AgentOps

What is AgentOps?

AgentOps is a developer observability platform for AI agents and LLM applications. It helps engineering teams trace agent behavior, visualize calls and tool activity, replay previous runs, debug failures, preserve audit trails, and monitor token usage and cost. The official site describes native support for OpenAI, CrewAI, AutoGen, and more than 400 LLMs and frameworks.

The platform records events across an agent run, including LLM calls, tools, and multi-agent interactions. Time Travel Debugging lets developers rewind and replay runs at a particular point, while debugging and audit features retain logs, errors, and prompt-injection events. AgentOps also tracks the tokens seen by agents and applies current price information to spending reports across multiple agents. Saved completions can be used for specialized model fine-tuning.

Core Features

• Agent visualization: Tracks LLM calls, tool use, and multi-agent interactions in a visual run history.
• Time Travel Debugging: Rewinds and replays previous agent runs with point-in-time precision.
• Debug and audit trail: Stores logs, errors, and prompt-injection activity from prototype through production.
• Framework integrations: Works with OpenAI, CrewAI, AutoGen, and hundreds of other LLMs and frameworks.
• Token and cost tracking: Monitors token counts and agent spending using current model pricing.
• Deployment controls: Paid tiers add exports, role-based permissions, longer retention, SSO, self-hosting, and configurable data retention.

Use Cases

• Investigate failed agent runs: Replay the sequence of model calls and tools to locate where behavior diverged.
• Audit production agents: Maintain a detailed record of agent events, errors, and security-related prompt activity.
• Control multi-agent spending: Compare token use and cost across agents, models, and sessions.
• Operate agents across frameworks: Apply one observability layer to applications using different agent frameworks or LLM providers.

Pricing

The Basic plan is $0 per month and includes up to 5,000 events, an agent-agnostic SDK, LLM cost tracking, and replay analytics. Pro starts at $40 per month with pay-as-you-go pricing and adds unlimited events, unlimited log retention, exports, support, and role-based permissions. Enterprise pricing is custom and includes options such as SSO, on-premise deployment, self-hosting, and custom data retention.

Frequently Asked Questions

Which frameworks does AgentOps support?

The official site names OpenAI, CrewAI, and AutoGen and states that the platform supports more than 400 LLMs and frameworks.

Can AgentOps replay an earlier run?

Yes. Time Travel Debugging is designed to rewind and replay agent runs with point-in-time precision.

Is there a free AgentOps plan?

Yes. The Basic plan is listed at $0 per month for up to 5,000 events.