AgentScout / Best lists / Langfuse alternatives

Langfuse alternatives (2026)

Langfuse is a evals & observability tool: Open-source LLM observability, tracing and evals. Pricing, as the maker states it: Open source + paid cloud. Its GitHub repo has 36,432 stars. We found 42 tools in the directory that do overlapping work (evaluating agents, monitoring agents in production); 23 of them are open source and 10 list a free or freemium plan. Below are the 10 closest, ranked by how many tasks and sub-tasks they share with Langfuse, then by GitHub stars.

Updated

Quick answer: the top picks on this list, ranked by GitHub stars and listing maturity, are MLflow, Opik and Arize Phoenix, out of 11 tools listed below. At a glance: 5 open-source, 10 free or freemium and 5 local or self-hosted across 11 link-checked tools (last verified ).

Verified on : every tool link on this page was checked by our daily link check. No paid placements.

Ranked comparison (top 10)

#ToolPricingBest forOpen sourceRuns locallyGitHub stars
1MLflowOpen source + cloudautomate workflows, monitor & evaluate agentsYesSelf-hosted28,526
2OpikOpen source + cloudautomate workflows, monitor & evaluate agentsYesSelf-hosted22,902
3Arize PhoenixSource-available + cloudautomate workflows, monitor & evaluate agentsNo11,995
4AgentaOpen source + cloudmonitor & evaluate agentsYesSelf-hosted4,859
5Future AGIOpen source + cloudmonitor & evaluate agentsYesSelf-hosted2,199
6W&B WeaveFreemiumbuild an agent, monitor & evaluate agentsNo1,142
7LangSmithFreemiumautomate workflows, monitor & evaluate agentsNo17
8Arize AIFreemiummonitor & evaluate agentsNo
9BraintrustFreemiummonitor & evaluate agentsNo
10Confident AIFreemiummonitor & evaluate agentsNo
  1. MLflow logoMLflow (Open source + cloud): Open-source platform for tracing, evaluating and managing agents, LLM apps and ML models. Consider it because it does the same job with a different approach (open source + cloud).
  2. Opik logoOpik (Open source + cloud): Comet's open-source platform for tracing, evaluating and monitoring LLM apps, RAG systems and agent workflows, self-hosted or in the cloud. Consider it because it also covers RAG and documents and workflow automation.
  3. Arize Phoenix logoArize Phoenix (Source-available + cloud): Open-source tracing and evaluation for LLM apps. Consider it because it does the same job with a different approach (source-available + cloud).
  4. Agenta logoAgenta (Open source + cloud): Open-source LLMOps platform for prompt management, evaluation and observability. Consider it because it does the same job with a different approach (open source + cloud).
  5. Future AGI logoFuture AGI (Open source + cloud): Open-source platform for evaluating, tracing, simulating and guarding LLM and AI agent applications, self-hostable or cloud. Consider it because it does the same job with a different approach (open source + cloud).
  6. W&B Weave logoW&B Weave (Freemium): Weights & Biases toolkit for tracing and evaluating agents. Consider it because it also covers agent frameworks and SDKs.
  7. LangSmith logoLangSmith (Freemium): Tracing, evals and monitoring for LLM apps and agents. Consider it because it does the same job with a different approach (freemium). Langfuse vs LangSmith →
  8. Arize AI logoArize AI (Freemium): Agent observability and evaluation platform with tracing, evals and experiments for improving AI agents. Consider it because it does the same job with a different approach (freemium).
  9. Braintrust logoBraintrust (Freemium): Evals and observability platform for AI products. Consider it because it does the same job with a different approach (freemium).
  10. Confident AI logoConfident AI (Freemium): Enterprise platform for AI evals and observability that gives teams one standard for measuring and monitoring AI quality. Consider it because it does the same job with a different approach (freemium).

Langfuse vs alternatives at a glance

ToolPricingOpen source / licenceGitHub starsGood for
LangfuseOpen source + cloudMIT, except the ee/ directories (commercial licence)36,432evaluating agents, monitoring agents in production
MLflowOpen source + cloudApache License 2.028,526automating workflows, evaluating agents
OpikOpen source + cloudApache License 2.022,902automating workflows, evaluating agents
Arize PhoenixSource-available + cloudElastic License 2.0 (source-available)11,995automating workflows, evaluating agents
AgentaOpen source + cloudMIT License, except ee/ directories (separate licence)4,859evaluating agents, monitoring agents in production
Future AGIOpen source + cloudYes2,199evaluating agents, monitoring agents in production
W&B WeaveFreemiumApache License 2.01,142building AI agents, evaluating agents
LangSmithFreemiumMIT17automating workflows, evaluating agents
Arize AIFreemiumNo—evaluating agents, monitoring agents in production
BraintrustFreemiumNo—evaluating agents, monitoring agents in production
Confident AIFreemiumNo—evaluating agents, monitoring agents in production

Written comparisons: Langfuse vs LangSmith

More: Langfuse listing · All evals & observability tools · All alternatives pages

Related searches: Open-source LLM observability and eval tools

Alternatives are picked from directory data only: same category plus shared tasks and sub-tasks. Pricing is as each maker states it; GitHub stars as recorded on each listing.

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