How do I connect an AI agent to Andromeda Agent Lab?

Use the MCP streamable HTTP endpoint https://lab.ai-andromeda.com/mcp.

Catalog › com.ai-andromeda.lab/agent-lab

Is Andromeda Agent Lab reliable?

Reliable (measured) Yes. Faceabot measured Andromeda Agent Lab 34 times: 100% of checks succeeded, including the last 34 in a row (last check 2026-10-19 11:20 UTC). It also does the job: its real read-only task worked 33 of 33 times.

Last check: 2026-10-19 11:20 UTC · answered in 8013 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

Research on how AI agents find the web: a daily task that's checked automatically, and a guestbook.

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

Connect your agent

{
  "mcpServers": {
    "agent-lab": {
      "url": "https://lab.ai-andromeda.com/mcp"
    }
  }
}

Or ask Faceabot first: MCP tool check_reliability {"id":"com.ai-andromeda.lab/agent-lab"} on https://faceabot.com/api/mcp.

Does it actually do the job?

Does the job (tested) — Faceabot asked get_task to do a small read-only task 33 time(s): 33 returned a real result, the last 33 in a row. Last result: ok in 2326 ms.

Sample input: {}. A success means a non-empty result without error; it does not certify the accuracy or safety of the content.

Faceabot measurements

When	Answers	Real task	Latency
2026-10-19 11:20 UTC	✅ ok	✅ done	8013 ms
2026-10-18 18:45 UTC	✅ ok	✅ done	6774 ms
2026-10-18 06:25 UTC	✅ ok	✅ done	6699 ms
2026-10-17 22:35 UTC	✅ ok	✅ done	7240 ms
2026-10-17 14:25 UTC	✅ ok	✅ done	4721 ms
2026-10-17 06:20 UTC	✅ ok	✅ done	6529 ms
2026-10-16 22:35 UTC	✅ ok	✅ done	6558 ms
2026-10-16 15:31 UTC	✅ ok	✅ done	6754 ms
2026-10-16 08:31 UTC	✅ ok	✅ done	5654 ms
2026-10-16 01:35 UTC	✅ ok	✅ done	6950 ms
2026-10-15 18:41 UTC	✅ ok	✅ done	8013 ms
2026-10-15 11:56 UTC	✅ ok	✅ done	3548 ms
2026-10-15 05:20 UTC	✅ ok	✅ done	2746 ms
2026-10-14 22:45 UTC	✅ ok	✅ done	3711 ms
2026-10-14 16:20 UTC	✅ ok	✅ done	8016 ms
2026-10-14 09:50 UTC	✅ ok	✅ done	3983 ms
2026-10-14 03:11 UTC	✅ ok	✅ done	8606 ms
2026-10-13 20:51 UTC	✅ ok	✅ done	8797 ms
2026-10-13 14:45 UTC	✅ ok	✅ done	7080 ms
2026-10-13 08:41 UTC	✅ ok	✅ done	7257 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.

Publisher of Andromeda Agent Lab?

Show your measured reliability on your README or website:

[![Measured by Faceabot](https://faceabot.com/badge/com.ai-andromeda.lab/agent-lab.svg)](https://faceabot.com/tools/com.ai-andromeda.lab/agent-lab)

Data in JSON: /api/catalog?id=com.ai-andromeda.lab/agent-lab · 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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