[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"tool-cohere-ai--cohere-toolkit":3,"similar-cohere-ai--cohere-toolkit":187},{"id":4,"github_repo":5,"name":6,"description_en":7,"description_zh":8,"ai_summary_zh":8,"readme_en":9,"readme_zh":10,"quickstart_zh":11,"use_case_zh":12,"hero_image_url":13,"owner_login":14,"owner_name":15,"owner_avatar_url":16,"owner_bio":17,"owner_company":18,"owner_location":18,"owner_email":19,"owner_twitter":15,"owner_website":20,"owner_url":21,"languages":22,"stars":58,"forks":59,"last_commit_at":60,"license":61,"difficulty_score":62,"env_os":63,"env_gpu":64,"env_ram":64,"env_deps":65,"category_tags":73,"github_topics":18,"view_count":62,"oss_zip_url":18,"oss_zip_packed_at":18,"status":77,"created_at":78,"updated_at":79,"faqs":80,"releases":111},450,"cohere-ai\u002Fcohere-toolkit","cohere-toolkit","Cohere Toolkit is a collection of prebuilt components enabling users to quickly build and deploy RAG applications.","Cohere Toolkit 是一款开源的“一站式” RAG（检索增强生成）应用开发套件，旨在帮助开发者快速构建和部署基于大语言模型的产品。它通过提供预构建的前后端组件，解决了开发者从零搭建 AI 应用架构繁琐、耗时的问题，让用户能将精力集中在业务逻辑而非基础设施上。\n\nCohere Toolkit 内置了基于 Next.js 的 Web 应用界面和 Slack 机器人实现，后端则集成了对话历史存储、多模型支持（包括 Cohere 平台、Azure、Bedrock 及本地模型等）以及灵活的检索功能。开发者可以轻松连接 Google Drive、Gmail、GitHub 等外部数据源，实现真正的智能检索与交互。\n\n这款工具包特别适合希望快速落地 AI 应用的开发者及企业技术团队。无论是本地通过 Docker 快速启动，还是部署到 AWS、GCP 等云端环境，它都提供了详尽的指南。其核心亮点在于高度的可定制性和开箱即用的体验，极大地降低了 RAG 应用的开发门槛。","![](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fcohere-ai_cohere-toolkit_readme_70205d302c79.png)\n\n# Cohere Toolkit\n\nToolkit is a deployable all-in-one RAG application that enables users to quickly build their LLM-based product.\n\n- [Try Toolkit](#try-now)\n- [About Toolkit](#about-toolkit)\n- [Toolkit Setup](\u002Fdocs\u002Fsetup.md)\n- [Troubleshooting](\u002Fdocs\u002Ftroubleshooting.md)\n- [How to guides](\u002Fdocs\u002Fhow_to_guides.md)\n  - [How to set up command model providers](\u002Fdocs\u002Fcommand_model_providers.md)\n  - [How to add tools](\u002Fdocs\u002Fcustom_tool_guides\u002Ftool_guide.md)\n  - [How to add auth to your tools](\u002Fdocs\u002Fcustom_tool_guides\u002Ftool_auth_guide.md)\n  - [How to setup Google Drive](\u002Fdocs\u002Fcustom_tool_guides\u002Fgoogle_drive.md)\n  - [How to setup Gmail](\u002Fdocs\u002Fcustom_tool_guides\u002Fgmail.md)\n  - [How to setup Slack Tool](\u002Fdocs\u002Fcustom_tool_guides\u002Fslack.md)\n  - [How to setup Github Tool](\u002Fdocs\u002Fcustom_tool_guides\u002Fgithub.md)\n  - [How to setup Sharepoint](\u002Fdocs\u002Fcustom_tool_guides\u002Fsharepoint.md)\n  - [How to setup Google Text-to-Speech](\u002Fdocs\u002Ftext_to_speech.md)\n  - [How to add authentication](\u002Fdocs\u002Fauth_guide.md)\n  - [How to deploy toolkit services](\u002Fdocs\u002Fservice_deployments.md)\n  - [How to debug dockerized Toolkit API with VSCode\u002FPyCharm](\u002Fdocs\u002Fdebugging.md)\n  - [How to set up Github Actions for automated DB migrations](\u002Fdocs\u002Fgithub_migrations_action.md)\n  - [How to customize the theme](\u002Fdocs\u002Ftheming.md)\n  - [How to contribute](#contributing)\n- [Try Cohere's Command Showcase](https:\u002F\u002Fcoral.cohere.com\u002F)\n\n![](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fcohere-ai_cohere-toolkit_readme_3c6518eeed5b.gif)\n\n## Try Now:\n\nThere are two main ways for quickly running Toolkit: local and cloud. See the specific instructions given below.\n\n### Local\n\n_You will need to have [Docker](https:\u002F\u002Fwww.docker.com\u002Fproducts\u002Fdocker-desktop\u002F), [Docker-compose >= 2.22](https:\u002F\u002Fdocs.docker.com\u002Fcompose\u002Finstall\u002F), and [Poetry](https:\u002F\u002Fpython-poetry.org\u002Fdocs\u002F#installation) installed. [Go here for a more detailed setup.](\u002Fdocs\u002Fsetup.md)_\nNote: to include community tools when building locally, set the `INSTALL_COMMUNITY_DEPS` build arg in the `docker-compose.yml` to `true`.\n\nBoth options will serve the frontend at http:\u002F\u002Flocalhost:4000.\n\n#### Using `make`\n\nUse the provided Makefile to simplify and automate your development workflow with Cohere Toolkit, including Docker Compose management, testing, linting, and environment setup.\n\n```bash\ngit clone https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit.git\ncd cohere-toolkit\nmake first-run\n```\n\n#### Docker Compose only\n\nUse Docker Compose directly if you want to quickly spin up and manage your container environment without the additional automation provided by the Makefile.\n\n```bash\ngit clone https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit.git\ncd cohere-toolkit\ndocker compose up\ndocker compose run --build backend alembic -c src\u002Fbackend\u002Falembic.ini upgrade head\n```\n\n### Cloud\n\n#### GitHub Codespaces\n\nTo run this project using GitHub Codespaces, please refer to our [Codespaces Setup Guide](\u002Fdocs\u002Fgithub_codespaces.md).\n\n## About Toolkit\n\n![](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fcohere-ai_cohere-toolkit_readme_11982ace01b5.png)\n\n- **Interfaces** - any client-side UI, currently contains two web apps, one agentic and one basic, and a Slack bot implementation.\n  - Defaults to Cohere's Web UI at `src\u002Finterfaces\u002Fassistants_web` - A web app built in Next.js. Includes a simple SQL database out of the box to store conversation history in the app.\n  - You can change the Web UI using the docker compose file.\n- **Backend API** - in `src\u002Fbackend` this follows a similar structure to the [Cohere Chat API](https:\u002F\u002Fdocs.cohere.com\u002Freference\u002Fchat) but also include customizable elements:\n  - **Model** - you can customize with which provider you access Cohere's Command models. By default included in the toolkit is Cohere's Platform, Sagemaker, Azure, Bedrock, HuggingFace, local models. [More details here.](\u002Fdocs\u002Fcommand_model_providers.md)\n  - **Retrieval**- you can customize tools and data sources that the application is run with.\n- **Service Deployment Guides** - we also include guides for how to deploy the toolkit services in production including with AWS, GCP and Azure. [More details here.](\u002Fdocs\u002Fservice_deployments.md)\n\n## Contributing\n\nContributions are what drive an open source community, any contributions made are greatly appreciated. To get started, check out our [documentation.](CONTRIBUTING.md)\n\n## Contributors\n\n\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fgraphs\u002Fcontributors\">\n  \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fcohere-ai_cohere-toolkit_readme_3853cb2d9c50.png\" \u002F>\n\u003C\u002Fa>\n\nMade with [contrib.rocks](https:\u002F\u002Fcontrib.rocks).\n","![](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fcohere-ai_cohere-toolkit_readme_70205d302c79.png)\n\n# Cohere Toolkit\n\nToolkit 是一个可部署的一站式 RAG（检索增强生成）应用程序，使用户能够快速构建基于 LLM（大语言模型）的产品。\n\n- [试用 Toolkit](#try-now)\n- [关于 Toolkit](#about-toolkit)\n- [Toolkit 设置](\u002Fdocs\u002Fsetup.md)\n- [故障排除](\u002Fdocs\u002Ftroubleshooting.md)\n- [操作指南](\u002Fdocs\u002Fhow_to_guides.md)\n  - [如何设置 Command 模型提供商](\u002Fdocs\u002Fcommand_model_providers.md)\n  - [如何添加工具](\u002Fdocs\u002Fcustom_tool_guides\u002Ftool_guide.md)\n  - [如何为工具添加认证](\u002Fdocs\u002Fcustom_tool_guides\u002Ftool_auth_guide.md)\n  - [如何设置 Google Drive](\u002Fdocs\u002Fcustom_tool_guides\u002Fgoogle_drive.md)\n  - [如何设置 Gmail](\u002Fdocs\u002Fcustom_tool_guides\u002Fgmail.md)\n  - [如何设置 Slack 工具](\u002Fdocs\u002Fcustom_tool_guides\u002Fslack.md)\n  - [如何设置 Github 工具](\u002Fdocs\u002Fcustom_tool_guides\u002Fgithub.md)\n  - [如何设置 Sharepoint](\u002Fdocs\u002Fcustom_tool_guides\u002Fsharepoint.md)\n  - [如何设置 Google Text-to-Speech](\u002Fdocs\u002Ftext_to_speech.md)\n  - [如何添加身份验证](\u002Fdocs\u002Fauth_guide.md)\n  - [如何部署 Toolkit 服务](\u002Fdocs\u002Fservice_deployments.md)\n  - [如何使用 VSCode\u002FPyCharm 调试 Docker 化的 Toolkit API](\u002Fdocs\u002Fdebugging.md)\n  - [如何设置 Github Actions 进行自动化数据库迁移](\u002Fdocs\u002Fgithub_migrations_action.md)\n  - [如何自定义主题](\u002Fdocs\u002Ftheming.md)\n  - [如何贡献](#contributing)\n- [试用 Cohere 的 Command Showcase](https:\u002F\u002Fcoral.cohere.com\u002F)\n\n![](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fcohere-ai_cohere-toolkit_readme_3c6518eeed5b.gif)\n\n## 立即试用：\n\n快速运行 Toolkit 主要有两种方式：本地运行和云端运行。请参阅下面给出的具体说明。\n\n### 本地运行\n\n_你需要安装 [Docker](https:\u002F\u002Fwww.docker.com\u002Fproducts\u002Fdocker-desktop\u002F)、[Docker-compose >= 2.22](https:\u002F\u002Fdocs.docker.com\u002Fcompose\u002Finstall\u002F) 和 [Poetry](https:\u002F\u002Fpython-poetry.org\u002Fdocs\u002F#installation)。[点击此处查看更详细的设置。](\u002Fdocs\u002Fsetup.md)_\n注意：要在本地构建时包含社区工具，请将 `docker-compose.yml` 中的 `INSTALL_COMMUNITY_DEPS` 构建参数（build arg）设置为 `true`。\n\n两种方式都将在 http:\u002F\u002Flocalhost:4000 提供前端服务。\n\n#### 使用 `make`\n\n使用提供的 Makefile 可以简化和自动化 Cohere Toolkit 的开发工作流程，包括 Docker Compose 管理、测试、代码检查（linting）和环境设置。\n\n```bash\ngit clone https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit.git\ncd cohere-toolkit\nmake first-run\n```\n\n#### 仅使用 Docker Compose\n\n如果你希望在没有 Makefile 提供的额外自动化的情况下快速启动并管理容器环境，可以直接使用 Docker Compose。\n\n```bash\ngit clone https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit.git\ncd cohere-toolkit\ndocker compose up\ndocker compose run --build backend alembic -c src\u002Fbackend\u002Falembic.ini upgrade head\n```\n\n### 云端运行\n\n#### GitHub Codespaces\n\n要使用 GitHub Codespaces 运行此项目，请参阅我们的 [Codespaces 设置指南](\u002Fdocs\u002Fgithub_codespaces.md)。\n\n## 关于 Toolkit\n\n![](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fcohere-ai_cohere-toolkit_readme_11982ace01b5.png)\n\n- **Interfaces（界面）** - 任何客户端 UI，目前包含两个 Web 应用程序（一个是 Agentic 应用，一个是基础应用）和一个 Slack 机器人实现。\n  - 默认为 Cohere 的 Web UI，位于 `src\u002Finterfaces\u002Fassistants_web` - 一个使用 Next.js 构建的 Web 应用。开箱即用，包含一个简单的 SQL 数据库，用于在应用中存储对话历史。\n  - 你可以使用 docker compose 文件更改 Web UI。\n- **Backend API（后端 API）** - 位于 `src\u002Fbackend`，遵循与 [Cohere Chat API](https:\u002F\u002Fdocs.cohere.com\u002Freference\u002Fchat) 类似的结构，但也包含可自定义的元素：\n  - **Model（模型）** - 你可以自定义访问 Cohere Command 模型的提供商。Toolkit 默认包含 Cohere Platform、Sagemaker、Azure、Bedrock、HuggingFace 和本地模型。[更多详情请点击此处。](\u002Fdocs\u002Fcommand_model_providers.md)\n  - **Retrieval（检索）** - 你可以自定义应用程序运行时所使用的工具和数据源。\n- **Service Deployment Guides（服务部署指南）** - 我们还提供了如何在生产环境中部署 Toolkit 服务的指南，包括 AWS、GCP 和 Azure。[更多详情请点击此处。](\u002Fdocs\u002Fservice_deployments.md)\n\n## 贡献\n\n贡献是推动开源社区发展的动力，我们非常感谢任何形式的贡献。如需开始，请查看我们的[文档](CONTRIBUTING.md)。\n\n## 贡献者\n\n\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fgraphs\u002Fcontributors\">\n  \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fcohere-ai_cohere-toolkit_readme_3853cb2d9c50.png\" \u002F>\n\u003C\u002Fa>\n\n由 [contrib.rocks](https:\u002F\u002Fcontrib.rocks) 制作。","# Cohere Toolkit 快速上手指南\n\nCohere Toolkit 是一个可部署的一体化 RAG（检索增强生成）应用程序，旨在帮助开发者快速构建基于 LLM 的产品。\n\n## 1. 环境准备\n\n在开始之前，请确保您的本地环境已安装以下依赖：\n\n*   **Docker**：[下载地址](https:\u002F\u002Fwww.docker.com\u002Fproducts\u002Fdocker-desktop\u002F)\n*   **Docker-compose**：版本需 >= 2.22，[安装指南](https:\u002F\u002Fdocs.docker.com\u002Fcompose\u002Finstall\u002F)\n*   **Poetry**：Python 依赖管理工具，[安装指南](https:\u002F\u002Fpython-poetry.org\u002Fdocs\u002F#installation)\n\n## 2. 安装步骤\n\n您可以选择使用自动化脚本或手动通过 Docker Compose 启动项目。\n\n### 方法一：使用 Makefile（推荐）\n\n此方法通过提供的 Makefile 自动化处理 Docker Compose 管理、环境设置等工作流。\n\n```bash\ngit clone https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit.git\ncd cohere-toolkit\nmake first-run\n```\n\n### 方法二：使用 Docker Compose\n\n如果您希望手动控制容器的启动和数据库迁移，请执行以下命令：\n\n```bash\ngit clone https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit.git\ncd cohere-toolkit\ndocker compose up\ndocker compose run --build backend alembic -c src\u002Fbackend\u002Falembic.ini upgrade head\n```\n\n> **注意**：若需在本地构建时包含社区工具，请在 `docker-compose.yml` 文件中将 `INSTALL_COMMUNITY_DEPS` 构建参数设置为 `true`。\n\n## 3. 基本使用\n\n服务启动成功后，工具包将在本地运行前端界面。\n\n*   **访问地址**：[http:\u002F\u002Flocalhost:4000](http:\u002F\u002Flocalhost:4000)\n\n该界面默认使用 Cohere 的 Web UI（基于 Next.js 构建），内置 SQL 数据库用于存储对话历史，并已集成 Cohere Command 模型。您可以直接在网页上进行对话交互和 RAG 功能测试。","某初创公司的全栈工程师小李需要为公司搭建一个内部 AI 知识库助手，要求能检索 Google Drive 中的文档并支持在 Slack 频道中直接提问，且需支持多云部署。\n\n### 没有 cohere-toolkit 时\n- 需要从零开始编写前端聊天界面和后端 API 接口，为了保障用户体验，还需自行处理对话历史的存储逻辑，开发周期长达数周。\n- 集成 Google Drive 和 Slack 的 API 鉴权流程极其繁琐，需要单独编写 OAuth 认证代码和数据解析逻辑，极易踩坑。\n- 部署环境搭建复杂，需要手动编写 Dockerfile、配置数据库迁移脚本以及处理容器编排问题，运维成本高。\n- 模型切换灵活性差，若想从 Cohere 官方模型切换到 Azure 或 AWS Bedrock 托管模型，需重写大量调用代码。\n\n### 使用 cohere-toolkit 后\n- cohere-toolkit 提供了现成的 Next.js 前端和后端架构，运行 `make first-run` 即可启动一个包含数据库存储功能的完整 RAG 应用。\n- 内置了 Google Drive、Gmail 和 Slack 等工具的连接器，只需按文档配置环境变量即可快速打通数据源，无需处理底层鉴权细节。\n- 提供了完善的 Docker Compose 配置和 AWS\u002FGCP\u002FAzure 部署指南，极大简化了从本地开发到生产环境的迁移过程。\n- 后端原生支持多模型提供商切换，只需修改配置文件即可在 Cohere、Azure、Bedrock 或本地模型间灵活迁移，无需改动业务代码。\n\ncohere-toolkit 通过提供开箱即用的全栈组件和预置连接器，让开发者能将数周的 RAG 应用开发工作压缩到数小时内完成。","https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fcohere-ai_cohere-toolkit_56badf06.png","cohere-ai","Cohere","https:\u002F\u002Foss.gittoolsai.com\u002Favatars\u002Fcohere-ai_ff5839a5.png","Empowering enterprises with private, powerful AI.",null,"support@cohere.com","https:\u002F\u002Fcohere.com","https:\u002F\u002Fgithub.com\u002Fcohere-ai",[23,27,31,35,39,43,47,51,55],{"name":24,"color":25,"percentage":26},"TypeScript","#3178c6",64.8,{"name":28,"color":29,"percentage":30},"Python","#3572A5",32.6,{"name":32,"color":33,"percentage":34},"JavaScript","#f1e05a",0.9,{"name":36,"color":37,"percentage":38},"CSS","#663399",0.6,{"name":40,"color":41,"percentage":42},"Shell","#89e051",0.5,{"name":44,"color":45,"percentage":46},"Dockerfile","#384d54",0.4,{"name":48,"color":49,"percentage":50},"Makefile","#427819",0.1,{"name":52,"color":53,"percentage":54},"Smarty","#f0c040",0,{"name":56,"color":57,"percentage":54},"Mako","#7e858d",3165,428,"2026-04-05T04:15:38","MIT",3,"Linux, macOS, Windows (需支持 Docker)","未说明",{"notes":66,"python":64,"dependencies":67},"本地运行需安装 Docker、Docker-compose (版本不低于 2.22) 和 Poetry。前端默认运行在 http:\u002F\u002Flocalhost:4000。支持多种模型提供商（Cohere Platform, Sagemaker, Azure, Bedrock, HuggingFace, 本地模型）。若需包含社区工具，需在 docker-compose.yml 中设置 INSTALL_COMMUNITY_DEPS=true。支持 GitHub Codespaces 云端运行。",[68,69,70,71,72],"Docker","Docker-compose>=2.22","Poetry","Next.js","Alembic",[74,75,76],"语言模型","开发框架","Agent","ready","2026-03-27T02:49:30.150509","2026-04-06T07:13:16.492350",[81,86,91,96,101,106],{"id":82,"question_zh":83,"answer_zh":84,"source_url":85},1739,"Terrarium 在 x86_64 架构上无法运行怎么办？","该问题已在后续更新中修复。如果你之前遇到镜像平台不匹配的错误（例如提示 linux\u002Farm64 与 linux\u002Famd64 不匹配），请拉取最新的 Docker 镜像，现在应该可以在 x86_64 机器上正常工作了。","https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fissues\u002F137",{"id":87,"question_zh":88,"answer_zh":89,"source_url":90},1740,"Coral 界面支持自定义品牌（白标）功能吗？","支持。该功能已合并。用户现在可以自定义界面的主色调和辅助色，以及替换左上角的 Logo，以适应自己的品牌风格。","https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fissues\u002F12",{"id":92,"question_zh":93,"answer_zh":94,"source_url":95},1741,"执行 `make first-run` 失败，提示找不到配置文件怎么办？","这通常是因为克隆仓库后，在 `backend\u002Fconfig` 目录下生成了名为 `configuration.yaml` 和 `secrets.yaml` 的空文件夹，导致 CLI 无法覆盖生成正确的配置文件。解决方法是手动删除这两个空文件夹，或者手动创建对应的 yaml 文件并复制模板内容。","https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fissues\u002F730",{"id":97,"question_zh":98,"answer_zh":99,"source_url":100},1742,"安装设置时报错 'TypeError: undefined is not an object' 或 NLTK 资源缺失怎么办？","前端报错通常是因为配置文件生成失败（参考上一个关于空文件夹的问题）。对于后端日志中的 NLTK 'wordnet' 资源缺失错误，你需要手动下载资源。在 Python 环境中运行 `import nltk` 然后 `nltk.download('wordnet')` 即可解决。","https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fissues\u002F726",{"id":102,"question_zh":103,"answer_zh":104,"source_url":105},1743,"自定义模型部署时，为什么引用生成事件没有在前端渲染？","如果前端收到了引用数据但未渲染，请检查引用事件中的 `document_ids` 是否真实存在于数据库中。引用中的文档 ID 必须与数据库中面向用户的 `document_id` 字段匹配，否则无法正确显示。建议逐步调试聊天流处理代码以确认数据流是否正确。","https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fissues\u002F830",{"id":107,"question_zh":108,"answer_zh":109,"source_url":110},1744,"支持 CoT（思维链）'Thinking' 标签的 UI 展示吗？","Toolkit 内部不直接解析 `\u003Cthinking>` 标签，而是通过工具调用生成事件来渲染步骤。目前已有计划添加折叠\u002F最小化功能的 UI 组件，用于默认隐藏工具调用细节或长代码块，用户点击后可展开查看详情。","https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fissues\u002F782",[112,117,122,127,132,137,142,147,152,157,162,167,172,177,182],{"id":113,"version":114,"summary_zh":115,"released_at":116},101232,"v1.1.7","## What's Changed:\n- PR #937 by @ezawadski: Release: 1.1.7\n- PR #935 by @ezawadski: Backend: include required headers in swagger\n- PR #934 by @EugeneLightsOn:  Metrics collector - tool calls and requests\n- PR #933 by @app\u002Fdependabot: chore(deps): bump vitest, @vitest\u002Fui and @vitest\u002Fcoverage-v8 in \u002Fsrc\u002Finterfaces\u002Fslack_bot\n- PR #932 by @ezawadski: Front End: Resolve hydration error found in Conversation Header\n- PR #931 by @EugeneLightsOn: GitHub tool\n- PR #930 by @ezawadski: Frontend: Add citations toggle\n- PR #929 by @ezawadski: Tools: sharepoint tool\n- PR #924 by @danylo-boiko: docs: fix cruds and routers docstrings\n- PR #908 by @ezawadski: Backend: mock unit tests\n### Full Changelog: https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fcompare\u002Fv1.1.6...v1.1.7","2025-02-07T22:09:34",{"id":118,"version":119,"summary_zh":120,"released_at":121},101233,"v1.1.6","## What's Changed:\n- PR #923 by @EugeneLightsOn: RELEASE v.1.1.6\n- PR #922 by @ezawadski: Backend: Fix DB session not being patched by test fixture\n- PR #920 by @EugeneLightsOn: Auth Cache fix\n- PR #919 by @app\u002Fdependabot: chore(deps): bump vite from 5.4.6 to 5.4.14 in \u002Fsrc\u002Finterfaces\u002Fslack_bot\n- PR #918 by @tianjing-li: backend: (Part 1) Use DB config values for Deployments during runtime\n- PR #917 by @arian81: refactor: update deprecated hmset function to hset\n- PR #913 by @ezawadski: Infra: reduce workflow runs\n- PR #912 by @tianjing-li: Fix integration and unit tests\n- PR #911 by @EugeneLightsOn: TLK-2659 Automated Release Workflow\n- PR #910 by @ezawadski: Backend: Fix issue 909\n- PR #907 by @EugeneLightsOn: TLK-2622 Unit tests improvements\n- PR #905 by @tianjing-li: chore: Remove deprecated default_agent router in config\n- PR #904 by @tianjing-li: bug: Fix `make first-run` command not setting proper Tavily api_key config\n- PR #902 by @tianjing-li: Remove web_scrape as default background tool\n- PR #901 by @ezawadski: frontend: added temperature gauge to assistant form\n- PR #900 by @tianjing-li: security: Update cross-spawn in coral_web\n- PR #899 by @tianjing-li: security: Update coral_web nextJS\n- PR #898 by @ezawadski: Docs: updated PR template with proper make command for running unit tests\n- PR #897 by @ezawadski: Backend: update openapi spec\n- PR #896 by @tianjing-li: security: Update nanoid to 3.3.8\n- PR #895 by @tianjing-li: security: Update Starlette and Fastapi\n- PR #894 by @tianjing-li: security: Update Langchain versions \n- PR #893 by @app\u002Fdependabot: chore(deps-dev): bump jinja2 from 3.1.4 to 3.1.5\n- PR #891 by @tianjing-li: chore: Update codeowners\n- PR #890 by @tianjing-li: chore: Add coral_web client generation CI step\n- PR #889 by @tianjing-li: chore: Parallelize pytest runs \n- PR #888 by @tianjing-li: chore: Check config when running `make dev`\n- PR #831 by @malexw: backend: Deployments refactor; Add deployment service and fix deployment config setting\n### Full Changelog: https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fcompare\u002Fv1.1.5...v1.1.6","2025-01-24T22:06:32",{"id":123,"version":124,"summary_zh":125,"released_at":126},101234,"v1.1.5","## What's Changed\r\n* VSCode\u002FPyCharm debugger settings and documentation + warnings fixes by @EugeneLightsOn in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F844\r\n* chore(frontend): Add CI to check client is properly generated for coral\u002Fassistants by @tianjing-li in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F869\r\n* chore: Improve Makefile structure, add comments, add coral web make commands by @tianjing-li in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F868\r\n* Upgrade to Poetry 1.8.4 by @EugeneLightsOn in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F874\r\n* backend: Filter out invalid message text when generating chat history by @tianjing-li in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F862\r\n* backend: Add config for domain and site Web Search filtering by @tianjing-li in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F863\r\n* backend: Fix web scrape issue with results format by @tianjing-li in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F878\r\n* TLK-2090 tool errors processing by @EugeneLightsOn in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F861\r\n* backend: Handle error when web scraping fails in Hybrid search by @tianjing-li in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F879\r\n* TLK-2361 - Tools preamble extension by @EugeneLightsOn in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F876\r\n* frontend: Change message for Agent with no tools by @tianjing-li in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F877\r\n* chore(deps): bump nanoid from 3.3.7 to 3.3.8 in \u002Fsrc\u002Finterfaces\u002Fslack_bot by @dependabot in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F880\r\n* docs: Update setup docs by @tianjing-li in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F884\r\n* docs: More docs by @tianjing-li in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F885\r\n* docs: More tool docs to clarify tool addition by @tianjing-li in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F886\r\n* frontend: Add special handling for HTTP errors when trying to begin a streaming chat by @malexw in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F873\r\n* chore: Add `make check-config` command by @tianjing-li in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F875\r\n* TLK-2364 - implements preamble extension for python interpreter tool by @EugeneLightsOn in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F887\r\n\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fcompare\u002Fv1.1.4...v1.1.5","2024-12-27T17:46:03",{"id":128,"version":129,"summary_zh":130,"released_at":131},101235,"v1.1.4","### Summary of Changes in Version 1.1.4\r\n\r\n#### General Improvements\r\n- **Backend Fixes and Enhancements**:\r\n  - Addressed table overlap issue in `Groups\u002FUserGroupsAssociation` to avoid conflicts.\r\n  - Improved hybrid search functionality and added client access token filtering for tool authentication.\r\n  - Replaced `co reader` implementation with `aiohttp GET` for the web scrape tool.\r\n  - Fixed alignment of the Wikipedia toggle in the Assistants Web feature.\r\n\r\n- **Frontend Enhancements**:\r\n  - Fixed `react-scroll-to-bottom` import issue.\r\n  - Added a button for hotkey bindings in the Assistants Web interface.\r\n\r\n- **Documentation**:\r\n  - Updated tool documentation to reflect the current state accurately.\r\n\r\n#### Dependency Updates\r\n- Development:\r\n  - Updated `aiohttp` to 3.10.11 and `python-multipart` to 0.0.18.\r\n  - Bumped dependencies for `cross-spawn`, `path-to-regexp`, and `express` in Slack bot interfaces.\r\n\r\n#### Infrastructure and Testing\r\n- **Infrastructure**:\r\n  - Enabled integration tests for all PRs and resolved broken tests.\r\n  - Improved Azure deployment through Docker Compose.\r\n\r\n- **Testing**:\r\n  - Added cleanup mechanisms for containers used in integration tests.\r\n  - Enabled specification of individual tests for unit and community testing.\r\n\r\n#### New Features\r\n- Added Gmail support as a tool.\r\n- Backend now validates tool parameters generated by the model.\r\n\r\n#### Miscellaneous\r\n- Removed the `detach` flag from `docker compose up`.\r\n- Improved `make first-run` to read existing configuration variables.\r\n\r\nFor detailed differences, refer to the [Full Changelog](https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fcompare\u002Fv1.1.3...v1.1.4)","2024-12-05T23:14:29",{"id":133,"version":134,"summary_zh":135,"released_at":136},101236,"v1.1.3","## What's Changed\r\n- Improve global Settings usage to deal with settings that aren't set\r\n- Major tool refactoring:\r\n    - Clarify tool schema names (eg ManagedTool -> ToolDefinition, ToolName -> Tool)\r\n    - Removed config settings (in practice this was not useful)\r\n    - Removed ALL_TOOLS dictionary definitions, instead add Tool class to the Tool enum directly\r\n    - Add `get_tool_definition` to fetch config for all classes\r\n    - Have backend return default agent instead of frontend hardcoding const\r\n- Fixed auth tool issues with Slack\r\n- Refactoring and simplified Deployments + Model DB representations\r\n- Added support for ICS files\r\n- Added File content viewer\r\n- Allow toggling tools for custom Assistants\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fcompare\u002Fv1.1.2...v1.1.3","2024-11-18T15:48:09",{"id":138,"version":139,"summary_zh":140,"released_at":141},101237,"v1.1.2","## What's Changed\r\n* chore: Rename and standardize all GH workflows, and add an assistants_web check by @tianjing-li in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F823\r\n* icons: fix settings icon view box by @danylo-boiko in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F826\r\n* Docs: Update README.md to make local installation more clear by @thesethtruth in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F827\r\n* Slack tool by @EugeneLightsOn in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F821\r\n\r\n## New Contributors\r\n* @thesethtruth made their first contribution in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F827\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fcompare\u002Fv1.1.1...v1.1.2","2024-11-01T17:56:08",{"id":143,"version":144,"summary_zh":145,"released_at":146},101238,"v1.1.1","## What's Changed\r\nBackend:\r\n\r\n- Added new Cohere Platform models to the seeder.\r\n- Removed experimental Langchain chat\u002Fmultihop functionality.\r\n- Improved file content parsing with the Python interpreter.\r\n- Added death loop detection.\r\n\r\nFrontend:\r\n\r\n- Notified users if login via SSO fails.\r\n- Added advanced settings and \"Show steps\" functionality.\r\n- Fixed issues with agent model setup.\r\n- Improved agent creation flow.\r\n- Added better error handling for backend server failures.\r\n- Fixed client imports for assistants_web.\r\n\r\nInfra\u002FTests\u002FBugfixes:\r\n\r\n- Fixed broken integration tests and ran them on merges to the main branch.\r\n- Removed single Docker image setups.\r\n- Bumped Slackbot and dependencies to latest versions.\r\n- Added security enhancements with sandbox attribute for iframes.\r\n- Fixed clipboard behavior fallback when clipboard API is unavailable.\r\n- Implemented deployment to AWS using AWS Copilot.\r\n- Reverted changes related to use-stick-to-bottom.\r\n\r\n## New Contributors\r\n* @samdenty made their first contribution in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F803\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fcompare\u002Fv1.1.0...v1.1.1","2024-10-25T20:31:56",{"id":148,"version":149,"summary_zh":150,"released_at":151},101239,"v1.1.0","Major release with many changes, the front end updates include the addition of dark mode, a new command dialog, improvements to the user interface, and the additions of an **agents view.** On the back end, we've added optional SSO auth to login and for tool usage, hybrid search, agents support, bugfixes, docs improvements, and much more.\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fcompare\u002Fv1.0.6...v1.1.0","2024-09-27T18:19:45",{"id":153,"version":154,"summary_zh":155,"released_at":156},101240,"v1.0.6","## What's Changed\r\n* coral-web: add icon font back into codebase by @wujessica in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F172\r\n* Fixed link in tool_guide.md by @WarpWing in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F174\r\n* Tool: improve calculator by @lusmoura in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F178\r\n* Docs: improve custom tool guide by @lusmoura in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F176\r\n* backend (auth): Remove Session usage, add JWT bearer auth logic, dynamically set router dependencies by @tianjing-li in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F163\r\n* [backend\u002Fdb] setting up agents in db by @scott-cohere in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F175\r\n* Tools: unify retrievers\u002Ffunctions and add file tools by @lusmoura in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F164\r\n* Docs: add alembic troubleshooting by @lusmoura in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F181\r\n* Docs: fix postman collection by @lusmoura in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F180\r\n* Remove enforced auth token for \u002Fuser endpoints by @tianjing-li in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F182\r\n* Chat: update response by @lusmoura in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F184\r\n* [backend] agents API by @scott-cohere in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F186\r\n* frontend: adds preview to html code snippets by @tomtobac in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F187\r\n* coral-web: Change default page head title from Coral --> Chat by @misspia-cohere in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F188\r\n* [coral-web] rename schema fields and update openapi client by @scott-cohere in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F189\r\n* Add use agents view env variable.  by @BeatrixCohere in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F192\r\n* [backend] api_key not set for class methods by @scott-cohere in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F191\r\n* perf: downgrade rehype-highlight and generate once blob url by @tomtobac in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F193\r\n* coral-web: Type ignore rehypeHighlight and iframe component in markdown renderer by @misspia-cohere in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F199\r\n* feat(agents): add base layout for knowledge agent by @knajjars in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F201\r\n* Add OIDC auth strategy, add Blacklist scaffolding (model\u002Fschema\u002Fcrud) by @tianjing-li in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F190\r\n* fix: html preview with citations by @tomtobac in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F200\r\n* [backend] adding tools for agents, filter tools by agent_id by @scott-cohere in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F204\r\n* [backend] Remove community dependancies from make first run by @BeatrixCohere in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F170\r\n* [backend] make deployment field optional in API and DB by @scott-cohere in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F213\r\n* [backend] remove agent request enums, validate tools, model, deployment for agents by @scott-cohere in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F214\r\n* Chat: add multistep by @lusmoura in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F206\r\n* Add logic to return Null on error_message if tool is available by @tianjing-li in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F209\r\n* feat(assistants): Add assistant left side navigation by @knajjars in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F220\r\n* build(deps): bump braces from 3.0.2 to 3.0.3 in \u002Fsrc\u002Finterfaces\u002Fcoral_web by @dependabot in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F196\r\n* feat: Add Blacklist logic on logout by @tianjing-li in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F202\r\n* coral-web: add missing 'as' prop to transition component by @misspia-cohere in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F215\r\n* Conversations: fix list conversations by @lusmoura in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F223\r\n* feat(assistants): Add \"Discover Assistant\" Page by @knajjars in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F222\r\n* feat(toolkit): design improvements + new icons by @knajjars in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F228\r\n* [backend] track conversation and assistant relationship + update openAPI client by @scott-cohere in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F207\r\n* coral-web: enabled data sources and tools in composer by @wujessica in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F208\r\n* chore: add wrench and share icon by @knajjars in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F230\r\n* Add v1 to docs by @tianjing-li in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F233\r\n* Add psycopg2-binary deps by @tianjing-li in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F224\r\n* [backend] improve erroring for agent API by @scott-cohere in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-tool","2024-07-04T14:44:46",{"id":158,"version":159,"summary_zh":160,"released_at":161},101241,"v1.0.5","## What's Changed\r\n* Add pr-pal to template by @billytrend-cohere in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F146\r\n* build(deps): bump next from 13.5.6 to 14.1.1 in \u002Fsrc\u002Finterfaces\u002Fcoral_web by @dependabot in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F129\r\n* coral_web: Show both tool description and error message when available by @misspia-cohere in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F143\r\n* coral-web: fix citations for python interpreter by @wujessica in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F120\r\n* Set model deployment configuration through the UI at runtime (verse .env) by @BeatrixCohere in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F151\r\n* backend: Move chat router service methods into services\u002Fchat.py by @tianjing-li in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F150\r\n* infra: Add a code coverage % report via Check Runs API by @malexw in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F144\r\n* tools: Update default API hostname to localhost:8000 by @malexw in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F155\r\n* documentation: make it a bit smoother by @amorisot in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F156\r\n* coral-web: use hosted fonts by @wujessica in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F152\r\n* coral-web: fix deployments dropdown  check by @wujessica in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F158\r\n* backend: Make poetry groups optional by default by @tianjing-li in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F157\r\n* backend: Refactor Retriever\u002FFunction tools into single Tool concept by @tianjing-li in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F154\r\n* Improvements to Windows setup documentation by @EugeneLightsOn in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F161\r\n* Auth: Add Google OAuth by @tianjing-li in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F138\r\n* Improvements to Windows setup documentation by @EugeneLightsOn in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F162\r\n* GCP one click deployment by @EugeneLightsOn in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F153\r\n* Azure Container App one click deployment by @EugeneLightsOn in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F165\r\n* Azure Container App one click deployment by @EugeneLightsOn in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F171\r\n\r\n## New Contributors\r\n* @billytrend-cohere made their first contribution in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F146\r\n* @amorisot made their first contribution in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F156\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fcompare\u002Fv1.0.4...v1.0.5","2024-06-04T14:29:18",{"id":163,"version":164,"summary_zh":165,"released_at":166},101242,"v1.0.4","Notably fixes issue with building single container docker image\r\n\r\nPSA: Update your NEXT_PUBLIC_API_HOSTNAME variable to use http:\u002F\u002Flocalhost:8000\r\n\r\n## What's Changed\r\n* Clarify GCP docs by @tianjing-li in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F141\r\n* coral-web: modal to edit deployment env variables by @wujessica in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F112\r\n* backend: Make endpoints with IO operations async by default by @tianjing-li in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F145\r\n\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fcompare\u002Fv1.0.3...v1.0.4","2024-05-17T19:31:25",{"id":168,"version":169,"summary_zh":170,"released_at":171},101243,"v1.0.3","PSA: Update your `NEXT_PUBLIC_API_HOSTNAME` variable to use `http:\u002F\u002Flocalhost:8000`\r\n\r\n## What's Changed\r\n* docs: Update README.md links by @DennisAumiller in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F83\r\n* docs: clarify setup env for development. by @iFurySt in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F64\r\n* coral-web: update the starter card options by @misspia-cohere in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F73\r\n* coral-web: include conversationId in file upload by @misspia-cohere in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F85\r\n* Deployment: add local model deployment option by @lusmoura in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F77\r\n* Docs: add env setup instructions by @lusmoura in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F88\r\n* Cli: add dummy tests by @lusmoura in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F89\r\n* backend: Set up next.js to proxy requests to the API by @malexw in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F86\r\n* tools: Update default NEXT_PUBLIC_API_HOSTNAME for the new api routing by @malexw in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F94\r\n* fix: broken backend URL in cli by @Justicea83 in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F93\r\n* build(deps-dev): bump jinja2 from 3.1.3 to 3.1.4 by @dependabot in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F105\r\n* Tools: fix citations by @lusmoura in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F108\r\n* Update documentation  by @BeatrixCohere in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F107\r\n* Fix link for docs by @BeatrixCohere in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F110\r\n* backend: Refactor model deployments folder by @tianjing-li in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F109\r\n* Add baseline Architecture to support auth + User sessions + Basic Auth by @tianjing-li in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F90\r\n* docs: Update setup.md and makefile instruction to point to the right path by @mauro-schilman in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F114\r\n* Frontend: Fix #97, change default python interpreter URL to http:\u002F\u002Fterrarium:8080 by @acanis in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F103\r\n* build(deps-dev): bump tqdm from 4.66.2 to 4.66.3 by @dependabot in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F96\r\n* CLI: install setup and community dependencies by @lusmoura in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F116\r\n* Fix doc links  by @BeatrixCohere in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F117\r\n* CLI: fix default values by @lusmoura in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F119\r\n* github actions: add build + lint check workflow for coral_web  by @misspia-cohere in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F81\r\n* backend: Update CLI by @tianjing-li in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F126\r\n* fix: missing field in api response causing backend failure by @ryuzio in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F99\r\n* replace graphic to remove coral name by @elaineg in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F125\r\n* Minro refactoring for consistancy sake by @Phodaie in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F102\r\n* chore: add new codeowners by @scott-cohere in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F130\r\n* Routers: add versioning by @lusmoura in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F111\r\n* Readme: add contributors by @lusmoura in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F135\r\n* backend: add basic logging middleware by @scott-cohere in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F124\r\n* tools: add ClinicalTrials.gov API as function tool by @AidanCooper in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F134\r\n* chore: enter to continue on env var review by @scott-cohere in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F133\r\n* Small updates to GCP deploy guide by @tianjing-li in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F122\r\n* frontend: update theming functionality by @lakshyaag in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F123\r\n* Docs: Add documentation for setting up Authentication by @tianjing-li in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F139\r\n* Deployments: add bedrock by @lusmoura in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F136\r\n* Revert Proxy by @tianjing-li in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F140\r\n\r\n## New Contributors\r\n* @DennisAumiller made their first contribution in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F83\r\n* @Justicea83 made their first contribution in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F93\r\n* @dependabot made their first contribution in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F105\r\n* @mauro-schilman made their first contribution in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F114\r\n* @acanis made their first contribution in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F103\r\n* @ryuzio made their first contribution in http","2024-05-17T14:06:51",{"id":173,"version":174,"summary_zh":175,"released_at":176},101244,"v1.0.2","## What's Changed\r\n* remove banner from home directory by @elaineg in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F68\r\n* coral-web: Experimental feature mode in the UI by @misspia-cohere in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F49\r\n* backend: Add Tool `is_available` and `error_message` fields, tool config cleanup by @tianjing-li in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F71\r\n* coral-web: support langchain multihop by @wujessica in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F62\r\n* coral-web: fix experimental features hook import by @misspia-cohere in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F80\r\n* Deployment: fix hugging face deployment by @lusmoura in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F78\r\n* docs: fix links in tool_guide.md by @lakshyaag in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F61\r\n* Setup: fix cli by @lusmoura in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F79\r\n* Add indices on tables by @tianjing-li in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F38\r\n* readme: add Azure deployment description + single Docker improvements and fixes by @EugeneLightsOn in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F76\r\n* deployment: add docker compose down command in Makefile. by @iFurySt in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F65\r\n* coral_web: Add is_available check to tools by @misspia-cohere in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F82\r\n* Setup: fix key error by @lusmoura in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F84\r\n\r\nNotably: Fixes chromaDB and sqllite issue with docker images\r\n\r\n## New Contributors\r\n* @elaineg made their first contribution in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F68\r\n* @lakshyaag made their first contribution in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F61\r\n* @iFurySt made their first contribution in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F65\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fcompare\u002Fv1.0.1...v1.0.2","2024-05-01T16:20:37",{"id":178,"version":179,"summary_zh":180,"released_at":181},101245,"v1.0.1","## What's Changed\r\n* Workflow: dont use development env by @lusmoura in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F21\r\n* tools: Hide the GCR one-click deploy button by @malexw in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F36\r\n* coral-web: Update wikipedia tool name by @misspia-cohere in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F37\r\n* coral-web: Move deployment dropdown to main nav by @misspia-cohere in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F24\r\n* Single Docker - use Terrarium public image by @EugeneLightsOn in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F31\r\n* Langchain Multihop as an experimental feature by @KevinLuong96 in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F35\r\n* coral-web: Delay composer focus on Document start option select by @misspia-cohere in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F40\r\n* Langchain Chat Improvements by @KevinLuong96 in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F41\r\n* chore:update readme to fix single container run command by @KevinLuong96 in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F42\r\n* Azure one-click deployment - link fix by @EugeneLightsOn in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F39\r\n* Tests: rename command by @lusmoura in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F45\r\n* fix: fixup ci be pytest tests failing to grab env secrets by @GangGreenTemperTatum in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F47\r\n* Change GCP deployment IP by @tianjing-li in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F16\r\n* Add Mock Azure testing, testing improvements by @tianjing-li in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F48\r\n* coral-web: remove fonts by @wujessica in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F50\r\n* Tests: skip when cohere api key is not set by @lusmoura in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F54\r\n* Tests: fix skip tests by @lusmoura in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F60\r\n* Fix: File Upload not generating message by @tianjing-li in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F55\r\n* backend: fix stream with custom tools, add tests by @scott-cohere in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F59\r\n* coral-web: fix typo in os.ts by @eltociear in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F56\r\n* docs: change the deployment instructions  by @BeatrixCohere in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F58\r\n* Docs: add requirement - postgres by @lusmoura in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F34\r\n* Standalone Docker improvements by @EugeneLightsOn in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F57\r\n* AWS ECS EC2 deployment by @EugeneLightsOn in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F52\r\n* readme: move azure deploy button and add description by @scott-cohere in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F63\r\n* docs: duplicate deploy button by @scott-cohere in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F70\r\n* community: add community folder by @lusmoura in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F53\r\n\r\n## New Contributors\r\n* @malexw made their first contribution in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F36\r\n* @EugeneLightsOn made their first contribution in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F31\r\n* @GangGreenTemperTatum made their first contribution in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F47\r\n* @scott-cohere made their first contribution in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F59\r\n* @eltociear made their first contribution in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F56\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fcompare\u002Fv1.0.0...v1.0.1","2024-04-29T16:20:25",{"id":183,"version":184,"summary_zh":185,"released_at":186},101246,"v1.0.0","## What's Changed\r\n- Initial v1 release of Cohere's Toolkit\r\n- Docker Images available: https:\u002F\u002Fgithub.com\u002Forgs\u002Fcohere-ai\u002Fpackages\r\n\r\nFor more information on how to setup your own Toolkit deployment, check out our [README!](https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fblob\u002Fmain\u002FREADME.md)\r\n\r\n## New Contributors\r\n* @BeatrixCohere made their first contribution in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F1\r\n* @lusmoura made their first contribution in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F2\r\n* @wujessica made their first contribution in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F4\r\n* @KevinLuong96 made their first contribution in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F6\r\n* @tianjing-li made their first contribution in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F5\r\n* @misspia-cohere made their first contribution in https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fpull\u002F28\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fcohere-ai\u002Fcohere-toolkit\u002Fcommits\u002Fv1.0.0","2024-04-24T15:31:08",[188,197,206,214,222,235],{"id":189,"name":190,"github_repo":191,"description_zh":192,"stars":193,"difficulty_score":62,"last_commit_at":194,"category_tags":195,"status":77},3808,"stable-diffusion-webui","AUTOMATIC1111\u002Fstable-diffusion-webui","stable-diffusion-webui 是一个基于 Gradio 构建的网页版操作界面，旨在让用户能够轻松地在本地运行和使用强大的 Stable Diffusion 图像生成模型。它解决了原始模型依赖命令行、操作门槛高且功能分散的痛点，将复杂的 AI 绘图流程整合进一个直观易用的图形化平台。\n\n无论是希望快速上手的普通创作者、需要精细控制画面细节的设计师，还是想要深入探索模型潜力的开发者与研究人员，都能从中获益。其核心亮点在于极高的功能丰富度：不仅支持文生图、图生图、局部重绘（Inpainting）和外绘（Outpainting）等基础模式，还独创了注意力机制调整、提示词矩阵、负向提示词以及“高清修复”等高级功能。此外，它内置了 GFPGAN 和 CodeFormer 等人脸修复工具，支持多种神经网络放大算法，并允许用户通过插件系统无限扩展能力。即使是显存有限的设备，stable-diffusion-webui 也提供了相应的优化选项，让高质量的 AI 艺术创作变得触手可及。",162132,"2026-04-05T11:01:52",[75,196,76],"图像",{"id":198,"name":199,"github_repo":200,"description_zh":201,"stars":202,"difficulty_score":203,"last_commit_at":204,"category_tags":205,"status":77},1381,"everything-claude-code","affaan-m\u002Feverything-claude-code","everything-claude-code 是一套专为 AI 编程助手（如 Claude Code、Codex、Cursor 等）打造的高性能优化系统。它不仅仅是一组配置文件，而是一个经过长期实战打磨的完整框架，旨在解决 AI 代理在实际开发中面临的效率低下、记忆丢失、安全隐患及缺乏持续学习能力等核心痛点。\n\n通过引入技能模块化、直觉增强、记忆持久化机制以及内置的安全扫描功能，everything-claude-code 能显著提升 AI 在复杂任务中的表现，帮助开发者构建更稳定、更智能的生产级 AI 代理。其独特的“研究优先”开发理念和针对 Token 消耗的优化策略，使得模型响应更快、成本更低，同时有效防御潜在的攻击向量。\n\n这套工具特别适合软件开发者、AI 研究人员以及希望深度定制 AI 工作流的技术团队使用。无论您是在构建大型代码库，还是需要 AI 协助进行安全审计与自动化测试，everything-claude-code 都能提供强大的底层支持。作为一个曾荣获 Anthropic 黑客大奖的开源项目，它融合了多语言支持与丰富的实战钩子（hooks），让 AI 真正成长为懂上",138956,2,"2026-04-05T11:33:21",[75,76,74],{"id":207,"name":208,"github_repo":209,"description_zh":210,"stars":211,"difficulty_score":203,"last_commit_at":212,"category_tags":213,"status":77},2271,"ComfyUI","Comfy-Org\u002FComfyUI","ComfyUI 是一款功能强大且高度模块化的视觉 AI 引擎，专为设计和执行复杂的 Stable Diffusion 图像生成流程而打造。它摒弃了传统的代码编写模式，采用直观的节点式流程图界面，让用户通过连接不同的功能模块即可构建个性化的生成管线。\n\n这一设计巧妙解决了高级 AI 绘图工作流配置复杂、灵活性不足的痛点。用户无需具备编程背景，也能自由组合模型、调整参数并实时预览效果，轻松实现从基础文生图到多步骤高清修复等各类复杂任务。ComfyUI 拥有极佳的兼容性，不仅支持 Windows、macOS 和 Linux 全平台，还广泛适配 NVIDIA、AMD、Intel 及苹果 Silicon 等多种硬件架构，并率先支持 SDXL、Flux、SD3 等前沿模型。\n\n无论是希望深入探索算法潜力的研究人员和开发者，还是追求极致创作自由度的设计师与资深 AI 绘画爱好者，ComfyUI 都能提供强大的支持。其独特的模块化架构允许社区不断扩展新功能，使其成为当前最灵活、生态最丰富的开源扩散模型工具之一，帮助用户将创意高效转化为现实。",107662,"2026-04-03T11:11:01",[75,196,76],{"id":215,"name":216,"github_repo":217,"description_zh":218,"stars":219,"difficulty_score":203,"last_commit_at":220,"category_tags":221,"status":77},3704,"NextChat","ChatGPTNextWeb\u002FNextChat","NextChat 是一款轻量且极速的 AI 助手，旨在为用户提供流畅、跨平台的大模型交互体验。它完美解决了用户在多设备间切换时难以保持对话连续性，以及面对众多 AI 模型不知如何统一管理的痛点。无论是日常办公、学习辅助还是创意激发，NextChat 都能让用户随时随地通过网页、iOS、Android、Windows、MacOS 或 Linux 端无缝接入智能服务。\n\n这款工具非常适合普通用户、学生、职场人士以及需要私有化部署的企业团队使用。对于开发者而言，它也提供了便捷的自托管方案，支持一键部署到 Vercel 或 Zeabur 等平台。\n\nNextChat 的核心亮点在于其广泛的模型兼容性，原生支持 Claude、DeepSeek、GPT-4 及 Gemini Pro 等主流大模型，让用户在一个界面即可自由切换不同 AI 能力。此外，它还率先支持 MCP（Model Context Protocol）协议，增强了上下文处理能力。针对企业用户，NextChat 提供专业版解决方案，具备品牌定制、细粒度权限控制、内部知识库整合及安全审计等功能，满足公司对数据隐私和个性化管理的高标准要求。",87618,"2026-04-05T07:20:52",[75,74],{"id":223,"name":224,"github_repo":225,"description_zh":226,"stars":227,"difficulty_score":203,"last_commit_at":228,"category_tags":229,"status":77},2268,"ML-For-Beginners","microsoft\u002FML-For-Beginners","ML-For-Beginners 是由微软推出的一套系统化机器学习入门课程，旨在帮助零基础用户轻松掌握经典机器学习知识。这套课程将学习路径规划为 12 周，包含 26 节精炼课程和 52 道配套测验，内容涵盖从基础概念到实际应用的完整流程，有效解决了初学者面对庞大知识体系时无从下手、缺乏结构化指导的痛点。\n\n无论是希望转型的开发者、需要补充算法背景的研究人员，还是对人工智能充满好奇的普通爱好者，都能从中受益。课程不仅提供了清晰的理论讲解，还强调动手实践，让用户在循序渐进中建立扎实的技能基础。其独特的亮点在于强大的多语言支持，通过自动化机制提供了包括简体中文在内的 50 多种语言版本，极大地降低了全球不同背景用户的学习门槛。此外，项目采用开源协作模式，社区活跃且内容持续更新，确保学习者能获取前沿且准确的技术资讯。如果你正寻找一条清晰、友好且专业的机器学习入门之路，ML-For-Beginners 将是理想的起点。",84991,"2026-04-05T10:45:23",[196,230,231,232,76,233,74,75,234],"数据工具","视频","插件","其他","音频",{"id":236,"name":237,"github_repo":238,"description_zh":239,"stars":240,"difficulty_score":62,"last_commit_at":241,"category_tags":242,"status":77},3128,"ragflow","infiniflow\u002Fragflow","RAGFlow 是一款领先的开源检索增强生成（RAG）引擎，旨在为大语言模型构建更精准、可靠的上下文层。它巧妙地将前沿的 RAG 技术与智能体（Agent）能力相结合，不仅支持从各类文档中高效提取知识，还能让模型基于这些知识进行逻辑推理和任务执行。\n\n在大模型应用中，幻觉问题和知识滞后是常见痛点。RAGFlow 通过深度解析复杂文档结构（如表格、图表及混合排版），显著提升了信息检索的准确度，从而有效减少模型“胡编乱造”的现象，确保回答既有据可依又具备时效性。其内置的智能体机制更进一步，使系统不仅能回答问题，还能自主规划步骤解决复杂问题。\n\n这款工具特别适合开发者、企业技术团队以及 AI 研究人员使用。无论是希望快速搭建私有知识库问答系统，还是致力于探索大模型在垂直领域落地的创新者，都能从中受益。RAGFlow 提供了可视化的工作流编排界面和灵活的 API 接口，既降低了非算法背景用户的上手门槛，也满足了专业开发者对系统深度定制的需求。作为基于 Apache 2.0 协议开源的项目，它正成为连接通用大模型与行业专有知识之间的重要桥梁。",77062,"2026-04-04T04:44:48",[76,196,75,74,233]]