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Best AI Agent Observability Tools in 2026

When you need visibility into AI agent activity, observability tools can help you examine traces, sessions, and usage costs. Compare agent framework support with prompt and tool tracing, session replay, and trace retention to see what each entry lists for reviewing behavior over time. Cost tracking and deployment options add further considerations, while free-plan availability and paid-from pricing can help you…

31 appsSorted 24 Oct 2026How we rank
18.7
W&B Weave logo

W&B Weave provides observability and continuous improvement tools for production AI agents.

Free planOpen sourceiOSWebAPI
From $60 a month
28.4
Opik logo

Opik helps teams building applications or agents that call an LLM log actions and evaluate behavior through development, testing, and production.

Free planOpen sourceWebAPILinux
From $19 a month
38.2
Langfuse logo

Langfuse is an open-source AI engineering platform for teams debugging, analyzing, and iterating on AI agent applications.

Free planOpen sourceWebAPILinux
From $29 a month
  1. 4LangWatch logo

    LangWatch

    LangWatch is an AI agent engineering platform for teams preparing agents for production.

    Free planOpen sourceWebAPILinuxmacOS
    8.2From €29 a month
  2. 5Agenta logo

    Agenta

    Agenta is an open-source workspace for teams to build, use, and automate AI coworkers.

    Free planOpen sourceWebAPISelf-hosted
    8.0From $29 a month
  3. 6LangSmith logo

    LangSmith

    LangSmith is a platform for building, evaluating, deploying, monitoring, and improving AI agents.

    Free planWebAPILinuxmacOS
    8.0$39 usage-based
  4. 7AgentOps logo

    AgentOps

    AgentOps is a developer platform for building AI agents and LLM applications.

    Free planOpen sourceWebAPISelf-hosted
    7.8From $40 a month
  5. 8Braintrust logo

    Braintrust

    Braintrust is an observability platform for teams improving AI agents that run in production.

    Free planWebAPISelf-hosted
    7.7From $249 a month
  6. 9

    OpenLIT

    OpenLIT is an open-source Agent Harness Engineering platform for LLM tracing, evaluations, prompt management and cost tracking, built on OpenTelemetry.

    Free planOpen sourceWebAPILinuxmacOS
    7.7Free plan
  7. 10SigNoz logo

    SigNoz

    SigNoz is an open-source observability tool for monitoring applications and infrastructure.

    Free planAndroidiOSWebAPI
    7.6From $19 a month
  8. 11

    MLflow Tracing

    MLflow Tracing records inputs, outputs and metadata from steps in LLM application and agent requests, helping teams investigate bugs and unexpected behavior.

    Free planOpen sourceWebAPILinuxSelf-hosted
    7.2Free plan
  9. 12

    Traceloop

    Traceloop monitors, debugs, and evaluates applications built with large language models.

    Free planOpen sourceWebAPISelf-hosted
    7.2Free plan
  10. 13

    Lunary

    Lunary is an AI platform for enterprises and developers building chatbots or other applications powered by large language models.

    Open sourceWebAPISelf-hosted
    7.1From $20 a month
  11. 14Maxim AI logo

    Maxim AI

    Maxim AI is an evaluation and observability platform for simulating, assessing, and monitoring AI agents.

    Free planWebAPISelf-hosted
    7.0From $29 a month
  12. 15

    PetalTrace

    PetalTrace is an open-source observability platform for developers examining AI agent workflows and their execution.

    Free planWebAPILinuxmacOS
    7.0Free plan
  13. 16Galileo logo

    Galileo

    Galileo is an observability, evaluation, and guardrail platform for generative AI and agentic applications.

    Free planWebAPISelf-hosted
    6.9From $100 a month
  14. 17Helicone logo

    Helicone

    Helicone is a platform for routing, debugging, and analyzing AI applications.

    Free planWebAPISelf-hosted
    6.9From $79 a month
  15. 18

    Arize AX

    Arize AX is a platform for improving AI agents by turning production behavior into issues, investigations, evaluations, and experiments.

    Free planWebAPISelf-hosted
    6.8From $50 a month
  16. 19Laminar logo

    Laminar

    Laminar is an open-source observability and debugging platform for AI agents, designed around OpenTelemetry.

    Free planWebAPISelf-hosted
    6.8From $30 a month
  17. 20Observe logo

    Observe

    Observe is an AI-powered observability platform that combines logs, metrics, and traces in a Snowflake lakehouse.

    WebAPILinuxmacOS
    6.8
  18. 21

    Respan (formerly Keywords AI)

    Respan (formerly Keywords AI) is an AI gateway with tools for observing, evaluating, and security testing AI systems.

    Free planWebAPISelf-hosted
    6.7From $199 a year
  19. 22

    TraceRoot

    TraceRoot is an open-source layer for AI agents that detects production failures and helps investigate and address them.

    Free planWeb
    6.7From $30 a month
  20. 23

    VoltOps

    VoltOps is a console for observing, automating, evaluating, deploying, and managing AI agents, including prompts and guardrails.

    Free planWebAPISelf-hosted
    6.7From $50 a month
  21. 24

    Traccia

    Traccia is an AI agent control plane for observing activity, evaluating outputs, setting governance controls, and enforcing runtime policies.

    Free planWebAPI
    6.6From $99 a month
  22. 25Fiddler AI logo

    Fiddler AI

    Free planWebAPISelf-hosted
    6.4Free plan

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