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

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Status
Healthy
Uptime
100.0% over the last 24 hours
Last Tested
Transport
Streamable HTTP · MCP 2025-11-25
URL
ChatGPT
–
Claude
–

TDQS

A3.9/5.0

Scored across 3 tools

Disambiguation5/5

The three tools have clearly distinct purposes: retrieving top picks for a language, listing supported languages, and listing paid products. There is no overlap in functionality, so an agent can easily select the right tool.

Naming Consistency5/5

All tool names use snake_case with a consistent verb_noun pattern (get_*, list_*). The verbs are standard and predictable, making the naming highly consistent.

Tool Count4/5

With only 3 tools, the server is minimal but each tool serves a distinct purpose. While it's on the lower end of the typical range, it is not excessively thin for a simple informational board.

Completeness4/5

The tools cover the core board functionality: discovering languages, getting top picks, and accessing products. Minor gaps exist, such as no tool to retrieve all top picks in a single call or to get detailed benchmark/model information.

Available Tools

3 tools
get_top_pickA
Read-only
Inspect

Free: the board's current top LLM pick and best open-weights pick for one language, with the public benchmark source it is based on.

Inputs: lang (required).

list_languagesA
Read-only
Inspect

List the 7 languages covered by the Polyglot AI Board with their codes.

Inputs: no named parameters.

list_productsB
Read-only
Inspect

Paid data packs for agents (model picker, eval suites, false friends, per-language packs) with prices and Vermarco buy links, plus the x402 pay-per-call API.

Inputs: no named parameters.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

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