governed information for people and agents About manba.ai →

Live environments

One engine. Four real environments.

Three are open to anyone; the food business is live data, so it’s behind a password.

Each one gets its own language for its information, served to any agent over MCP. The agent you'll talk to was told nothing about any of them: everything it knows comes from what each environment says about itself.

OrganisedEvery source described, in its own terms.
SmartUnderstands the question, and who’s asking.
EfficientOne step to the answer. No guessing.
RepeatableSame question, same answer, same source.

All four have these. Each also shows what they buy in one kind of real application.

Distribution

wywm.org Live

Career and wage information for anyone, delivered in the context that makes it pay off.

  • Alive: new questions become new playbooks, not new apps.
  • A chat app, an agent or a partner’s site all get the same faithful answer. Building one is the easy part.
Ask it wywm.org ↗
Stability

A wholesale food business LivePrivate

The numbers change every day. The apps that run the business don’t have to.

  • The app and the language share one business vocabulary: customers, channels, lapsed accounts.
  • A small, private domain that meets the world in its own terms.
Ask it Live business data, so it asks for a password.
Expansion · unstructured

A shared Google Drive Live

Nobody configured it. manba generated its language from the files themselves.

  • Answers what Drive can’t: who shares what outside the company, and what changed.
  • Had to pass a 70-question go-live check. Every answer replays from a link.
Ask it Check the work
Expansion · unstructured

moodely Prototype

A music library whose language grows as it’s used.

  • Facts from the library, labels learned from the owner’s playlists, and meanings anyone can DEFINE.
  • Ask for a set and get something you can play.
Ask it Explore the language

Connect your own agent

Point any MCP client (Streamable HTTP) at the Drive environment. No key needed:

https://demo.manba.ai/mcp

Build with it, run on it, or ask it

The same engine is available as a toolkit, a hosted service, or ready-made information.

manba.ai →