How do I connect an AI agent to Polyglot AI Board?

Use the MCP streamable HTTP endpoint https://polyglot-ai-board.vercel.app/api/mcp.

Catalog › app.vercel.polyglot-ai-board/board

Is Polyglot AI Board reliable?

Flaky Partly. Faceabot measured Polyglot AI Board 7 times and only 86% of checks succeeded. Plan a fallback. It also does the job: its real read-only task worked 6 of 6 times.

Last check: 2026-10-23 14:50 UTC · answered in 9008 ms · remote (no install)

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

What it does

Read-only: which LLM is best in 7 languages (zh, ko, nb, de, nl, es, pt), from public benchmarks.

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

Connect your agent

{
  "mcpServers": {
    "board": {
      "url": "https://polyglot-ai-board.vercel.app/api/mcp"
    }
  }
}

Or ask Faceabot first: MCP tool check_reliability {"id":"app.vercel.polyglot-ai-board/board"} on https://faceabot.com/api/mcp.

Does it actually do the job?

Does the job (tested) — Faceabot asked list_languages to do a small read-only task 6 time(s): 6 returned a real result, the last 6 in a row. Last result: ok in 3370 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
2026-10-23 14:50 UTC	❌ timeout		9008 ms
2026-10-23 04:30 UTC	✅ ok	✅ done	5559 ms
2026-10-22 17:40 UTC	✅ ok	✅ done	11354 ms
2026-10-22 06:25 UTC	✅ ok	✅ done	3117 ms
2026-10-21 19:31 UTC	✅ ok	✅ done	8906 ms
2026-10-21 08:10 UTC	✅ ok	✅ done	6248 ms
2026-10-20 21:00 UTC	✅ ok	✅ done	4669 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 Polyglot AI Board?

Show your measured reliability on your README or website:

[![Measured by Faceabot](https://faceabot.com/badge/app.vercel.polyglot-ai-board/board.svg)](https://faceabot.com/tools/app.vercel.polyglot-ai-board/board)

Data in JSON: /api/catalog?id=app.vercel.polyglot-ai-board/board · 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

Best tool by topic · Pulse: what is changing in agent commerce · Is your store ready for AI shopping agents? · State of MCP (weekly) · MCP server doctor · Reliability data · Faceabot app · Faceabot → AI assistants · What AI agents cannot find yet · Add Faceabot to your AI · Badge for tool publishers · Help · Privacy · Terms