The problem

AI coding agents are now connected to your file system, your CI/CD, your cloud APIs, your Slack, your databases — through MCP servers that most organizations configured in an afternoon. The attack surface is real.

24,000+ secrets found exposed in MCP configurations in early 2026

The governance tooling doesn't exist yet. That's what we're building.

From the blog

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MCP Security Threat Model · Part 1

How 24,000 Secrets Ended Up in MCP Configurations

The credential exposure problem in MCP isn't a bug in the protocol. It's what happens when you move fast and bolt security on later. Here's what actually happened and why it keeps happening.

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