The AgentOps Insider’s Guide
Everything we know about AgentOps in one document: what it costs, its grades, getting a refund, getting help and what else to look at. Read it here, or keep a copy.
AgentOps
The Insider’s Guide
Tracing, debugging and cost tracking for AI agents
Every plan, grade, refund rule and rival among AI agents, read from AgentOps’s own pages.
Made by AgentOps · checked Nov 12, 2026 · toolgpa.com
Contents
- 01WelcomeWhat it is, who it suits, its grades and the ten things to know first
- 02What it costsEvery plan, the free plan, ways to pay less and how prices have moved
- 03What it doesIts main features, where it runs, what it works with and who makes it
- 04Where it standsIts grades against its category, and whether to keep it or make your own
- 05The alternativesThe tools it is most often weighed against, side by side
- 06Quick answersThe questions people ask about it, each answered in a line or two
- 07About ToolGPAWho made this guide, what else is on the site, and how to cite it
ToolGPA put this guide together from AgentOps’s own pages, its app-store listings and our grades. Every fact in it is on AgentOps’s page too, where it is kept up to date. Checked Nov 12, 2026.
Part 01 · Overview
Welcome
What it is, who it suits, its grades and the ten things to know first
2.2
GPA, above 36 of the 101 other AI agents we grade
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.
To get you started, here are 9 things to know about AgentOps, taken from its own pages and our grades.
Self-hosting and SSO are Enterprise, and the per-event rate is not listed.
- 1
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.
- 2
Paid plans start at $40 a month
As its pricing page puts it: $40 per month, pay as you go.
- 3
There is a free plan
Basic plan: free up to 5,000 events, with the agent-agnostic SDK, LLM cost tracking for 400+ LLMs and replay analytics.
- 4
It runs on Web
Web.
- 5
Agent tracing
LLM calls, tool use and multi-agent interactions are recorded as traces and shown visually in a dashboard.
- 6
Time-travel debugging
Past agent runs can be rewound and replayed to a specific point.
- 7
Cost and token tracking
Token counts and spend are tracked across agents, with pricing for more than 400 LLMs.
- 8
A 2.2 GPA, above 36 of 101
That is against the other AI agents we grade, on value, the free plan, features, ease of use and platforms.
- 9
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.
AgentOps at a glance
- Pricing
- Free plan, from $40 per month, pay as you go
- Free plan
- Yes
- Free trial
- None stated
- Runs on
- Web
- Made by
- AgentOps
- Category
- AI Agents
- Our grade
- 2.2 GPA, fair
The report card
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.
| Subject | Grade | Comment |
|---|---|---|
| Value for money | C | Pro is $40 a month pay as you go, just above the $37 where the dearer quarter of AI agent tools starts. |
| Free plan and trial | C | A free Basic plan with 5,000 events, which a real project will outgrow. |
| Features | C | Tracing, replay, cost tracking for 400+ models and an audit trail, but self-hosting, SSO and compliance listings are Enterprise. |
| Ease of use | C | No store rating on record. A short SDK setup in Python or TypeScript, so it takes code in your project. |
| Platforms and integrations | B | Web dashboard with Python and TypeScript SDKs, 8 framework integrations and a GitHub project. |
An A is worth 4 points, a B 3, a C 2, a D 1 and an F nothing. The GPA is the average of the five.
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 it 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
Good to know
Good for
- Developers debugging multi-step agents built on CrewAI, LangChain or the OpenAI SDKs
- Teams that want per-agent LLM spend visible in one dashboard
- Companies that need a self-hosted tracing option on an 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.
Part 02 · Pricing
What it costs
Every plan, the free plan, ways to pay less and how prices have moved
$40
A month to start. There is a free plan too
AgentOps has a free plan. Paid plans start at $40 per month, pay as you go.
Basic
$0
Free up to 5,000 events, with LLM cost tracking for 400+ LLMs and replay analytics.
Pro
$40
per 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.
The free plan
Basic plan: free up to 5,000 events, with the agent-agnostic SDK, LLM cost tracking for 400+ LLMs and replay analytics.
Read from agentops.ai on Nov 12, 2026.
Part 03 · Features
What it does
Its main features, where it runs, what it works with and who makes it
1
Place it runs: Web
Tracing, debugging and cost tracking for AI agents. Here is what it does, as its own site describes it, and what it covers: open source, public API, AI agents, reports, dashboards.
- 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.
Where it runs
- Web
What it works with
- CrewAI
- AutoGen
- LangChain
- LlamaIndex
- OpenAI
- Anthropic
- LiteLLM
- Google ADK
AgentOps is made by AgentOps.
Part 04 · Standing
Where it stands
Its grades against its category, and whether to keep it or make your own
36/101
Other AI agents it is graded above
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
- CFree plan and trialAbove 28 of 101
- CFeaturesAbove 1 of 101
- CEase of useAbove 14 of 101
- BPlatforms and integrationsAbove 20 of 101
Price against what you get
Each dot is one of 70 AI agents. Further left costs less; higher up scores better on features, ease of use and platforms. AgentOps is the marked dot.
What paid plans start at, a month (each step along is roughly double) →
Keep it, or make your own?
Whether this is something you could build for yourself with an AI app builder, and what you would give up.
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.
Part 05 · Alternatives
The alternatives
The tools it is most often weighed against, side by side
Agenta, Mastra, Vellum, Letta and CrewAI
The 5 tools AgentOps is most often weighed against, with where each one differs from it.
- 2.6GPA
Agenta
Free plan · from $29/mo
Open-source workspace for building team AI agents and automations.
- Agenta is self-hostable, according to its own site.
- AgentOps also covers reports and dashboards.
- Agenta also covers templates, workflow automation and no-code.
- 2.8GPA
Mastra
Free plan · from $25/mo
TypeScript framework for building and running AI agents.
- Mastra is self-hostable, according to its own site.
- AgentOps also covers reports and dashboards.
- Mastra also covers workflow automation.
- 2.6GPA
Vellum
Free plan · from $30/mo
Personal AI assistant with long-term memory that acts across apps.
- Only Vellum lists macOS, Windows, iOS and Android apps.
- Only Vellum lists a browser extension.
- Vellum is self-hostable, according to its own site.
- 2.0GPA
Letta
Free plan · from $20/mo
Stateful agents with long-term memory, from the MemGPT team.
- AgentOps also covers reports and dashboards.
- Letta also covers workflow automation.
- 2.2GPA
CrewAI
Free plan
Multi-agent platform to build, run and govern AI agents.
- AgentOps also covers reports and dashboards.
- CrewAI also covers workflow automation and no-code.
Part 06 · Questions
Quick answers
The questions people ask about it, each answered in a line or two
13
Questions, each answered in a line or two
The short version of everything above, for when you only need the answer. Each one is told in full in its part of the guide.
Is AgentOps free?
AgentOps has a free plan. Basic plan: free up to 5,000 events, with the agent-agnostic SDK, LLM cost tracking for 400+ LLMs and replay analytics.
How much does AgentOps cost?
AgentOps lists 3 plans. Basic: $0.
What platforms does AgentOps work on?
AgentOps is available on Web.
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.
What does AgentOps integrate with?
AgentOps's listing names CrewAI, AutoGen, LangChain, LlamaIndex, OpenAI, Anthropic, LiteLLM and Google ADK.
Who makes AgentOps?
AgentOps is made by a company of the same name.
What are the alternatives to AgentOps?
The closest alternatives to AgentOps in our directory are Agenta, Mastra, Vellum, Letta and CrewAI.
How does AgentOps compare with other AI agents?
AgentOps's GPA of 2.2 is higher than 36 of the 101 other AI agents we grade, and level with 24.
Is AgentOps good value for money?
ToolGPA grades AgentOps C for value for money. 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.
Could I make my own version of AgentOps?
To replace AgentOps you would be making an AI agent, with the models and the safeguards behind it.
Where this guide comes from
The prices, plans, platforms and features were read from AgentOps’s own pages on Nov 12, 2026, and the grades were given on Nov 12, 2026. 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.
Every tool we list gets five grades, A to F, each with its reason, and a GPA that averages them. How each is decided is at toolgpa.com/grades. This guide is ToolGPA’s own work; it is not made, paid for or approved by AgentOps. Prices change, so check agentops.ai before you buy.
Part 07 · About
About ToolGPA
Who made this guide, what else is on the site, and how to cite it
5,038
Tools graded, in 95 categories
ToolGPA grades software the way a school report grades a pupil: five subjects, a letter for each with the reason written beside it, and a GPA that averages them. Prices, plans and platforms are read from each maker’s own pages and dated, so you always know how fresh a figure is.
Every grade, review and ranking on ToolGPA is our own judgement. No company can pay for a grade or change one. Every tool on the site has a guide like this one, free to download and pass on. It all lives at toolgpa.com.
5,038
tools graded
95
categories
739
price changes on record
579
apps priced in 12 countries
What else is on toolgpa.com
- AgentOps, kept up to dateEverything in this guide, with prices and grades as they are todaytoolgpa.com/tools/agentops
- How grades are givenThe rules behind every letter and every GPAtoolgpa.com/grades
- Value chartsWhat each tool costs against what it scores, for every categorytoolgpa.com/charts
- CompareAny two tools side by side, plan by plantoolgpa.com/compare
- Price changesEvery price rise and cut on record, each with its sourcetoolgpa.com/price-changes
- Prices by countryWhat apps cost on the App Store in 12 countriestoolgpa.com/prices-by-country
- Pay lessEvery public discount: yearly billing, students, nonprofitstoolgpa.com/save
- Keep or makeWhich tools are worth paying for, and which you could build yourselftoolgpa.com/keep-or-make
Scan for the live page
Prices and grades as they are today
Quoting this guide?
Please name ToolGPA and link to the live page, so readers can check the figures for themselves:
ToolGPA, "AgentOps: The Insider's Guide", checked Nov 12, 2026. https://toolgpa.com/tools/agentops
Know someone choosing between AI agents?
Send them this guide: toolgpa.com/tools/agentops/guide
ToolGPA elsewhere: youtube.com/@toolgpa
See our other guides
The best-graded AI agents after AgentOps, each with an Insider's Guide of its own.
- AI Agents Insider's GuideEvery one of the 102 AI agents we grade, compared
- Genspark Insider's GuideAI workspace with an agent for research, slides, sheets and docs3.2 GPA
- Manus Insider's GuideGeneral AI agent for research, slides, websites and browser tasks3.2 GPA
- OpenClaw Insider's GuideOpen-source personal AI agent you run yourself and message in chat3.2 GPA
Choosing software? Every tool graded, every price dated.
Compare tools at toolgpa.com ›Everything in this guide is ToolGPA’s own summary of what AgentOps’s pages, its app-store listings and public reviews said on the dates shown. Grades are our judgement under the rules at toolgpa.com/grades. Every grade, review and ranking on ToolGPA is our own judgement. No company can pay for a grade or change one. AgentOps is a trademark of its owner, and this guide is not made, paid for or approved by AgentOps. Prices and plans change: check agentops.ai before you buy.