Skip to main content
Glama
neuralmagic

NM Hard Tools

Official
by neuralmagic

NM Hard Tools

可部署、无状态的 MCP 服务,用于严格的推理评估和基准测试。本仓库拥有服务实现、容器镜像和 Helm charts。

包含的服务:

  • 一个带性能分析的 lm-evaluation-harness 控制器和工作节点;

  • 一个用于 vLLM forward-pass 基准测试服务的有界 MCP 适配器;

  • 用于 lm-eval、forward-pass、Nyann 和 AgentX 的部署图表。

开发

uv run --extra test pytest
uv run --extra test ruff format --check src tests
uv run --extra test ruff check src tests

仓库治理存储在 gov/ 中,并通过 govctl 进行验证:

cargo install govctl --version 0.19.1 --locked
govctl status
govctl check

lm-eval 镜像必须使用显式的 Python 基础镜像构建:

podman build -f Dockerfile.lm-eval-service \
  --build-arg BASE_IMAGE=python:3.12-slim -t inference-hard-lm-eval:dev .

Related MCP server: ArmBench MCP Server

许可证

根据 Apache License 2.0 许可。参见 LICENSE。

Related MCP Connectors

Related MCP Servers

  • A
    license
    A
    quality
    C
    maintenance
    Unified MCP server for managing local model runtimes (Ollama, LM Studio, etc.), enabling provider-agnostic discovery, lifecycle management, hardware-fit checks, and delegated inference.
    16
    17 npm
    Creative Commons Attribution Non Commercial No Derivatives 4.0 International
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables benchmarking of local LLM models (performance and quality) and sharing results to a public leaderboard via MCP tools.
    4 npm
    8
    Apache 2.0