For a long time, creating a great codelab wasn’t the hard part. The hard part was everything that happened after the AI generated it.
We watched creators draft tutorials in Cursor, refine them in Claude, collect examples from different tools, and then spend the next 20–30 minutes copying content back into Stepwik.
Not because they wanted to.
Because that was the only workflow available.
Along the way, formatting broke, sections went missing, edits got out of sync, and the momentum of creating was lost. That was the moment we realized the problem wasn’t content creation anymore. The problem was the gap between AI and publishing.
Today, we’re excited to close that gap with the launch of the Stepwik MCP Server.
Introducing the Stepwik MCP Server

Connect Cursor, Claude, VS Code, Windsurf, and other AI assistants directly to your Stepwik workspace using the Model Context Protocol (MCP).
What changes now?
Instead of copy‑pasting between chat and Studio, you can ask your AI assistant to:
✓ Create a Firebase GenKit codelab
✓ Update section 3 with the new API
✓ Turn this tutorial into a course
✓ Search public Stepwik examples
And the assistant can work with your Stepwik content directly.
Built from real creator feedback
We didn’t build MCP because it was trendy. We built it because creators told us they wanted to:
1. Stay in flow while writing
Keep the creative momentum instead of switching tools.
2. Publish faster
Move from draft to published content with less friction.
3. Let AI help maintain docs
Update tutorials and courses without repetitive manual edits.
4. Work from their editor
Manage Stepwik content from the tools they already use every day.
A workflow that feels natural
Draft in Cursor or Claude: Generate or refine your codelab with AI.
Save directly to Stepwik: The assistant creates a private draft in your workspace.
Review in Studio: Polish formatting, tags, media, and structure.
Publish when ready: You stay in control of visibility and release timing
Security was non‑negotiable
✓ New content is created as private drafts
✓ Access is limited by your scopes and workspace permissions
✓ API keys can be rotated or revoked anytime
✓ Publishing is always a conscious action in Studio
Get started in under 2 minutes

MCP endpoint
https://mcp.stepwik.com/mcpCreate an API key in Studio → Developer → API Keys, connect your AI client, and run:
whoamiIf that works, you’re connected.
This is bigger than a connector, We believe documentation is becoming agent‑assisted.
Not AI replacing creators. But AI handling the repetitive work so creators can focus on: teaching, architecture, examples, and the experience learners remember.
Stepwik MCP is our first major step toward that future.
We’d love your feedback
Reply to this email and tell us:
What’s the first thing you want to automate with Stepwik MCP?
We’re reading every response, and many of the next MCP capabilities will come directly from community feedback.
Thanks for building with us



