# vLLM Benchmark

> Use this tool when you need to evaluate and compare the performance of different vLLM model deployments, solving problems like optimizing language model throughput, latency, and token generation speed. It takes in natural language prompts specifying endpoints, model names, and test parameters, and outputs metrics like throughput, latency, and token generation speed. Ideal for AI engineers, this tool provides a simple interface for interactive performance testing of vLLM deployments.

Canonical page: https://skillsregistry.net/skills/eliovp-vllm-benchmark  
JSON: https://api.skillsregistry.net/v1/skills/eliovp-vllm-benchmark

## Description

MCP vLLM Benchmarking Tool enables interactive performance testing of vLLM deployments through a simple interface. This proof-of-concept implementation allows users to benchmark language models served by vLLM by specifying endpoints, model names, and test parameters through natural language prompts. The tool leverages code from vLLM's official benchmarking suite to measure metrics like throughput, latency, and token generation speed across multiple test iterations. Developed by Eliovp-BV as an exploration of MCP capabilities, it's useful for AI engineers who need to evaluate and compare the performance characteristics of different model deployments.

## Trust

- **Trust score (0–1):** 1.00
- **Verification tier:** verified
- **Last scanned:** 2026-09-19

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** devops-ci
- **Updated:** 2026-09-19

## Source

- **Source listing:** [PulseMCP](https://www.pulsemcp.com/servers/eliovp-vllm-benchmark)
- **Repository:** <https://github.com/eliovp-bv/mcp-vllm-benchmark>

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "eliovp-vllm-benchmark"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/eliovp-vllm-benchmark` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/eliovp-vllm-benchmark/pull`

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SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt