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
promptfoo/promptfoo-actionSource81TypeScriptLocal, Cloud1156
promptfoo/promptfoo100/10027,012TypeScriptDocker, Library Only7588
modelscope/evalscope100/1003,660PythonDocker, Library Only4885
Giskard-AI/giskard-oss100/1005,947PythonLibrary Only, Local3881
comet-ml/opik97/10023,298PythonDocker, Kubernetes6690
dataelement/bisheng95/10012,138PythonDocker, Local3580
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.
ExplicitLlm EvalLocalCloudVector Database
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: local, cloud.
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.
ExplicitLlm EvalLocalCloudVector Database
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: local, cloud.
Same llm eval intent with rag overlap.
Fit: Strong replacement candidate with overlapping indexed use cases.
🐢 Open-Source Evaluation & Testing library for LLM Agents
ExplicitLlm EvalLocalCloudVector Database
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: local, cloud.
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 EvalLocalCloudVector DatabaseLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: local, cloud.
Same llm eval intent with rag overlap.
Fit: Strong replacement candidate with overlapping indexed use cases.
BISHENG is an open-source enterprise Agent platform for building, deploying, and managing AI applications. It combines AI agents, workflows, RAG and knowledge management, desktop agent integration, and vibecoding app hosting with unified model management, evaluation, observability, access control, and enterprise administration.
Llm EvalLocalCloudVector DatabaseLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: local, cloud.
Same llm eval intent with rag overlap.
Fit: Strong replacement candidate with overlapping indexed use cases.
Framework for enhancing LLMs for RAG tasks using fine-tuning.
Llm EvalLocalCloudVector DatabaseLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: local, cloud.
Same llm eval intent with rag overlap.
Fit: Strong replacement candidate with overlapping indexed use cases.
Supercharge Your LLM Application Evaluations 🚀
Llm EvalLocalCloudVector DatabaseLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: local, cloud.
Same llm eval intent with rag overlap.
Fit: Strong replacement candidate with overlapping indexed use cases.
Unified benchmark for evaluating conversational memory and RAG across multiple datasets
Llm EvalLocalCloudVector DatabaseLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: local, cloud.
Similar llm eval with local deployment overlap.
Fit: Strong replacement candidate with overlapping indexed use cases.
🪢 Open source agent evals & observability: Trace, evaluate, and improve LLM applications with one open platform.
Llm EvalLocalLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: local.
Similar llm eval with local/cloud deployment overlap.
Fit: Strong replacement candidate with overlapping indexed use cases.
Make every model a CodeX engine through an OpenAI-compatible Responses API gateway
Llm EvalLocalCloudLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: local, cloud.
Similar llm eval with local deployment overlap.
Fit: Strong replacement candidate with overlapping indexed use cases.
Open-Source Agent Observability & Evals for AI Platform teams. Trace, test, route and govern every agent & coding assistant in the company.
Llm EvalLocalLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: local.
Similar llm eval with local/cloud deployment overlap.
Fit: Strong replacement candidate with overlapping indexed use cases.
Next generation LLM evaluation framework powered by Vitest.
Llm EvalLocalCloudLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: local, cloud.