GraphOS · Temporal Knowledge Graph

Your clients' knowledge, finally in one brain

Prices live in spreadsheets, policies in PDFs, promos in someone's head, customer history in chat threads. GraphOS turns all of it into a knowledge graph — and every agent you sell answers from it, correctly, on every conversation.

No credit card required · Your trial runs on our AI keys — nothing to configure

GraphOS Explorer

The Explorer — a real client graph. Every dot is an entity, every line a fact with validity in time. The slider shows the graph as it was known on any date.

How it works

1 · Connect the sources

Upload PDFs, Word, Excel. Connect REST APIs and SQL databases. Pull from 800+ apps via Composio. Declare facts manually — with start and end dates for promos.

2 · The graph builds itself

AI extracts the entities (people, products, prices) and the facts connecting them. When information changes, old facts are superseded — never confused with current ones, never lost.

3 · Agents read — and write

Every agent with the Knowledge Graph enabled queries it automatically mid-conversation. Enable agent memory and they also record what they learn: scores, outcomes, preferences.

Why a knowledge graph beats plain document search

Answers across documents

"Which services changed price this year?" spans your price list, your announcements and your chat history. A graph connects them; a document search can't.

Time-aware by design

A promo that expired last month is history, not an answer. Facts carry validity windows, and agents always use the current truth.

Shared memory for the whole squad

Every agent on the account reads the same graph. What the sales agent learns, the support agent knows.

Built for the way you sell

  • One isolated graph per client — their data never mixes
  • White-labeled like everything else on the platform
  • Agents that remember their clients' business = retainers that renew themselves
  • Full dev access: REST API, TypeScript SDK, CLI and MCP

Costs your clients can see and cap

Your trial includes 50 knowledge episodes on our AI keys — no setup needed. After that, extraction runs on each account's own OpenAI key (BYOK). The Usage panel shows episodes, queries and the estimated monthly LLM spend — and a monthly cap stops ingestion before it overspends. No surprises, no black box.

Also for your terminal

Everything the UI does, the dev tools do too:

m2f knowledge sources add "Client docs" --type file
m2f knowledge upload src_abc ./price-list.pdf
m2f knowledge query "What does the cleaning cost?"
m2f knowledge usage --set-limit 500

Give your agents a memory

Create your account, upload a document, and ask your first agent something it could never have guessed.

Your free trial includes — no credit card required

50 free credits for your agents
50 knowledge episodes (GraphOS)
Runs on our AI keys — nothing to configure
Add your own key & pick a plan when ready

Want the plans? See pricing.

See your agent, not a sales deck

Describe what you want to automate. We'll generate a working agent with its own knowledge brain — right now, on this page.

In ~20 seconds you'll see a working agent for your use case, with its own knowledge brain.

Prefer we walk you through it? 15-min call

A quick call, focused on your use case.

Schedule a call