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2026-10 MLOps & Evaluation Top 10

2026-10 MLOps & Evaluation 分类最佳 AI 开源项目

10 个项目 发布于 2026/10/4
NVIDIA / Model-Optimizer

A unified library of SOTA model optimization techniques like quantization, distillation, pruning, neural architecture search, speculative decoding, etc. It compresses deep learning models for downstream deployment frameworks like TensorRT-LLM, TensorRT, vLLM, etc. to optimize inference speed.

Python 5.4k
活跃维护 Apache 2.0
promptfoo / promptfoo

Test your prompts, agents, and RAGs. Red teaming/pentesting/vulnerability scanning for AI. Compare performance of GPT, Claude, Gemini, DeepSeek, and more. Simple declarative configs with command line and CI/CD integration. Used by OpenAI and Anthropic.

TypeScript 26.5k
活跃维护 MIT

jingyaogong/minimind(项目数据尚未同步)

comet-ml / opik

Debug, evaluate, and monitor your LLM applications, RAG systems, and agentic workflows with comprehensive tracing, automated evaluations, and production-ready dashboards.

Python 22.9k
活跃维护 Apache 2.0
skypilot-org / skypilot

The AI Compute Platform for frontier teams. SkyPilot turns fragmented AI compute into one AI supercomputer, so frontier AI teams build custom intelligence faster.

Python 10.8k
活跃维护 Apache 2.0
langwatch / langwatch

Open-Source Agent Observability & Evals for AI Platform teams. Trace, test, route and govern every agent & coding assistant in the company.

TypeScript 5.0k
活跃维护 Apache 2.0
langfuse / langfuse

🪢 Open source agent evals & observability: Trace, evaluate, and improve LLM applications with one open platform.

TypeScript 36.5k
活跃维护 NOASSERTION
NVIDIA-NeMo / Automodel

🚀 Pytorch Distributed native training library for LLMs/VLMs with OOTB Hugging Face support

Python 1.1k
活跃维护 Apache 2.0
argoproj / argo-workflows

Workflow Engine for Kubernetes

Go 17.1k
维护停滞 Apache 2.0
MakazhanAlpamys / Soup

Fine-tune LLMs from one YAML. Layer streaming trains an 8B model on a 4 GB laptop GPU.

Python 9.7k
活跃维护 Apache 2.0