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Is Mode VC Chart: Best AI for Math: The Arena Math Leaderboard reliable?

Private (key required) Mode VC Chart: Best AI for Math: The Arena Math Leaderboard answers but requires credentials, so Faceabot cannot test it anonymously. It is not counted as failing.

Last check: 2026-10-18 02:30 UTC · answered in 2596 ms · remote (no install)

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

What it does

14 models are statistically tied for #1 in Arena math, spanning 49 points. 4 are Flash models.

Source: official MCP registry (registry.modelcontextprotocol.io) · version 2.0.2 · publisher website
Connect your agent
{
  "mcpServers": {
    "chart-best-ai-for-math": {
      "url": "https://modevc.com/api/mcp/chart-best-ai-for-math"
    }
  }
}
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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
WhenAnswersReal taskLatency
2026-10-18 02:30 UTC❌ auth_required2596 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.

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