AgentOps review (2026): is the free plan enough?
Tracing, debugging and cost tracking for AI agents
Black Friday: is there a AgentOps sale?
AgentOps report card
Fair · out of 4.0 · graded Nov 12, 2026
Best for tracing and cost tracking for AI agents
AgentOps sends traces of LLM calls, tool use and multi-agent runs to a dashboard where you can replay runs and track spend. Free covers 5,000 events and Pro is $40 a month pay as you go. Self-hosting and SSO are Enterprise, and the per-event rate is not listed.
Who AgentOps is for
- Fits if you build agents in Python or TypeScript and want runs traced and replayed
- Works for a developer who wants LLM spend tracked across 400+ models
Who AgentOps is not for
- Tight if you run real traffic: Basic stops at 5,000 events
- Watch out: Pro is pay as you go and the per-event rate sits behind a pricing calculator
- Not for you if you need self-hosting, custom SSO or SOC-2 listings, which are Enterprise with no published price
- Watch out: the /pricing address returns a 404, so prices are on the home page
Why AgentOps gets a 2.2
Five grades, each with its reason. The GPA is their average: an A is 4 points, an F is none.
- CValue for moneyPro is $40 a month pay as you go, just above the $37 where the dearer quarter of AI agent tools starts.
- CFree plan and trialA free Basic plan with 5,000 events, which a real project will outgrow.
- CFeaturesTracing, replay, cost tracking for 400+ models and an audit trail, but self-hosting, SSO and compliance listings are Enterprise.
- CEase of useNo store rating on record. A short SDK setup in Python or TypeScript, so it takes code in your project.
- BPlatforms and integrationsWeb dashboard with Python and TypeScript SDKs, 8 framework integrations and a GitHub project.
What these grades rest on. Graded from this listing, whose facts were read from AgentOps's own pages on 12 November 2026. Not based on using the product, and shorter than our full reviews. How we review and grade.
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<a href="https://toolgpa.com/tools/agentops#review"><img src="https://toolgpa.com/badge/agentops.svg" alt="AgentOps: 2.2 GPA on ToolGPA" width="196" height="56"></a>Where AgentOps stands among AI agents
AgentOps's GPA of 2.2 is higher than 36 of the 101 other AI agents we grade, and level with 24.
It stands best on platforms and integrations (B, above 20 of 101) and worst on features (C, above 1).
Its paid plans start at $40 a month, against a middle price of $22.13 for the category: 50 of the 65 others that charge start lower.
On features, ease of use and platforms it scores 2.3 out of 4. 29 tools score higher and cost less.
Each grade against the category
Every bar is all 102 AI agents we grade, cut by the letter each got. AgentOps’s own letter is outlined.
- CValue for moneyAbove 17 of 101, level with 56
- CFree plan and trialAbove 28 of 101, level with 53
- CFeaturesAbove 1 of 101, level with 67
- CEase of useAbove 14 of 101, level with 78
- BPlatforms and integrationsAbove 20 of 101, level with 71
Price against what you get
Each dot is one of 70 AI agents. Further left costs less, and higher up scores better on features, ease of use and platforms. Point at a dot to see which tool it is.
Features, ease of use and platforms, averaged
What paid plans start at, a month (each step along is roughly double) →
- The best score at each price
- Has a free plan
- No free plan
Keep AgentOps, or make your own?
Keep it
To replace AgentOps you would be making an AI agent, with the models and the safeguards behind it. That is not a weekend's work, with an AI app builder or without one.
It costs $480 a year. AgentOps is open source, so there is a third way: take its code and run it yourself.
What you could make
- Reports: an app builder makes this well.
What you could not
- An AI agent, with the models and the safeguards behind it.
- Connections that pull numbers from dozens of other services.
- It plugs into other products, CrewAI, AutoGen and LangChain among them, and has an API.
What this rests on. AgentOps’s listing: what it does, where it runs, what it plugs into and what it costs. It is a judgement about the kind of software this is. We have not built a replacement for it, and making your own means looking after it too. How we decide, and every tool’s verdict.
What is AgentOps?
AgentOps is an observability platform for AI agents and LLM apps. A short SDK setup sends traces of LLM calls, tool use and multi-agent interactions to a dashboard, where runs can be replayed and spend is tracked. The app is open source, and the site lists a self-hosted option on its Enterprise plan.
Worth knowing
- The Basic plan stops at 5,000 events.
- Pro is billed pay as you go; the homepage points to a pricing calculator rather than listing the per-event rate.
- Self-hosting, custom SSO and the compliance listings are on the Enterprise plan, which has no published price.
- The /pricing address on the site returns a 404; the prices are on the homepage.
Key features
- Agent tracing
- LLM calls, tool use and multi-agent interactions are recorded as traces and shown visually in a dashboard.
- Time-travel debugging
- Past agent runs can be rewound and replayed to a specific point.
- Cost and token tracking
- Token counts and spend are tracked across agents, with pricing for more than 400 LLMs.
- Framework integrations
- The docs list integrations with CrewAI, AutoGen, LangChain, OpenAI, Anthropic and other frameworks and model providers.
- Audit trail
- Logs, errors and prompt-injection attempts are kept as a data trail from prototype to production.
- Python and TypeScript SDKs
- The Python SDK is set up with an install and an init call, and a TypeScript and JavaScript SDK is also available.
AgentOps pricing
As of Nov 12, 2026, AgentOps has a free plan, and paid plans start at $40 per month, pay as you go.
- Starts at
- $40 per month, pay as you go
- Free plan
- Basic plan: free up to 5,000 events, with the agent-agnostic SDK, LLM cost tracking for 400+ LLMs and replay analytics.
- Free trial
- None listed
| Plan | Price | What you get |
|---|---|---|
| Basic | $0 | Free up to 5,000 events, with LLM cost tracking for 400+ LLMs and replay analytics. |
| Pro | $40per month, pay as you go | Everything in Basic plus unlimited events and log retention, session and event export, role-based permissions and dedicated Slack and email support. |
| Enterprise | Custom | Everything in Pro plus SLA, Slack Connect, custom SSO, on-premise and self-hosted deployment, custom data retention and SOC-2, HIPAA and NIST AI RMF. |
Read from agentops.ai on Nov 12, 2026. Prices change, so confirm with AgentOps before you buy.
Works with
- CrewAI
- AutoGen
- LangChain
- LlamaIndex
- OpenAI
- Anthropic
- LiteLLM
- Google ADK
AgentOps alternatives
- AgentOps vs Agenta
Free plan · from $29/mo
- AgentOps vs Mastra
Free plan · from $25/mo
- AgentOps vs Vellum
Free plan · from $30/mo
- AgentOps vs Letta
Free plan · from $20/mo
- AgentOps vs CrewAI
Free plan
Common questions
Does AgentOps have an Android app?
No Android app was listed when its pages were read on Nov 12, 2026. AgentOps is listed for Web.
Does AgentOps have an iPhone app?
No iPhone app was listed when its pages were read on Nov 12, 2026. AgentOps is listed for Web.
Is AgentOps open source?
Yes. AgentOps is open source, according to its own site.
Does AgentOps have an API?
Yes. AgentOps offers a public API, according to its own site.
Sources for this page
The prices, plans, platforms and features above were read from these pages on Nov 12, 2026.