About LessonFolk
LessonFolk is an open-source collection of AI courses designed for conversational teaching by an AI tutor. Learners connect an AI chat to its MCP server to get lessons tailored to their level and save progress on the website.
Key features
- 01Conversational AI-tutor lessons
- 02Courses from beginner to advanced
- 03Learning paths based on level and interests
- 04Progress saved to the website
- 05Open-source course contributions
Use cases
- 01Learn AI through guided conversations
- 02Choose a course path by interests
- 03Resume learning with saved progress
MCP support
The MCP server gives connected AI chats access to courses and tutor instructions, and tools to save learning progress.
Configuration
Remote servers need no local install. Pick your client, then copy the config or install in one click.
https://lessonfolk.com/mcpclaude mcp add --transport http cgseb-lessonfolk https://lessonfolk.com/mcp{"mcpServers":{"cgseb-lessonfolk":{"type":"http","url":"https://lessonfolk.com/mcp"}}}Open in Cursor{"servers":{"cgseb-lessonfolk":{"type":"http","url":"https://lessonfolk.com/mcp"}}}Open in VS Code{"mcpServers":{"cgseb-lessonfolk":{"type":"http","url":"https://lessonfolk.com/mcp"}}}{"mcpServers":{"cgseb-lessonfolk":{"serverUrl":"https://lessonfolk.com/mcp"}}}Run commands in a terminal; paste JSON into the client’s MCP config and restart. Servers that need sign-in will prompt on first connect.
Tools
Details
From the project READMELearn AI from zero to advanced, with an AI as your tutor.
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:
git clone https://github.com/CGSeb/lessonfolk.git
cd lessonfolk
docker 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
claudeand approve thelessonfolkMCP 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
- Using LessonFolk: the learner guide (first session, what to say, the dashboard, Docker, troubleshooting)
- Contributing: writing courses, development setup, workflow
- Developing LessonFolk: repository map, scripts, database changes
- Settings: every environment variable
- Course format: how courses and lessons are written
- Testing: automated tests and manual checks
- Sign-in for developers: GitHub and Google sign-in
- Privacy and personal data: what is stored, export and deletion
- Brand: logo, colours and type
- All docs
License
LessonFolk is developed by CG Seb.
Comments
New to MCP?
From what the protocol is to installing your first server, these answers cover most first questions.
An open protocol that defines how AI applications connect to external tools and data in a uniform way. Clients talk to the model; MCP servers provide tools, resources and prompt templates. They exchange standard messages, so one server can be reused by many clients.