# ai.canaryusers/canaryusers

> Use this tool when you need to identify usability issues in your deployed app and receive actionable feedback to improve user experience. It solves problems related to user engagement and conversion by pinpointing areas where real users get stuck, providing fixes and recommendations. The tool takes your deployed app as input and outputs detailed reports on user pain points and suggested improvements.

Canonical page: https://skillsregistry.net/skills/ai-canaryusers-canaryusers  
JSON: https://api.skillsregistry.net/v1/skills/ai-canaryusers-canaryusers

## Description

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

## Trust

- **Trust score (0–1):** 0.93
- **Verification tier:** scanned
- **Last scanned:** 2026-09-19

## Facts

- **Version:** 1.2.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** devops-ci
- **Updated:** 2026-09-28

## Source

- **Source listing:** [MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/ai.canaryusers%2Fcanaryusers)
- **Repository:** <https://github.com/CanaryUsers-ai/canaryusers-mcp>

## Use it

MCP endpoint published by the skill: `https://www.canaryusers.ai/api/mcp`

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "ai-canaryusers-canaryusers"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/ai-canaryusers-canaryusers` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/ai-canaryusers-canaryusers/pull`

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SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt