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Alternatives to Retrace

We have no directly-competing tool curated for Retrace yet, so these are the most-used tools in the same category. Useful starting points rather than a like-for-like swap.

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Why people look for alternatives to Retrace

The complaints that come up most often in public discussion — reviews, forums and community threads. Not our opinion, and not the vendor's marketing.

  • Code changes during replay cause divergence, limiting what-if experimentation.
  • Very limited community presence, making peer support scarce.
  • No Reddit, YouTube, or Product Hunt coverage to evaluate real-world usage.
  • Notion of separate open-source project with same name causes confusion when searching online.

Drawn from 47 mentions across 3 sources · researched Jul 3, 2026.

In fairness: users also consistently praise fork and replay agent runs to reproduce and fix failures deterministically, and step-by-step execution timeline with full state inspection at each turn. A complaint list is not a verdict — see the full picture on the Retrace page.

Arize Phoenix

Arize Phoenix

Arize Phoenix is open-source LLM observability: trace agent steps, run evals, and self-host your traces.

FreemiumTry
Visit Arize Phoenix
Dash0

Dash0

Dash0 is OpenTelemetry-native observability where Agent0 investigates incidents, finds root cause, and opens fix PRs.

FreemiumTry
Visit Dash0
Phoenix

Phoenix

Open-source LLM observability and agent evaluation you can trace, evaluate, and self-host for free.

FreemiumTry
Visit Phoenix
Goodfire

Goodfire

Silico is Goodfire's interpretability agent for understanding and debugging the internals of your AI models.

FreemiumTry
Visit Goodfire
LangSmith

LangSmith

LangSmith is agent and LLM observability: trace, monitor, and evaluate AI agents in cloud, BYOC, or self-hosted.

FreemiumTry
Visit LangSmith
Langfuse

Langfuse

Open-source LLM observability and agent evals: trace, evaluate, and improve production AI agents with MIT-licensed tooling.

FreemiumTry
Visit Langfuse
LangWatch

LangWatch

LangWatch is an open-source LLMOps platform for agent testing, LLM evaluation and OpenTelemetry-native LLM observability.

FreemiumTry
Visit LangWatch
Galileo AI Evals

Galileo AI Evals

Galileo AI Evals turns offline evaluations into production guardrails that gate your AI agents in real time.

FreemiumTry
Visit Galileo AI Evals
Arena AI

Arena AI

Arena AI ranks chat models, coding agents and fullstack builds on live head-to-head human votes.

FreemiumTry
Visit Arena AI
Comet

Comet

Opik by Comet turns LLM traces into root-cause groupings, eval scores and code fixes so agent teams stop shipping the same bug twice

FreemiumTry
Visit Comet
Lilypad

Lilypad

Open-source OpenTelemetry tracing, versioning, and sessions for Python LLM apps—bring your own backend.

FreeTry
Visit Lilypad
Confident AI

Confident AI

LLM evaluation, observability, and red teaming in one workspace — ship AI you can actually trust

FreemiumTry
Visit Confident AI
TruLens

TruLens

TruLens traces AI agent runs with OpenTelemetry-native evals, showing where an agent fails and where you can cut cost.

FreeTry
Visit TruLens
MLflow

MLflow

Open source AI engineering platform for agent and LLM tracing, evaluation, prompt management, and ML lifecycle work.

FreeTry
Visit MLflow
ToolSpend

ToolSpend

ToolSpend tracks AI API spend across OpenAI, Anthropic, Google AI, Bedrock and Azure in one live cost dashboard.

PaidTry
Visit ToolSpend
LangChain

LangChain

LangChain builds open-source agent frameworks — langchain, langgraph and deepagents — plus LangSmith for agent observability, evals and

FreemiumTry
Visit LangChain
Future AGI

Future AGI

Agent evaluation platform that simulates voice and chat agents, traces production, and scores hallucinations before customers hit them

FreemiumTry
Visit Future AGI
Athina AI

Athina AI

Athina AI is a collaborative AI development platform for managing prompts, running LLM evaluations, and monitoring production traces in one

FreemiumTry
Visit Athina AI
Fiddler AI

Fiddler AI

Fiddler AI is an enterprise AI control plane for agent observability, inline guardrails, and auditable AI governance.

FreemiumTry
Visit Fiddler AI
Agenta

Agenta

Open-source AI coworker workspace that builds, schedules and ships agents to Slack or Telegram

FreemiumTry
Visit Agenta
Mastra

Mastra

Mastra is an open-source TypeScript agent framework for durable agents, typed workflows, and built-in evals.

FreemiumTry
Visit Mastra
Lyzr

Lyzr

Lyzr's Opencontroller is an AI agent control plane to run, monitor, and govern enterprise agents built on any framework.

FreemiumTry
Visit Lyzr
Maxim AI

Maxim AI

Maxim AI evaluates, simulates and observes AI agents — with Bifrost, its open-source LLM gateway, handling routing, budgets and guardrails.

FreemiumTry
Visit Maxim AI
Honeycomb Query Assistant

Honeycomb Query Assistant

Honeycomb Query Assistant turns plain-English questions into HQL against live production telemetry.

FreemiumTry
Visit Honeycomb Query Assistant
W

Weights & Biases

Weights & Biases tracks ML experiments and traces LLM apps so teams ship AI models faster

FreemiumTry
Visit Weights & Biases
PostHog

PostHog

PostHog is product analytics with session replay, feature flags, error tracking, and a context warehouse for you and your AI agents.

FreemiumTry
Visit PostHog
Respan

Respan

Respan is an LLM gateway that routes, traces, and evaluates every agent run through one API.

FreemiumTry
Visit Respan
PromptDrive.ai

PromptDrive.ai

Shared prompt library and AI chat workspace that keeps your ChatGPT, Claude, and Gemini prompts organized in one place.

FreemiumTry
Visit PromptDrive.ai
RAGAS

RAGAS

Open-source Python framework that replaces vibe checks with reproducible evaluation loops for RAG pipelines and AI agents.

FreeTry
Visit RAGAS
Evidently AI

Evidently AI

Evidently AI is an open-source Python framework for LLM evaluation, RAG testing, and ML model monitoring under Apache 2.0.

FreemiumTry
Visit Evidently AI

Frequently asked questions

What are the best alternatives to Retrace?

We have not curated direct alternatives to Retrace yet. The 30 tools listed — starting with Arize Phoenix, Dash0, Phoenix, Goodfire, LangSmith — are the most-used tools in the same category: useful starting points rather than a like-for-like swap.

How do you choose which Retrace alternatives to show?

When no direct product-type match is curated yet, we show the most-used tools from Retrace's own category instead of an empty page. Every listed tool is independently re-verified on a continuous cycle.