AIRVI Ecosystem Coverage

A living snapshot, not a finished census — how many agents, tools, dashboards, MCP servers, LLMs, and stacks AIRVI has actually cataloged, held up against our best estimate of how many exist. The AIRVI numbers are live, computed fresh on every visit as our own index grows; the real-world estimates are refreshed manually and dated below.

Live numbers generated October 28, 2026

Methodology

“In AIRVI” counts every row in our database for that category, including bare name/slug stubs captured during bulk research passes (labeled indexed) that haven’t been written up yet — those never appear as public pages until a cataloged entry replaces them, but they do count here as part of the ecosystem we’ve identified. “Est. in the wild” is a range, not a point estimate, because no category here has a true, authoritative census — we’d rather show a defensible range with its source than a precise-looking number we can’t back up. Coverage is calculated against the high end of that range on purpose, so we never overstate how complete we are.

Agents and Dashboards have no public registry to cite, so those ranges are our own order-of-magnitude estimates, marked as such. Stacks are an editorial construct — curated combinations we assemble, not a category that exists independently in the wild — so there’s no real-world denominator and no coverage percentage to compute.