32,"name":"sdk"},{"id":71,"name":"search"},{"id":63,"name":"secrets"},{"id":25,"name":"security"},{"id":85,"name":"server"},{"id":86,"name":"serverless"},{"id":70,"name":"storage"},{"id":75,"name":"system-design"},{"id":79,"name":"terminal"},{"id":29,"name":"testing"},{"id":12,"name":"ui"},{"id":50,"name":"ux"},{"id":88,"name":"video"},{"id":20,"name":"web-app"},{"id":35,"name":"web-server"},{"id":43,"name":"webassembly"},{"id":69,"name":"workflow"},{"id":87,"name":"yaml"}]" returns me the "expected json"