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Best free LLM observability tools

Quick answer

Top pick by our maturity signal: Grafana Cloud AI Observability. Below are all 25 free or freemium pricing + in the observability category tools we track, ranked by the same objective GitHub-derived score. Maturity measures adoption and upkeep, not subjective quality — pick by your own constraints.

LLM observability tools with a free or freemium tier, ranked by our GitHub maturity signal. Ranking method is public — see methodology. Note: maturity reflects total GitHub adoption, so large general-purpose platforms (e.g. Grafana, Sentry, PostHog) can rank high on the strength of their parent project even where their LLM-specific features are newer — read the flags and pick by your constraints. Listings are free and editorially independent; sponsorship never changes facts or ranking.

#ToolMaturityPricingFlags
1Grafana Cloud AI Observability100/100 (Mature)freemiumOSS, self-host, OTel-native
2MLflow (Tracing & GenAI)100/100 (Mature)freeOSS, self-host, OTel-native
3Opik (Comet)100/100 (Mature)freemiumOSS, self-host
4Portkey100/100 (Mature)freemiumOSS, self-host, OTel-native
5TensorZero100/100 (Mature)freeOSS, self-host, OTel-native
6Traceloop (OpenLLMetry)98/100 (Mature)freemiumOSS, self-host, OTel-native
7Helicone97/100 (Mature)freemiumOSS, self-host
8Pydantic Logfire95/100 (Mature)freemiumOSS, self-host, OTel-native
9OpenLIT92/100 (Mature)freeOSS, self-host, OTel-native
10Sentry AI Agent Monitoring90/100 (Mature)freemiumOSS, self-host, OTel-native
11PostHog LLM Analytics90/100 (Mature)freemiumOSS, self-host, OTel-native
12Langfuse90/100 (Mature)freemiumOSS, self-host, OTel-native
13SigNoz90/100 (Mature)freemiumOSS, self-host, OTel-native
14Arize Phoenix90/100 (Mature)freeOSS, self-host, OTel-native
15W&B Weave87/100 (Mature)freemiumOSS, self-host, OTel-native
16Langtrace58/100 (Growing)freemiumOSS, self-host, OTel-native
17WhyLabs (whylogs/LangKit)57/100 (Growing)freeOSS, self-host
18Phospho52/100 (Growing)freemiumOSS, self-host
19Arize AXfreemiumself-host, OTel-native
20HoneyHivefreemiumself-host, OTel-native
21LangSmithfreemiumself-host, OTel-native
22LunaryfreemiumOSS, self-host, OTel-native
23New Relic AI MonitoringfreemiumOTel-native
24Respan (formerly Keywords AI)freemiumOTel-native
25TrueFoundryfreemiumself-host, OTel-native

Frequently asked questions

What is the best free LLM observability tools?

By our public maturity signal (GitHub stars + recency + license), Grafana Cloud AI Observability ranks highest among the 25 free or freemium pricing + in the observability category tools we track. Maturity reflects adoption and upkeep, not subjective quality.

How is this ranking decided?

Tools are ranked by a reproducible maturity score computed only from public GitHub signals (log of stars + last-commit recency + license). The formula is published on our methodology page; ranking is never sold.