AgentOps
Trace, debug, and deploy AI agents and LLM applications.
At a glance
- Editor score7.7 / 10
- PricingFree plan · paid from $40/mo
- Best forAgent teams needing replay and audit visibility
- Free planYes
- Paid from$40/mo
- LLM tracingYes
- Facts checked20 Sep 2026
Where it wins
- Time-travel replay with event visualization and replay analytics
- Tracks tokens and costs across more than 400 LLMs
- Supports exports, permissions, self-hosting, and on-premise deployment
Where it doesn't
- Basic includes a 5,000-event limit
- Pro pricing is usage-based and starts at $40 per month
- Evaluation and prompt-management workflows are not core documented features
Our verdict on AgentOps
AgentOps is a developer platform for observing, debugging, and deploying AI agents and LLM applications. Its SDK instruments LLM calls, tools, actions, errors, and multi-agent interactions, then presents sessions and event timelines in a web dashboard. It is aimed at teams that need replay and audit visibility across agent workflows, including prompt-injection tracking, retrieval tracing, token counting, and cost analysis. Deployment options cover both a hosted web platform and self-hosting.
The published plans show a useful progression. Basic costs $0 per month and includes an agent-agnostic SDK, LLM cost tracking for more than 400 LLMs, and replay analytics; the official homepage also shows a 5,000-event allowance. Pro starts at $40 per month, billed monthly, and adds an unlimited event limit, unlimited log retention, session and event export, dedicated Slack and email support, and role-based permissions. Enterprise adds SLA, Slack Connect, custom SSO, on-premise deployment, custom data-retention policies, and self-hosting on AWS, GCP, or Azure. Pro is described as pay as you go, so teams should assess expected usage alongside the starting price.
Ecosystem coverage is a strong fit for modern agent stacks. Integrations include OpenAI, Anthropic, Google Generative AI, LiteLLM, Watsonx.ai, LangChain, LangGraph, LlamaIndex, OpenAI Agents SDK, AutoGen, CrewAI, Google ADK, Mem0, AG2, Agno, and other listed frameworks. The standout capability is the combination of event timelines, time-travel replay, debugging, audit trails, and prompt-injection tracking. Choose AgentOps when traceability, replay, cost visibility, and deployment control are priorities. Teams primarily seeking built-in evaluation or prompt-management workflows should compare tools centered on those functions.
AgentOps pricing
All 3 AgentOps plans and prices →
AgentOps fact sheet
| Free plan | Yes |
|---|---|
| Paid from | $40/mo |
| LLM tracing | Yes |
| LLM evaluations | Not verified |
| Prompt management | Not verified |
| Agent tracing | Yes |
| Retrieval tracing | Yes |
| Token cost tracking | Yes |
| Deployment options | Both |
| Deployment | Cloud, Self-hosted |
| Platforms | Web |
| Compliance & security | SOC 2, HIPAA |
| Support | Email, Docs |
| Built for | Small business, Mid-market, Enterprise (editorial estimate) |
| Integrations | 400+ integrations: OpenAI, Anthropic, Google Generative AI, LiteLLM, Watsonx.ai, Mem0 … |
| Pricing | Free plan · paid from $40/mo (source) |
| Website | agentops.ai |
| Facts checked | 20 Sep 2026 |
AgentOps integrations
AgentOps lists 400+ integrations on its own site — the 20 named here are the ones its pages call out.
- OpenAI
- Anthropic
- Google Generative AI
- LiteLLM
- Watsonx.ai
- Mem0
- AG2
- Agno
- AutoGen
- CrewAI
- Google ADK
- LangChain
- LangGraph
- LlamaIndex
- OpenAI Agents SDK
- Smolagents
- Haystack
- Memori
- xAI
- Xpander
Alternatives to AgentOps
- Arize AXBroad LLM observability with tracing, evaluations, prompts, agents, RAG, and cost tracking.9.0
- LangfuseA broad observability platform with open-source deployment and accessible paid tiers.9.0
- Arize PhoenixA free platform for tracing, evaluating, and improving LLM applications.9.0
See all AgentOps alternatives →
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Featured on iTechGuides
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Reviewed by iTechGuides Editors · Editorial team · Updated Sep 2026
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