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
20,896
License
Last commit
1 hour ago
TypeScriptActive
Opik logo

Opik

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

Stars
17,386
License
Apache-2.0
Last commit
48 minutes ago
PythonActive
Phoenix logo

Phoenix

AI observability platform for tracing, evaluation, and prompt management

Stars
8,322
License
Last commit
1 hour ago
Jupyter NotebookActive
Evidently logo

Evidently

Evaluate, test, and monitor ML & LLM systems effortlessly

Stars
7,029
License
Apache-2.0
Last commit
8 days ago
Jupyter NotebookActive
OpenLLMetry logo

OpenLLMetry

Full‑stack observability for LLM applications via OpenTelemetry

Stars
6,776
License
Apache-2.0
Last commit
2 hours ago
PythonActive
Coze Loop logo

Coze Loop

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

Stars
5,267
License
Apache-2.0
Last commit
55 minutes ago
GoActive
Most starred project
20,896★

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

Recently updated
48 minutes ago

Agenta enables engineering and product teams to build reliable LLM applications faster through collaborative prompt management, systematic evaluation, and real‑time observability, supporting 50+ models and custom integrations.

Dominant language
TypeScript • 5 projects

Expect a strong TypeScript 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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