Skip to main content
Glama

MCP vLLM Benchmarking Tool

by Eliovp-BV

MCP vLLM 基准测试工具

这是关于如何使用 MCP 以交互方式对 vLLM 进行基准测试的概念证明。

我们对基准测试并不陌生,请阅读我们的博客:

对 vLLM 进行基准测试

这只是对 MCP 可能性的探索。

用法

  1. 克隆存储库
  2. 将其添加到您的 MCP 服务器:
{ "mcpServers": { "mcp-vllm": { "command": "uv", "args": [ "run", "/Path/TO/mcp-vllm-benchmarking-tool/server.py" ] } } }

然后你可以像这样提示:

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.

待办事项:

  • 由于 vllm 的一些随机输出,它可能显示发现了一些无效的 json。我还没有深入研究过这个问题。
-
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.

一种交互式工具,使用户能够通过 MCP 对 vLLM 端点进行基准测试,从而允许使用可自定义的参数对 LLM 模型进行性能测试。

  1. 用法
    1. 待办事项:

      Related MCP Servers

      • A
        security
        A
        license
        A
        quality
        An MCP server that provides LLMs access to other LLMs
        Last updated -
        4
        673
        59
        JavaScript
        MIT License
      • -
        security
        F
        license
        -
        quality
        An MCP server that allows Claude to interact with local LLMs running in LM Studio, providing access to list models, generate text, and use chat completions through local models.
        Last updated -
        8
        Python
      • -
        security
        A
        license
        -
        quality
        An MCP server that allows agents to test and compare LLM prompts across OpenAI and Anthropic models, supporting single tests, side-by-side comparisons, and multi-turn conversations.
        Last updated -
        Python
        MIT License
      • -
        security
        F
        license
        -
        quality
        An MCP server that integrates various penetration testing tools, enabling security professionals to perform reconnaissance, vulnerability scanning, and API testing through natural language commands in compatible LLM clients like Claude Desktop.
        Last updated -
        4
        Python

      View all related MCP servers

      MCP directory API

      We provide all the information about MCP servers via our MCP API.

      curl -X GET 'https://glama.ai/api/mcp/v1/servers/Eliovp-BV/mcp-vllm-benchmark'

      If you have feedback or need assistance with the MCP directory API, please join our Discord server