Alternatives Engine

lm-evaluation-harness Alternatives

Compare open-source alternatives to EleutherAI/lm-evaluation-harness by fit, deployment, maintenance, quality, and agent readiness.

Decision Summary

EleutherAI/lm-evaluation-harness has 12 alternative candidates. Top match is comet-ml/opik at 100/100 because Similar llm eval with docker/library_only deployment overlap.

CandidatesExplicitCloudflare-readyAvg similarityTop candidate
123085comet-ml/opik

Source Project

EleutherAI/lm-evaluation-harness

A framework for few-shot evaluation of language models.

Python MIT DockerLibrary OnlyLocal

Best For

Where lm-evaluation-harness fits

evaluate LLM outputs
benchmark prompts and agents
track model quality

Not Best For

When to compare alternatives

edge-only Cloudflare Workers deployment without adaptation
users expecting a complete hosted product

Comparison Table

comet-ml/opik leads this comparison context

comet-ml/opik has the strongest combined agent score and maintenance profile in this comparison.

ProjectSimilarityStarsLanguageDeployQualityAgent
EleutherAI/lm-evaluation-harnessSource14,036PythonDocker, Library Only3580
comet-ml/opik100/10022,171PythonDocker, Kubernetes6290
confident-ai/deepeval100/10018,355PythonLibrary Only, Local5884
GoogleCloudPlatform/evalbench100/10057PythonDocker, Local3570
Arize-ai/phoenix81/10011,553PythonDocker, Vercel5689
modelscope/evalscope81/1003,449PythonDocker, Library Only4985

Alternative Match

comet-ml/opik

100/100

Similar llm eval with docker/library_only deployment overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

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

ExplicitLlm EvalDockerLibrary OnlyLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: docker, library_only, local.
Quality62
Agent90

Alternative Match

confident-ai/deepeval

100/100

Similar llm eval with library_only/local deployment overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

The LLM Evaluation Framework

ExplicitLlm EvalLibrary OnlyLocalLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: library_only, local, cloud.
Quality58
Agent84

Alternative Match

GoogleCloudPlatform/evalbench

100/100

Similar llm eval with docker/local deployment overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

EvalBench is a flexible framework designed to measure the quality of generative AI (GenAI) workflows around database specific tasks.

ExplicitLlm EvalDockerLocalLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: docker, local, cloud.
Quality35
Agent70

Alternative Match

Arize-ai/phoenix

81/100

Similar llm eval with docker/library_only deployment overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

AI Observability & Evaluation

Llm EvalDockerLibrary OnlyLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: docker, library_only, local.
Quality56
Agent89

Alternative Match

modelscope/evalscope

81/100

Similar llm eval with docker/library_only deployment overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

A streamlined and customizable framework for efficient large model (LLM, VLM, AIGC) evaluation and performance benchmarking.

Llm EvalDockerLibrary OnlyLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: docker, library_only, local.
Quality49
Agent85

Alternative Match

promptfoo/promptfoo

80/100

Similar llm eval with docker/library_only deployment overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

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.

Llm EvalDockerLibrary OnlyLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: docker, library_only, local.
Quality69
Agent88

Alternative Match

NVIDIA/garak

80/100

Similar llm eval with library_only/local deployment overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

the LLM vulnerability scanner

Llm EvalLibrary OnlyLocalLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: library_only, local, cloud.
Quality43
Agent79

Alternative Match

ml-explore/mlx-lm

80/100

Similar llm eval with library_only/local deployment overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

Run LLMs with MLX

Llm EvalLibrary OnlyLocalLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: library_only, local, cloud.
Quality42
Agent79

Alternative Match

Giskard-AI/giskard-oss

80/100

Similar llm eval with library_only/local deployment overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

🐢 Open-Source Evaluation & Testing library for LLM Agents

Llm EvalLibrary OnlyLocalLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: library_only, local, cloud.
Quality38
Agent81

Alternative Match

truera/trulens

80/100

Similar llm eval with library_only/local deployment overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

Evaluation and Tracking for LLM Experiments and AI Agents

Llm EvalLibrary OnlyLocalLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: library_only, local, cloud.
Quality36
Agent79

Alternative Match

samugit83/redamon

80/100

Similar llm eval with docker/local deployment overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

An AI-powered agentic red team framework that automates offensive security operations, from reconnaissance to exploitation to post-exploitation, with zero human intervention.

Llm EvalDockerLocalLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: docker, local, cloud.
Quality32
Agent70

Alternative Match

UKGovernmentBEIS/inspect_ai

78/100

Similar llm eval with docker/library_only deployment overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

Inspect: A framework for large language model evaluations

Llm EvalDockerLibrary OnlyLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: docker, library_only, local.
Quality35
Agent78

Data Source

d1 / d1_query

1213 loaded projects. Generated at 2026-09-21T07:00:25.076Z.