Alternatives Engine

evidently Alternatives

Compare open-source alternatives to evidentlyai/evidently by fit, deployment, maintenance, quality, and agent readiness.

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Decision Summary

evidentlyai/evidently has 12 alternative candidates. Top match is traceloop/openllmetry at 100/100 because Same ai observability intent with observability overlap.

CandidatesExplicitCloudflare-readyAvg similarityTop candidate
123091traceloop/openllmetry
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Source Project

evidentlyai/evidently

Evidently is ​​an open-source ML and LLM observability framework. Evaluate, test, and monitor any AI-powered system or data pipeline. From tabular data to Gen AI. 100+ metrics.

Jupyter Notebook Apache-2.0 DockerLibrary OnlyLocal

Best For

Where evidently fits

trace LLM applications
monitor agent behavior
debug production AI systems

Not Best For

When to compare alternatives

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

Comparison Table

ray-project/ray leads this comparison context

ray-project/ray has the strongest combined agent score and maintenance profile in this comparison.

ProjectSimilarityStarsLanguageDeployQualityAgent
evidentlyai/evidentlySource8,047Jupyter NotebookDocker, Library Only2275
traceloop/openllmetry100/1007,529PythonLibrary Only, Local3078
traceloop/hub100/100233RustDocker, Kubernetes1162
traceloop/openllmetry-js100/100413TypeScriptLibrary Only, Local1060
ray-project/ray95/10044,245PythonDocker, Kubernetes4789
apache/burr93/1002,596PythonLibrary Only, Local2474

Alternative Match

traceloop/openllmetry

100/100

Same ai observability intent with observability overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

Open-source observability for your GenAI or LLM application, based on OpenTelemetry

ExplicitAi ObservabilityLibrary OnlyLocalLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: library_only, local, cloud.
Quality30
Agent78

Alternative Match

traceloop/hub

100/100

Same ai observability intent with observability overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

High-scale LLM gateway, written in Rust. OpenTelemetry-based observability included

ExplicitAi ObservabilityDockerLibrary OnlyLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: docker, library_only, local.
Quality11
Agent62

Alternative Match

traceloop/openllmetry-js

100/100

Same ai observability intent with observability overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

Sister project to OpenLLMetry, but in Typescript. Open-source observability for your LLM application, based on OpenTelemetry

ExplicitAi ObservabilityLibrary OnlyLocalLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: library_only, local, cloud.
Quality10
Agent60

Alternative Match

ray-project/ray

95/100

Same ai observability intent with observability overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.

Ai ObservabilityDockerLibrary OnlyLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: docker, library_only, local.
Quality47
Agent89

Alternative Match

apache/burr

93/100

Same ai observability intent with observability overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

Build applications that make decisions (chatbots, agents, simulations, etc...). Monitor, trace, persist, and execute on your own infrastructure.

Ai ObservabilityLibrary OnlyLocalLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: library_only, local, cloud.
Quality24
Agent74

Alternative Match

openlit/openlit

86/100

Same ai observability intent with observability overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

Same agent Smaller bill. The tools and infrastructure to get more work from your AI. Fewer tokens. Less compute. Lower cost.

Ai ObservabilityDockerLibrary OnlyLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: docker, library_only, local.
Quality44
Agent83

Alternative Match

jaegertracing/jaeger

86/100

Same ai observability intent with observability overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

CNCF Jaeger, a Distributed Tracing Platform

Ai ObservabilityDockerLocalLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: docker, local, cloud.
Quality39
Agent82

Alternative Match

langfuse/langfuse-js

86/100

Same ai observability intent with observability overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

🪢 Langfuse JS/TS SDK

Ai ObservabilityLibrary OnlyLocalLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: library_only, local.
Quality29
Agent72

Alternative Match

apache/hertzbeat

85/100

Same ai observability intent with observability overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

An AI-powered next-generation open source real-time observability system.

Ai ObservabilityDockerLocalLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: docker, local, cloud.
Quality25
Agent78

Alternative Match

eunomia-bpf/agentsight

85/100

Same ai observability intent with observability overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

lightweight system-level observability for AI Agents

Ai ObservabilityDockerLibrary OnlyLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: docker, library_only, local.
Quality24
Agent68

Alternative Match

deepflowio/deepflow

85/100

Same ai observability intent with observability overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

eBPF Observability - Distributed Tracing and Profiling

Ai ObservabilityDockerLibrary OnlyLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: docker, library_only, local.
Quality23
Agent79

Alternative Match

Arize-ai/client_python

85/100

Same ai observability intent with observability overlap.

Fit: Strong replacement candidate with overlapping indexed use cases.

A Python client to interact with Arize API

Ai ObservabilityLibrary OnlyLocalLlm Provider
Replacement risklow
Adoption noteSame category, so it can be evaluated as a direct functional substitute.
Adoption noteDeployment overlap: library_only, local, cloud.
Quality22
Agent62

Data Source

d1 / d1_query

1226 loaded projects. Generated at 2026-11-11T02:17:47.045Z.