Alternatives Engine

Eval-ai-library Alternatives

Compare open-source alternatives to evalaiqa/Eval-ai-library by fit, deployment, maintenance, quality, and agent readiness.

Decision Summary

evalaiqa/Eval-ai-library has 12 alternative candidates. Top match is comet-ml/opik at 98/100 because Same llm eval intent with rag overlap.

CandidatesExplicitCloudflare-readyAvg similarityTop candidate
120090comet-ml/opik

Source Project

evalaiqa/Eval-ai-library

Comprehensive AI Model Evaluation Framework with advanced techniques including Temperature-Controlled Verdict Aggregation via Generalized Power Mean. Support for multiple LLM providers and 15+ evaluation metrics for RAG systems and AI agents.

Python Apache-2.0 Library OnlyLocalCloud

Best For

Where Eval-ai-library 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
evalaiqa/Eval-ai-librarySource59PythonLibrary Only, Local554
comet-ml/opik98/10022,290PythonDocker, Kubernetes6290
Giskard-AI/giskard-oss97/1005,845PythonLibrary Only, Local3780
modelscope/evalscope94/1003,474PythonDocker, Library Only4683
promptfoo/promptfoo93/10025,558TypeScriptDocker, Library Only7088
dataelement/bisheng93/10012,008PythonDocker, Local3178

Alternative Match

comet-ml/opik

98/100

Same llm eval intent with rag 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.

Llm EvalLibrary OnlyLocalVector DatabaseLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: library_only, local, cloud.
Quality62
Agent90

Alternative Match

Giskard-AI/giskard-oss

97/100

Same llm eval intent with rag overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

🐢 Open-Source Evaluation & Testing library for LLM Agents

Llm EvalLibrary OnlyLocalVector DatabaseLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: library_only, local, cloud.
Quality37
Agent80

Alternative Match

modelscope/evalscope

94/100

Same llm eval intent with rag 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 EvalLibrary OnlyLocalVector DatabaseLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: library_only, local, cloud.
Quality46
Agent83

Alternative Match

promptfoo/promptfoo

93/100

Same llm eval intent with rag 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 EvalLibrary OnlyLocalVector DatabaseLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: library_only, local, cloud.
Quality70
Agent88

Alternative Match

dataelement/bisheng

93/100

Same llm eval intent with rag overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

BISHENG is an open LLM devops platform for next generation Enterprise AI applications. Powerful and comprehensive features include: GenAI workflow, RAG, Agent, Unified model management, Evaluation, SFT, Dataset Management, Enterprise-level System Management, Observability and more.

Llm EvalLocalCloudVector DatabaseLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: local, cloud.
Quality31
Agent78

Alternative Match

vibrantlabsai/ragas

93/100

Same llm eval intent with rag overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

Supercharge Your LLM Application Evaluations 🚀

Llm EvalLibrary OnlyLocalVector DatabaseLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: library_only, local, cloud.
Quality30
Agent75

Alternative Match

raga-ai-hub/RagaAI-Catalyst

89/100

Same llm eval intent with rag overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

Python SDK for Agent AI Observability, Monitoring and Evaluation Framework. Includes features like agent, llm and tools tracing, debugging multi-agentic system, self-hosted dashboard and advanced analytics with timeline and execution graph view

Llm EvalLibrary OnlyLocalVector DatabaseLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: library_only, local, cloud.
Quality9
Agent65

Alternative Match

promptfoo/promptfoo-action

86/100

Same llm eval intent with rag overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

The GitHub Action for Promptfoo. Test your prompts, agents, and RAGs. AI Red teaming, pentesting, and vulnerability scanning for LLMs. Compare performance of GPT, Claude, Gemini, Llama, and more. Simple declarative configs with command line and CI/CD integration.

Llm EvalLocalCloudVector DatabaseLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: local, cloud.
Quality15
Agent58

Alternative Match

confident-ai/deepeval

85/100

Similar llm eval with library_only/local deployment overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

The LLM Evaluation Framework

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.
Quality58
Agent84

Alternative Match

Arize-ai/phoenix

85/100

Similar llm eval with library_only/local deployment overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

AI Observability & Evaluation

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.
Quality56
Agent89

Alternative Match

NVIDIA/garak

84/100

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.
Quality39
Agent78

Alternative Match

truera/trulens

84/100

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.
Quality39
Agent80

Data Source

d1 / d1_query

1213 loaded projects. Generated at 2026-09-30T05:22:38.573Z.