AgentOps vs Mastra (2026): which should you pick?

Pick AgentOps if

• 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

Look elsewhere if

• 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

Pick Mastra if

• Fits if you write TypeScript and want to build your own agents
• Works for teams that want to deploy agents on Vercel or Cloudflare

Look elsewhere if

• Not for you if you want no-code, since building an agent means writing TypeScript
• Pricey if you grow, as past the allowance egress is $0.10 a GB and events $10 per 100K
• Watch out: RBAC, SSO and audit logs are Enterprise only, and the SOC 2 report starts at Team at $250
• Watch out: some repository folders (ee/) sit under a separate enterprise licence

AgentOps

• 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.

Mastra

• It is a code framework, so building an agent means writing TypeScript; there is no no-code builder.
• Cloud usage past each plan's allowance is billed separately, for example $0.10 per GB of egress and $10 per 100K observability events.
• RBAC, SSO and audit logs are Enterprise only, and the SOC 2 report starts at the Team plan.
• Some directories in the repository are under a separate enterprise license (ee/), so not every file carries the main open-source terms.

AgentOps

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.

Mastra

Agents

Typed agents are defined in code with instructions, a model, tools and runtime behavior in one place.

Workflows

Typed steps can be chained with retries and branches into workflows that a team can inspect.

Memory

Agents can keep durable context through thread-aware storage, semantic recall and an observational memory option.

Observability and evals

Traces, metrics and logs sit alongside evaluation tools such as scorers, datasets and experiments.

MCP servers

Agents, tools and other resources can be exposed as Model Context Protocol servers that any MCP-capable system can call.

Deploy anywhere

A Mastra app runs on any Node.js host or as a standalone server, with optional deployers for Vercel, Netlify and Cloudflare, or on Mastra Cloud.

AgentOps

• 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.

• EnterpriseCustom

  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.

Mastra

• Free$0

  Unlimited agents, users and deployments, 100K observability events, 1 GB egress, 5 connections and 15-day trace retention.

• Starter$25

  per workspace / month

  One small dedicated project, usage alerts, 250K observability events, 10 GB egress, 10 connections and 60-day trace retention.

• Team$250

  per workspace / month

  One small and two medium dedicated projects, a SOC 2 report, 10M observability events, 100 GB egress, 50 connections and 180-day trace retention.

• EnterpriseCustom

  RBAC, SSO, audit logs, custom allowances and connections, and dedicated support.