# DataFocal

> AI observability, then software and edge observability. DataFocal finds what changed in your AI agents, services and devices, explains why in plain words, and focuses you on the runs and events behind it.

Pricing: Open source free. Team $30 per user per month plus collectors at $12, $9 or $6 per month by volume (free on developer machines). Enterprise custom. Storage managed at cost + 20%, or $0 in your own bucket. No charge for data volume or queries. Agent access: MCP server at http://localhost:8080/mcp. Contact: sales@datafocal.ai.

## Pages

- [Product](https://datafocal.ai/index.md): what DataFocal finds, explains and focuses on
- [Pricing](https://datafocal.ai/pricing.md): plans, collectors, storage and FAQ
- [For agents](https://datafocal.ai/agents.md): connecting an MCP client, and the plain facts
- [Contact](https://datafocal.ai/contact.md): demos and pilots

## Docs

- [What is DataFocal](https://datafocal.ai/docs/what-is-datafocal.md): AI observability first, then software and edge observability.
- [Quickstart](https://datafocal.ai/docs/quickstart.md): Try DataFocal free on your machine, or set up a team install, in about five minutes.
- [Connect an agent](https://datafocal.ai/docs/connect-an-agent.md): Add DataFocal to Claude Code, Codex or any MCP client.

## Optional

- [All docs in one file](https://datafocal.ai/llms-full.txt)
- [Open source engine](https://github.com/datafocal/datafocal)