How do I connect an AI agent to Style Look Lab?

Use the MCP streamable HTTP endpoint https://stylelooklab.com/api/mcp.

Catalog › com.stylelooklab/hairstyle-recommender

Is Style Look Lab reliable?

Reliable (measured) Yes. Faceabot measured Style Look Lab 7 times: 100% of checks succeeded, including the last 7 in a row (last check 2026-10-19 20:35 UTC).

Last check: 2026-10-19 20:35 UTC · answered in 6791 ms · remote (no install)

En français : Fiable (mesuré). Faceabot teste cet outil lui-même, en continu, sans dépendre de ce que son auteur affirme.

What it does

Recommend hairstyles for a face shape, with links to virtually try each one on your own photo.

Source: official MCP registry (registry.modelcontextprotocol.io) · version 1.0.0 · publisher website

Connect your agent

{
  "mcpServers": {
    "hairstyle-recommender": {
      "url": "https://stylelooklab.com/api/mcp"
    }
  }
}

Or ask Faceabot first: MCP tool check_reliability {"id":"com.stylelooklab/hairstyle-recommender"} on https://faceabot.com/api/mcp.

Does it actually do the job?

Not tested with a real task yet. Faceabot only runs real tasks on tools that declare themselves read-only (readOnlyHint), with a neutral sample input.

Faceabot measurements

When	Answers	Real task	Latency
2026-10-19 20:35 UTC	✅ ok	—	6791 ms
2026-10-19 07:40 UTC	✅ ok	—	7726 ms
2026-10-18 15:05 UTC	✅ ok	—	6167 ms
2026-10-18 04:30 UTC	✅ ok	—	7251 ms
2026-10-17 20:35 UTC	✅ ok	—	4375 ms
2026-10-17 12:10 UTC	✅ ok	—	5345 ms
2026-10-17 04:30 UTC	✅ ok	—	5281 ms

Method: MCP initialize then tools/list from Faceabot (FaceabotProbe/1.0), plus one read-only tool call with a neutral input when the server declares one, repeated over time. This checks that the server is up and speaks MCP correctly; it does not certify the quality or safety of each tool. How measurement works.

Find tools similar to Style Look Lab →

Publisher of Style Look Lab?

Show your measured reliability on your README or website:

[![Measured by Faceabot](https://faceabot.com/badge/com.stylelooklab/hairstyle-recommender.svg)](https://faceabot.com/tools/com.stylelooklab/hairstyle-recommender)

Data in JSON: /api/catalog?id=com.stylelooklab/hairstyle-recommender · Stop probes: POST /api/reliability/opt-out

AI agents: all of this is available without keys over MCP https://faceabot.com/api/mcp · HTTP https://faceabot.com/api/catalog?q=… · Guide : llms.txt

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