AgentOps

Observability, replay debugging, and cost tracking for AI agents

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PricingFreemium
Starting price$40/mo
Free planYes
Free trialYes
APIYes
Open sourceYes
DeploymentCloud
Last verifiedAugust 3, 2026
Overview

Tool overview

AgentOps is listed under AI Governance Safety & Evaluation AI tools.

Summary

What is AgentOps?

AgentOps records agent and LLM activity, visualizes sessions and tool calls, tracks model costs, supports replay debugging and audit trails, and integrates with major agent frameworks through an open-source Python SDK and hosted dashboard.

Best fit

Best for

Developers and platform teams operating AI agents and LLM applications

Audience

Who is it for?

AI engineersAgent developersPlatform and observability teamsProduction support teams
Recommendation

Decision note

Rebuilt from the original export under the complete V412/V411 factual-source-verification workflow. Preview only. Apply remains blocked until Failures = 0, Warnings = 0, Unmapped = 0, Missing = 0; explicit clears are reviewed; image import is disabled or V380 accepts the asset; a representative WordPress edit screen is compared with the export and proposed row; and a post-Apply zero-change Preview succeeds.

Capabilities

Key features

Visual traces for LLM, tool, and multi-agent events

Replay debugging and audit trails

Cost and token tracking across 400+ LLMs

Framework integrations and session export

Workflows

Use cases

Debugging failed agent runs

Monitoring production agents

Tracking model spend

Auditing prompts, tools, and multi-agent interactions

Strengths

Pros

  • Free tier up to 5,000 events
  • Open-source MIT Python SDK
  • Broad framework and model integration coverage
Considerations

Limitations

Observability data can expose prompts, credentials, or customer data if instrumentation is careless.

Teams should redact secrets, restrict access, define retention, and validate agent behavior beyond trace visibility.

Cost

Pricing details

Pricing modelFreemium
Starting price$40/mo
Free planYes
Free trialYes
Pricing context

Billing options

Basic $0 up to 5,000 eventsPro from $40/month pay as you goEnterprise custom
Pricing context

Pricing note

Basic is free for up to 5,000 events. Pro starts at $40/month with pay-as-you-go scaling; Enterprise is custom.

View official pricing
Compatibility

Supported languages

  • English
Connectivity

Integrations

OpenAI Agents SDK

CrewAI

Agno

LangChain

AutoGen

AG2

CamelAI

400+ LLMs and frameworks

Specs

Technical details

PlatformsWeb
Multilingual supportUnknown
Login requiredYes
Open sourceYes
LicenseMIT
DeploymentCloud
CompanyAgentOps
Current version0.4.21
Editions / plansFree, Basic, Professional, Organization, and Custom plans
Data confidenceHigh
Last verifiedAugust 3, 2026
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Answers

Frequently asked questions

AgentOps records agent and LLM activity, visualizes sessions and tool calls, tracks model costs, supports replay debugging and audit trails, and integrates with major agent frameworks through an open-source Python SDK and hosted dashboard.
Developers and platform teams operating AI agents and LLM applications
The listed pricing model for AgentOps is Freemium. Pricing can change, so users should verify the latest plan details on the official website.
Yes. The current profile indicates that a free trial is available.
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