Product Graphby vibeLevel.ai
Use cases

What can you do with Product Graph?

Product Graph keeps a living, AI-readable map of your product — its features, personas, agent skills, and standards. Your agent proposes updates via MCP; you review and approve. Here's how teams put it to work.

Solo developer / personal project

Keep a living map of your own product that never goes stale.

  • Your coding agent scans your repo and seeds the graph.
  • At the end of each session it proposes updates — you approve.
  • Use it as context so the agent builds consistently with what exists.
Get started

Small team — shared private workspace

One graph the whole team co-maintains, kept private.

  • Create an org workspace and add teammates as members.
  • Everyone’s agent can propose changes; members approve them.
  • Nobody outside the team can see it.
How workspaces work

Public product — readable by your users

Publish your product graph so others can build on it.

  • Anyone can browse it on the web — no login needed.
  • Any AI agent can read it via MCP to integrate with your product.
  • Only members can propose changes, so publishing never exposes editing.
Browse the catalog

Open source / community

Share publicly and accept contributions, safely.

  • Publish so the community can consume your graph.
  • Add trusted contributors as members so they can propose changes.
  • Maintainers review and approve every proposal — nothing goes live unreviewed.
Read the docs

How it works

Three steps, whichever way you use it.

1

Connect your agent

Add the MCP server to Claude Code, Cursor, or any MCP client with a token.

2

Agent proposes changes

It scans your repo and submits nodes and edges as a structured diff.

3

You review & approve

Proposals land in a queue. Only approved changes become live — the graph never rots.

What you ask your agent

You drive everything in plain language from inside your repo. A couple of examples:

"Scan this project and create a product graph for workspace <your-workspace> — the main product, key features, reusable agent skills, and standards."
"Based on the changes we shipped this session, update the product graph in workspace <your-workspace>."
See more example prompts

Ready to map your product?

Create a workspace, connect your agent, and seed your first graph in minutes.