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Alternatives to LangSmith

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

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Why people look for alternatives to LangSmith

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

  • Non-LangChain frameworks like CrewAI often fail to trace correctly without manual workarounds.
  • Learning curve for advanced features is steep; dashboard feels overwhelming at first.
  • Usage-based pricing gets expensive fast at high trace volumes.
  • Users report occasional lag when querying very large traces (millions) despite SmithDB's speed.

Drawn from 58 mentions across 4 sources · researched Aug 18, 2026.

In fairness: users also consistently praise deep trace visibility into every agent step, including sub-agent token usage, and instant debugging via full-text search and json filtering in smithdb. A complaint list is not a verdict — see the full picture on the LangSmith page.

Tokentelemetry

Tokentelemetry

Free local observability for AI coding agents — tokens, cost & traces on your machine.

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Honeycomb Query Assistant

Honeycomb Query Assistant

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

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Evidently AI

Evidently AI

Open-source AI evaluation and observability for LLMs, RAG, agents, and predictive ML.

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Arize Phoenix

Arize Phoenix

Open-source LLM agent observability with tracing, evals, and experiments

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Dash0

Dash0

OpenTelemetry-native observability with AI SRE Agent0 for automated production insight.

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Phoenix

Phoenix

Open-source AI agent tracing and LLM-as-judge evaluation platform for debugging and improving agent quality.

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Langfuse

Langfuse

Open-source LLM observability for tracing, evaluating, and optimizing AI agents end-to-end.

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Comet

Comet

AI observability and evals that auto-fix agent code via git

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Lilypad

Lilypad

Open-source OpenTelemetry observability for Python LLM apps

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Confident AI

Confident AI

Enterprise LLM evaluation, observability, and red teaming in one platform.

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TruLens

TruLens

OpenTelemetry-native open-source AI agent evaluation and tracing

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Fiddler AI

Fiddler AI

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

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RAGAS

RAGAS

Open-source framework to replace vibe checks with reproducible, LLM-driven evaluation loops for RAG and agents.

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Opik (Comet)

Opik (Comet)

Free, open-source AI observability and evals for debugging agents

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AgentOps

AgentOps

Trace, debug, and deploy reliable AI agents with full observability

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Braintrust

Braintrust

Active observability for AI agents: trace, evaluate, and discover patterns at scale.

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Helicone

Helicone

AI gateway and LLM observability platform for routing, debugging, and analyzing AI apps

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Raindrop

Raindrop

AI agent observability that detects and auto-fixes silent failures in production.

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Appworld

Appworld

Interactive coding agent benchmark simulating 9 apps and 457 APIs to evaluate agent reliability.

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Arya.ai

Arya.ai

Pre-built AI models for finance, from fraud detection to agentic workflow orchestration.

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Galileo AI Evals

Galileo AI Evals

AI observability and eval engineering platform that turns offline evals into production guardrails.

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Arena AI

Arena AI

Community-driven leaderboard for comparing AI models, agents, and code through real human votes.

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MLflow

MLflow

Open source platform to debug, evaluate, monitor, and optimize AI agents and ML models.

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Future AGI

Future AGI

Simulation-based AI agent testing that catches hallucinations before production

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WhyLabs

WhyLabs

Open-source AI observability for privacy-preserving logging and LLM security

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Agenta

Agenta

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

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Mastra

Mastra

Open-source TypeScript framework for building durable, observable AI agents and workflows.

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Maxim AI

Maxim AI

Simulate, evaluate, and observe AI agents—ship reliable agents 5x faster with Maxim.

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Galileo

Galileo

AI observability and eval engineering platform that turns offline evals into production guardrails.

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Opencompass

Opencompass

Open-source LLM & VLM evaluation platform for standardized benchmarking

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Frequently asked questions

What are the best alternatives to LangSmith?

We currently list 30 alternatives to LangSmith: Tokentelemetry, Honeycomb Query Assistant, Evidently AI, Arize Phoenix, Dash0. Each is ranked by direct product-type match rather than generic category overlap.

How do you choose which LangSmith alternatives to show?

Alternatives are ranked by direct product-type match — tools that do the same job — not by shared category tags. Every listed tool is independently re-verified on a continuous cycle.