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

A
license - permissive license
Not graded
quality - not tested
B
maintenance

Maintenance

Maintainers
Response time
Release cycle
Releases (12mo)
Commit activity

Resources

Unclaimed servers have limited discoverability.

Looking for Admin?

If you are the server author, to access and configure the admin panel.

Related MCP Servers

View all related MCP servers

Related MCP Connectors

  • MCP server providing access to the Scorecard API to evaluate and optimize LLM systems.

  • Hosted MCP server for LLM cost estimation, model comparison, and budget-aware routing.

  • Benchmark-first release surface with a read-only MCP endpoint and operator CLI.

View all MCP Connectors

Latest Blog Posts

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/neuralmagic/nm-hard-tools'

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