Best LLM Evaluation & Observability Tools

Explore leading tools in the LLM Evaluation & Observability category, including open-source options and SaaS products. Compare features, use cases, and find the best fit for your workflow.

10+ open-source projects · 3 SaaS products

Top open-source LLM Evaluation & Observability

These projects are active, self-hostable choices for knowledge management teams evaluating alternatives to SaaS tools.

View all 10+ open-source options
Langfuse logo

Langfuse

Collaborative platform for building, monitoring, and debugging LLM applications.

Stars
18,876
License
Unknown
Last commit
3 days ago
TypeScriptActive
Opik logo

Opik

Open-source platform for tracing, evaluating, and optimizing LLM applications

Stars
16,274
License
Apache-2.0
Last commit
3 days ago
PythonActive
Phoenix logo

Phoenix

AI observability platform for tracing, evaluation, and prompt management

Stars
7,830
License
Unknown
Last commit
4 days ago
Jupyter NotebookActive
Evidently logo

Evidently

Evaluate, test, and monitor ML & LLM systems effortlessly

Stars
6,876
License
Apache-2.0
Last commit
3 days ago
Jupyter NotebookActive
OpenLLMetry logo

OpenLLMetry

Full‑stack observability for LLM applications via OpenTelemetry

Stars
6,643
License
Apache-2.0
Last commit
3 days ago
PythonActive
Coze Loop logo

Coze Loop

Full‑life‑cycle platform for building, testing, and monitoring AI agents

Stars
5,129
License
Apache-2.0
Last commit
3 days ago
GoActive
Most starred project
18,876★

Collaborative platform for building, monitoring, and debugging LLM applications.

Recently updated
3 days ago

Laminar provides automatic OpenTelemetry tracing, cost and token metrics, parallel evaluation, and dataset export for LLM apps, all via a Rust backend and SDKs for Python and TypeScript.

Dominant language
Python • 5 projects

Expect a strong Python presence among maintained projects.

Popular SaaS Platforms to Replace

Understand the commercial incumbents teams migrate from and how many open-source alternatives exist for each product.

Confident AI logo

Confident AI

DeepEval-powered LLM evaluation platform to test, benchmark, and safeguard apps

LLM Evaluation & Observability
Alternatives tracked
12 alternatives
InsightFinder logo

InsightFinder

AIOps platform for streaming anomaly detection, root cause analysis, and incident prediction

LLM Evaluation & Observability
Alternatives tracked
12 alternatives
LangSmith Observability logo

LangSmith Observability

LLM/agent observability with tracing, monitoring, and alerts

LLM Evaluation & Observability
Alternatives tracked
12 alternatives
Most compared product
10+ open-source alternatives

Confident AI (from the creators of DeepEval) provides metrics, regression testing, tracing, and guardrails to compare prompts/models, catch regressions, and monitor LLM applications.

Leading hosted platforms

Frequently replaced when teams want private deployments and lower TCO.

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