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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.

O OSS Framework medium

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

★ 21,784 updated 1mo ago
open-source

Best for: Teams building LLM applications who need systematic prompt validation and security testing before deployment

O OSS Framework medium

OpenAI Evals

Community

Evals is a framework for evaluating LLMs and LLM systems, and an open-source registry of benchmarks.

★ 18,584 updated 3mo ago
open-source

Best for: Teams building LLM applications who need systematic, reproducible evaluation workflows

O OSS Framework medium

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

★ 6,103 updated 1mo ago
open-source

Best for: Developers and researchers evaluating Chinese large language models.

O OSS Framework medium

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

★ 2,811 updated 1mo ago
open-source

Best for: Researchers and developers who need rigorous, multi-dimensional evaluation of foundation models

O OSS Framework medium

Chain-of-Thought Hub

Community

Benchmarking large language models' complex reasoning ability with chain-of-thought prompting

★ 2,773 updated 1y ago
open-source

Best for: Researchers and developers evaluating LLM reasoning capabilities with chain-of-thought prompting

O OSS Framework medium

lighteval

Community

Lighteval is your all-in-one toolkit for evaluating LLMs across multiple backends

★ 2,430 updated 1mo ago
open-source

Best for: Researchers and developers who need a unified way to evaluate and compare LLMs from different sources

O OSS Framework medium

instruct-eval

Community

This repository contains code to quantitatively evaluate instruction-tuned models such as Alpaca and Flan-T5 on held-out tasks.

★ 553 updated 2y ago
open-source

Best for: Researchers and developers who need a simple, standardized way to evaluate instruction-tuned language models

O OSS Framework medium

OLMO-eval

Community

Evaluation suite for LLMs

★ 379 updated 1y ago
open-source

Best for: Researchers and developers evaluating OLMo or compatible LLMs with reproducible benchmarks

O OSS Framework medium

ACLUE

Community

Official github repo for ACLUE, an evaluation benchmark focused on ancient Chinese language comprehension

★ 34 updated 2y ago
open-source

Best for: Researchers and developers working on classical Chinese NLP models

O OSS Framework medium

AlpacaEval

Community

AlpacaEval Leaderboard

open-source

Best for: Researchers and developers benchmarking instruction-tuned language models