---
title: canaryusers — MCP server performance | Invoked Exchange
description: Real-world success rate, latency, and per-tool reliability for the canaryusers MCP server (ai.canaryusers/canaryusers).
doc_version: "1.0"
last_updated: "2026-06-26T21:10:28.560Z"
canonical: https://invoked.ai/surfaces/canaryusers-canaryusers
---

# canaryusers

A flock of AI users tests your deployed app and reports where real people get stuck, with fixes.

- Registry name: `ai.canaryusers/canaryusers`

- Coverage: fully tested (public server)
- Add to Invoked: https://invoked.ai/surfaces/canaryusers-canaryusers (or `invoked://surface/add?registry=ai.canaryusers%2Fcanaryusers`)

## Community

_Building — published once enough workspaces have contributed._

## Sitemap

See the full [directory sitemap](https://invoked.ai/sitemap.md).