Comparison Table
langfuse/langfuse leads this comparison context
langfuse/langfuse has the strongest combined agent score and maintenance profile in this comparison.
ProjectSimilarityStarsLanguageDeployQualityAgent
microsoft/promptySource1,288RustLibrary Only, Local1466
Arize-ai/phoenix100/10012,230PythonDocker, Vercel5689
lmnr-ai/lmnr100/1003,481TypeScriptDocker, Vercel3880
truera/trulens100/1003,634PythonLibrary Only, Local3679
langfuse/langfuse89/10037,245TypeScriptDocker, Vercel8490
comet-ml/opik88/10023,298PythonDocker, Kubernetes6690
Same llm eval intent with observability overlap.
Fit: Strong replacement candidate with overlapping indexed use cases.
AI Observability & Evaluation
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.
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.
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.
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 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.
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 EvalLibrary OnlyLocalLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: library_only, local.
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.
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.
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.
Similar llm eval with local/cloud deployment 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.
Similar llm eval with library_only/local deployment overlap.
Fit: Strong replacement candidate with overlapping indexed use cases.
Code-first platform for workflows, apps and AI agents, on the fastest self-hostable orchestrator (benchmarked against Airflow, Prefect and Temporal). Business teams build with AI, engineers control what ships. Open-source alternative to Lovable, Retool and n8n.
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.
Same llm eval intent with observability overlap.
Fit: Strong replacement candidate with overlapping indexed use cases.
OpenTelemetry-native SDK for AI agent observability, tracing, evaluation, debugging, governance, and runtime policy enforcement. Framework-agnostic and built for OpenAI Agents, LangGraph, CrewAI, and LLM applications in production.
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.
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 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.
Similar llm eval with library_only/local 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 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.
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.