Open Source Alternatives
Open source alternatives to LM Eval Harness
Open source alternatives to LM Eval Harness, ranked by GitHub stars and freshness.
10 open-source alternatives in the index, ranked by GitHub stars and freshness.
promptfoo
Community
Test your prompts, agents, and RAGs. Red teaming/pentesting/vulnerability scanning for AI. Compare performance of GPT, Claude, Gemini, DeepSeek, and more. Simple declarative config
Best for: Teams building LLM applications who need systematic prompt validation and security testing before deployment
OpenAI Evals
Community
Evals is a framework for evaluating LLMs and LLM systems, and an open-source registry of benchmarks.
Best for: Teams building LLM applications who need systematic, reproducible evaluation workflows
Chinese Large Model Leaderboard
Community
非线智能 NoneLinear - ReLE评测:中文AI大模型能力评测(持续更新):目前已囊括374个大模型,覆盖chatgpt、gpt-5.4、谷歌gemini-3.1-pro、Claude-4.6、文心ERNIE-X1.1、ERNIE-5.0、qwen3.6-max、qwen3.6-plus、百川、讯飞星火、商汤senseChat等商用模型, 以及st
Best for: Developers and researchers evaluating Chinese large language models.
HELM
Community
Holistic Evaluation of Language Models (HELM) is an open source Python framework created by the Center for Research on Foundation Models (CRFM) at Stanford for holistic, reproducib
Best for: Researchers and developers who need rigorous, multi-dimensional evaluation of foundation models
Chain-of-Thought Hub
Community
Benchmarking large language models' complex reasoning ability with chain-of-thought prompting
Best for: Researchers and developers evaluating LLM reasoning capabilities with chain-of-thought prompting
lighteval
Community
Lighteval is your all-in-one toolkit for evaluating LLMs across multiple backends
Best for: Researchers and developers who need a unified way to evaluate and compare LLMs from different sources
instruct-eval
Community
This repository contains code to quantitatively evaluate instruction-tuned models such as Alpaca and Flan-T5 on held-out tasks.
Best for: Researchers and developers who need a simple, standardized way to evaluate instruction-tuned language models
OLMO-eval
Community
Evaluation suite for LLMs
Best for: Researchers and developers evaluating OLMo or compatible LLMs with reproducible benchmarks
ACLUE
Community
Official github repo for ACLUE, an evaluation benchmark focused on ancient Chinese language comprehension
Best for: Researchers and developers working on classical Chinese NLP models
AlpacaEval
Community
AlpacaEval Leaderboard
Best for: Researchers and developers benchmarking instruction-tuned language models