Free MCP Readiness Tool for SaaS Platforms
Enter your homepage URL and get a score out of 100 for AI agent compatibility, with dimension breakdowns and recommendations.
What MCP readiness actually means
AI agents like Claude, Cursor, and custom GPT-based tools are increasingly expected to connect to external software directly. Not through a UI, but programmatically: reading data, triggering actions, returning structured results. MCP (Model Context Protocol) is the standard for how that happens.
If your SaaS platform wants to show up in those workflows, it needs to be legible to AI agents. That means a documented API, structured data, and clear signals that your tool can be called without a human in the loop.
This tool scores your platform across five dimensions: API maturity, agent compatibility signals, documentation quality, structured data, and integration ecosystem. Each gets a score out of 20 with a short explanation and three specific recommendations.
A low score doesn't mean your product has a problem. It means there's a gap between what you've built and what agents need to use it reliably. The recommendations tell you what to address first. Once you've closed that gap, making it legible in content is where our developer content marketing work comes in.