Firstrun – Turn static documentation into interactive walkthroughs
Per-step analytics identify exactly where docs fail, beyond simple page views.

Cuts API schema context from 147% to 0.2% using just 3 MCP tools instead of 183.
API developers, AI engineers building agent tooling
FastMCP · MCP CLI · OpenAPI Generator
Per-step analytics identify exactly where docs fail, beyond simple page views.
No-code OpenAPI import beats writing custom MCP servers for each API.
Native binary output beats curl wrappers when you need typed API commands.
Yet another flipbook converter when FlipHTML5 and AnyFlip already own this category.
Zero LLM cost at query time when most MCP doc servers burn tokens on every search.
MCP-as-CLI cuts tool schema tokens 96-99%, discovered on demand not injected.