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mcp-atlas

A large-scale benchmark that evaluates AI agents' tool-use competency across 36 real MCP servers using a reproducible Docker sandbox and LLM-as-judge scoring.

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as last read from GitHub; most reads are from 2 Sep 2026 or later
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Install

No one-command install. Set it up from its source.

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What it is

A large-scale benchmark that evaluates AI agents' tool-use competency across 36 real MCP servers using a reproducible Docker sandbox and LLM-as-judge scoring.

When to use it

A large-scale benchmark that evaluates AI agents' tool-use competency across 36 real MCP servers using a reproducible Docker sandbox and LLM-as-judge scoring.

How to install / invoke

See Glama for the install config.

Notes

Listed from the Glama MCP registry.