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.
Native binary output beats curl wrappers when you need typed API commands.
MCP-as-CLI cuts tool schema tokens 96-99%, discovered on demand not injected.
End-to-end and local-first: point it at PDFs or docs, and it extracts entities/relations with LLMs, proposes merges for you to approve in a terminal UI, then generates an interactive browser viewer and standard graph exports. The human-in-the-loop merge workflow and support for local providers (Ollama/LiteLLM) are smart, practical choices; just remember output quality and scale will still hinge on the LLM you pick.
OpenAPI sync prevents docs from rotting when Mintlify and GitBook require manual updates.
Cuts AI agent token costs 80% by wrapping MCP servers as native shell commands.