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
langfuse/oss-llmops-stackSource155UnknownLocal, Cloud451
promptfoo/promptfoo100/10027,012TypeScriptDocker, Library Only7588
comet-ml/opik100/10023,298PythonDocker, Kubernetes6690
truera/trulens100/1003,634PythonLibrary Only, Local3679
hugalafutro/model-hotel94/10058GoDocker, Local3064
yolorouter/yolorouter93/100318GoDocker, Local2562
Similar llm eval with local/cloud 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.
ExplicitLlm EvalLocalCloudLlm 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 observability 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 EvalLocalCloudLlm 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 observability overlap.
Fit: Strong replacement candidate with overlapping indexed use cases.
Evaluation and Tracking for LLM Experiments and AI Agents
ExplicitLlm EvalLocalCloudLlm 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 llm_gateway overlap.
Fit: Strong replacement candidate with overlapping indexed use cases.
Multi-Provider AI Gateway, "Because we have LiteLLM at home" No personal logs by design. Model autodiscovery, Failover groups, High availability, Android companion app, and more!
Llm EvalLocalCloudLlm 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 llm_gateway overlap.
Fit: Strong replacement candidate with overlapping indexed use cases.
A self-hosted, OpenAI-compatible LLM gateway with multi-provider failover, key rotation, and a built-in admin console.
Llm EvalLocalCloudLlm 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 observability overlap.
Fit: Strong replacement candidate with overlapping indexed use cases.
Next-generation AI Agent Optimization Platform: Cozeloop addresses challenges in AI agent development by providing full-lifecycle management capabilities from development, debugging, and evaluation to monitoring.
Llm EvalLocalCloudLlm 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 observability 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 EvalLocalCloudLlm 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 observability 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.
🐢 Open-Source Evaluation & Testing library for LLM Agents
Llm EvalLocalCloudLlm 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 observability overlap.
Fit: Strong replacement candidate with overlapping indexed use cases.
Laminar - open-source observability platform purpose-built for AI agents. YC S24.
Llm EvalLocalLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: local.
Same llm eval intent with observability overlap.
Fit: Strong replacement candidate with overlapping indexed use cases.
agentevals is a framework-agnostic evaluations solution based on OpenTelemetry traces
Llm EvalLocalCloudLlm 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 observability overlap.
Fit: Strong replacement candidate with overlapping indexed use cases.
🧊 Open source LLM observability platform. One line of code to monitor, evaluate, and experiment. YC W23 🍓
Llm EvalLocalLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: local.