LessonFolk

io.github.CGSeb由 GitHub 账号 CGSeb 发布v1.2.5更新于 Oct 27, 2026

Open-source AI courses taught by your AI tutor in conversation, with progress saved by MCP tools.

已验证Streamable HTTP可网页运行效率与工作流知识与记忆

概览

AI 生成的概览

LessonFolk 是一套开源 AI 课程，由你的 AI 对话以对话方式授课，并通过 MCP 工具保存学习进度。

可以做什么
  • 获取开源 AI 课程及导师指令，课程按主题分组，从理解 AI 到用 AI 构建。
  • 让助手一次讲一节短课，进行讲解、提问并根据学习者水平调整。
  • 根据学习者的水平和兴趣获得推荐的学习路径。
  • 保存并跟踪学习进度，网站仪表盘会显示这些进度。
适用场景
适合想通过现有 AI 对话以引导式对话学习 AI 主题的人，或希望有结构化课程路径并保存进度、而非零散讲解的场景。
运行要求
位于 lessonfolk.com 的远程 MCP 端点，需要 OAuth 登录（GitHub 或 Google 账号）。也可用 Docker 自托管并在本地连接 AI 对话；未声明环境变量或请求头。
安装前请注意
托管方式会把学习进度与你的 GitHub 或 Google 账号关联存储，账号数据由该服务保存；README 提到有隐私文档说明存储内容、导出与删除。自托管则数据留在本地。保存进度的工具会向服务写入数据。

安装

在 SourceWeft 中

  1. 打开 控制台中的 LessonFolk，将其添加到工作区。
  2. 连接 所需的 凭据。它们会被私密存储，绝不会在公开页面上展示。
  3. 为需要使用其工具的对话启用该服务。

Web executable，通过 Streamable HTTP。 远程服务在工作区中配置后即可从网页运行时运行。

交给智能体安装

把这段提示词粘贴到 Claude Code、Codex、Cursor 等智能体，或 SourceWeft 对话中。智能体会读取该服务器的安装指南，先向你展示发布者、端点和登录方式，经你同意后再把它添加到你的客户端。密钥不会写进任何命令。

阅读 https://sourceweft.com/mcp/io.github.CGSeb%2Flessonfolk/install.md，并按其中说明把这个 MCP 服务器接入我的客户端。修改任何配置之前，先告诉我它的发布者、端点和登录方式，等我确认。不要把 API 密钥写进命令或我会提交的文件；问我密钥应从哪里获取。

查看智能体所依据的安装指南

其他 MCP 客户端

把它添加到你客户端的 mcpServers 配置中。 客户端会在首次连接时完成 OAuth 登录。

{
  "mcpServers": {
    "lessonfolk": {
      "type": "http",
      "url": "https://lessonfolk.com/mcp"
    }
  }
}

README

[LessonFolk]

Learn AI from zero to advanced, with an AI as your tutor.

lessonfolk.com

[M8ven Score] [Listed on Claude Market]

https://github.com/user-attachments/assets/bc8eccbd-1f95-4d20-92f5-15d528b05d47

LessonFolk is a collection of open-source AI courses designed to be taught by an AI. Connect your AI chat (Claude Code, ChatGPT, Claude Desktop, Cursor…) to LessonFolk, say "let's start", and it guides you through lessons in a conversation: explaining, asking questions, adapting to your level, and saving your progress.

How it works

LessonFolk is a website and an MCP server (Model Context Protocol, a standard way for AI apps to use tools). Your AI chat connects to it: it gets the courses and the tutor's instructions, and saves your progress there. The website shows your courses, your path and your progress.

The tutor asks about your level and interests, recommends a path of courses, and teaches one short lesson at a time. Courses are grouped by theme: Understanding AI, Using AI tools, Building with AI and AI and society. The full list, in the recommended order, is courses/en/index.yaml, or ask your tutor "what can I learn?".

Coming soon: Projects. Real projects to practise what the courses teach: a subject, a few milestones to reach, and your tutor as a coach who gives hints instead of the solution. Some will close a course, others will stand alone.

Quick start

Pick one of two ways:

Hosted (lessonfolk.com): sign in with GitHub or Google, open its Connect page and add LessonFolk to your AI chat (in Claude Code, a plugin does it for you). Your progress is saved with your account.

Self-hosted: private, on your computer, no data sent to us. With Docker running:

bash
git clone https://github.com/CGSeb/lessonfolk.gitcd lessonfolkdocker compose up -d --build

Open http://127.0.0.1:4321 to see the dashboard. Then start your AI chat in this folder:

  • Claude Code: run claude and approve the lessonfolk MCP server when asked.
  • Other apps: follow the dashboard's Connect page.

Then say:

Let's start learning AI.

The learner guide has the details.

Contribute

LessonFolk grows with its courses, and writing one needs no code. Open your AI agent in this folder and say "create a course about…": it interviews you, proposes an outline, writes the lessons with you and checks them. You are credited as the author on the dashboard.

  • Spotted a mistake in a lesson, or have a course idea? Open an issue.
  • Want to write or translate a course, or work on the code? Start with Contributing.
  • A question? Ask in Discussions.

Documentation

License

LessonFolk is developed by CG Seb.

  • Code (dashboard, tooling, tutor instructions): MIT
  • Course content (courses/): CC BY 4.0. You may share and adapt the courses, including commercially, as long as you give appropriate credit.

来源：README.md，提交 12e4125

工具

0
该服务器需要登录，因此 SourceWeft 无法在没有账号的情况下读取其工具，也未收录。已连接账号所能看到的内容可能因账号及其权限而异。

版本历史

1
  1. v1.2.5最新Oct 21, 2026

评分

已满足适用检查项的 85%

该评分衡量此收录条目的完整程度，依据注册中心条目、端点与公开来源计算得出。它不是对服务器本身的评价，也不表示服务器安全或当前可用：可连通性是带日期的检查结果，评分也不包含安装量或用户评价。

  • 近 30 天内可连通必需25 分
  • 已声明认证方式必需10 分
  • 已列出工具15 分

    请让服务器在无凭据时响应 tools/list，或发布可在沙箱中无凭据启动的软件包。

  • 描述必需15 分
  • 图标10 分
  • 文档15 分
  • 许可证10 分