# AgentOps review (2026): is the free plan enough? > Tracing, debugging and cost tracking for AI agents Checked Nov 12, 2026 ยท graded Nov 12, 2026 by ToolGPA. 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. - **Category:** AI Agents - **Made by:** AgentOps - **Website:** https://www.agentops.ai - **Runs on:** Web - **Who should skip it:** Tight if you run real traffic: Basic stops at 5,000 events. - **Facts last checked:** Nov 12, 2026 ## Pricing As of Nov 12, 2026, AgentOps has a free plan, and paid plans start at $40 per month, pay as you go. - **Pricing model:** Free plan - **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 | $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. | Read from https://www.agentops.ai on Nov 12, 2026. Prices change, so confirm with AgentOps before buying. ## 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. ## 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. ## ToolGPA grades **GPA: 2.2 out of 4**, graded Nov 12, 2026. 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. - **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. These are ToolGPA's own grades. 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. ## Where it 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. The category's chart of price against score: https://toolgpa.com/charts/ai-agents ## Keep it, 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. - You could make: Reports: an app builder makes this well. - You could not: An AI agent, with the models and the safeguards behind it. - You could not: Connections that pull numbers from dozens of other services. - You could not: It plugs into other products, CrewAI, AutoGen and LangChain among them, and has an API. A judgement by ToolGPA from this listing, by rules that are the same for every tool. Nothing was built to test it. ## Works with CrewAI, AutoGen, LangChain, LlamaIndex, OpenAI, Anthropic, LiteLLM, Google ADK **Tags:** AI agents, Open source, Dashboards, Reports, Public API ## Alternatives - [Agenta](https://toolgpa.com/tools/agenta): Open-source workspace for building team AI agents and automations. [Compare](https://toolgpa.com/compare/agenta-vs-agentops) - [Mastra](https://toolgpa.com/tools/mastra): TypeScript framework for building and running AI agents. [Compare](https://toolgpa.com/compare/agentops-vs-mastra) - [Vellum](https://toolgpa.com/tools/vellum-ai): Personal AI assistant with long-term memory that acts across apps. [Compare](https://toolgpa.com/compare/agentops-vs-vellum-ai) - [Letta](https://toolgpa.com/tools/letta): Stateful agents with long-term memory, from the MemGPT team. [Compare](https://toolgpa.com/compare/agentops-vs-letta) - [CrewAI](https://toolgpa.com/tools/crewai): Multi-agent platform to build, run and govern AI agents. [Compare](https://toolgpa.com/compare/agentops-vs-crewai) ## Sources The prices, plans, platforms and features above were read from these pages on Nov 12, 2026: - https://www.agentops.ai - https://docs.agentops.ai/v2/introduction - https://github.com/AgentOps-AI/agentops Page: https://toolgpa.com/tools/agentops Listed by ToolGPA (toolgpa.com).