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Alternatives to AgentOps

30 tools that compete with or replace AgentOps. Ranked by direct product-type match — not generic category overlap.

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Arize Phoenix

Arize Phoenix

Open-source observability for LLM agents with tracing and evaluation.

FreemiumTry
Dash0

Dash0

OpenTelemetry-native observability platform with autonomous AI agents for incident investigation and fix PRs.

PaidTry
Phoenix

Phoenix

Open-source observability and evaluation for AI agents

FreemiumTry
LangSmith

LangSmith

AI agent observability: trace, monitor, and evaluate LLM apps

FreemiumTry
Langfuse

Langfuse

Open-source LLM observability and prompt management for production AI agents.

FreemiumTry
Comet

Comet

Open-source observability, evaluation, and auto-fix for AI agents, plus cost intelligence for coding agent spend.

FreemiumTry
MLflow

MLflow

Open source AI engineering platform for building, debugging, evaluating, and monitoring agents, LLMs, and ML models.

FreeTry
Agenta

Agenta

Open-source workspace to build, evaluate, and deploy AI agents

FreemiumTry
Maxim AI

Maxim AI

End-to-end evaluation and observability for AI agents

FreemiumTry
Braintrust

Braintrust

AI observability for shipping quality agents at scale

FreemiumTry
Vocera

Vocera

Automated QA and observability for voice and chat AI agents.

FreemiumTry
Roark

Roark

QA and observability platform for voice AI agents.

FreemiumTry
Claw Lens

Claw Lens

Zero-config local observability dashboard for OpenClaw AI agents

FreeTry
Dedalus Labs

Dedalus Labs

Full Linux VMs in <50ms for AI agents — persistent, idle-free, pay-per-active-second

FreemiumTry
Mem0

Mem0

Drop-in memory infrastructure for AI agents and apps, with persistent context.

FreemiumTry
Lilypad

Lilypad

Open-source OpenTelemetry LLM observability for Python devs

FreeTry
Confident AI

Confident AI

Enterprise AI quality platform unifying LLM evaluation, observability, red teaming, and governance in one workspace.

FreemiumTry
TruLens

TruLens

Free open-source framework for evaluating and tracing AI agents with OpenTelemetry

FreeTry
WhyLabs

WhyLabs

Open-source AI observability tools for self-hosted monitoring

FreeTry
Fiddler AI

Fiddler AI

Enterprise control plane for agentic AI observability, guardrails, and governance.

FreemiumTry
Honeycomb Query Assistant

Honeycomb Query Assistant

Turn plain English into production-ready Honeycomb queries for faster debugging.

FreemiumTry
Evidently AI

Evidently AI

Open-source Python framework to evaluate, test, and monitor LLMs, RAG, agents, and ML models.

FreemiumTry
Galileo

Galileo

Turn offline evals into real-time AI guardrails with observability and eval engineering.

FreemiumTry
Opik (Comet)

Opik (Comet)

Open-source AI observability and evals for agentic systems.

FreemiumTry
Helicone

Helicone

Open-source AI gateway & LLM observability for production apps

FreemiumTry
Langfuse Prompt Experiments

Langfuse Prompt Experiments

Open-source LLM engineering platform for observability, prompt management, and evaluation.

FreemiumTry
Metoro

Metoro

AI SRE Agent for Kubernetes with eBPF-powered observability and automated fix PRs.

FreemiumTry
OpenLIT

OpenLIT

Free, self-hosted OpenTelemetry LLM observability and AI engineering for teams

FreemiumTry
Memori

Memori

Agent-native memory infrastructure for production AI agents.

FreemiumTry
Bagofwords

Bagofwords

Open-source AI analytics with context management and observability

FreemiumTry