Patronus MCP Serverofficial
A
licenseNot graded
qualityD
maintenanceEnables running LLM evaluations, experiments, and custom evaluators through a standardized MCP interface.
16
Apache 2.0
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。
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
根据 Apache License 2.0 许可。参见 LICENSE。
This server cannot be deployed
MCP server providing access to the Scorecard API to evaluate and optimize LLM systems.
Pay-per-call AI evaluation MCP server. Score LLM outputs against benchmark rubrics via Workers AI.
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.