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MCP vLLM Benchmarking Tool

by Eliovp-BV

Herramienta de evaluación comparativa MCP vLLM

Esta es una prueba de concepto sobre cómo utilizar MCP para evaluar de forma interactiva vLLM.

No somos nuevos en benchmarking, lea nuestro blog:

Evaluación comparativa de vLLM

Esta es solo una exploración de posibilidades con MCP.

Uso

  1. Clonar el repositorio

  2. Agreguelo a sus servidores MCP:

{ "mcpServers": { "mcp-vllm": { "command": "uv", "args": [ "run", "/Path/TO/mcp-vllm-benchmarking-tool/server.py" ] } } }

Entonces puedes indicar un ejemplo como este:

Do a vllm benchmark for this endpoint: http://10.0.101.39:8888 benchmark the following model: deepseek-ai/DeepSeek-R1-Distill-Llama-8B run the benchmark 3 times with each 32 num prompts, then compare the results, but ignore the first iteration as that is just a warmup.

Hacer:

  • Debido a algunas salidas aleatorias de vllm, es posible que se indique que encontró un JSON no válido. Aún no lo he investigado.

-
security - not tested
F
license - not found
-
quality - not tested

remote-capable server

The server can be hosted and run remotely because it primarily relies on remote services or has no dependency on the local environment.

Una herramienta interactiva que permite a los usuarios evaluar los puntos finales de vLLM a través de MCP, lo que permite realizar pruebas de rendimiento de modelos LLM con parámetros personalizables.

  1. Uso
    1. Hacer:

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