NM Hard Tools
OfficialNM 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 checklm-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。
This server cannot be installed
Maintenance
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
AlicenseNot gradedqualityDmaintenanceEnables running LLM evaluations, experiments, and custom evaluators through a standardized MCP interface.16Apache 2.0- AlicenseNot gradedqualityBmaintenanceEnables benchmarking and inference of LLMs on Arm64 cloud instances with KleidiAI optimizations, providing an MCP-compatible API for serving results.1MIT

Local AI MCPofficial
AlicenseAqualityAmaintenanceUnified MCP server for managing local model runtimes (Ollama, LM Studio, etc.), enabling provider-agnostic discovery, lifecycle management, hardware-fit checks, and delegated inference.16224Creative Commons Attribution Non Commercial No Derivatives 4.0 International- FlicenseNot gradedqualityCmaintenanceMCP-based code evaluation harness — sandboxed execution + LLM quality scoring.
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.
Latest Blog Posts
- Who's Calling? MCP Hosts Are an Identity Blind Spot (And the Spec Knows It)By Om-Shree-0709 on .mcpAgent IdentityOAuth 2.1
- Your AI Chatbot Just Exposed Your CEO's Salary to an InternBy Om-Shree-0709 on .Agent IdentityMCP SecurityOAuth Delegation
- Why MCP Servers Need Execution Sandboxing (And Why Your Current Stack Isn't Enough)By Om-Shree-0709 on .Agentic AiPrompt InjectionWebAssembly
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