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blog	Developer Experience Cleanup: One Way to Do Things	/blog/5	Unified service creation, cleaner handler registration, and modular monolith support — the Go Micro DX overhaul

Developer Experience Cleanup: One Way to Do Things

March 4, 2026 — By the Go Micro Team

Go Micro has always prioritized getting out of your way. But over time, the API accumulated multiple ways to do the same thing — micro.New(), micro.NewService(), service.New(), three different handler registration patterns. If you're building something for AI agents or running a modular monolith, you shouldn't have to choose between equivalent APIs.

We've cleaned it up. Here's what changed and why.

One Way to Create a Service

Before, there were three ways to create a service:

// Old: three equivalent patterns
service := micro.New("greeter")                        // name only
service := micro.NewService(micro.Name("greeter"))     // options only
service := service.New(service.Name("greeter"))        // internal package

Now there's one canonical pattern:

service := micro.New("greeter")
service := micro.New("greeter", micro.Address(":8080"))

Name is always the first argument. Options follow. NewService still works (it's deprecated, not removed), but every example, doc, and guide now uses micro.New().

Clean Handler Registration

Registering handlers used to require reaching through to the server:

// Old: verbose, leaks abstraction
handler := service.Server().NewHandler(
    &TaskService{tasks: make(map[string]*Task)},
    server.WithEndpointScopes("TaskService.Create", "tasks:write"),
)
service.Server().Handle(handler)

Now service.Handle() accepts handler options directly:

// New: clean, one call
service.Handle(
    &TaskService{tasks: make(map[string]*Task)},
    server.WithEndpointScopes("TaskService.Create", "tasks:write"),
)

For the common case with no options, it's just:

service.Handle(new(Greeter))

Modular Monoliths with Service Groups

Run multiple services in a single binary. Each service gets isolated state (server, client, store, cache) while sharing infrastructure (registry, broker, transport):

users := micro.New("users", micro.Address(":9001"))
orders := micro.New("orders", micro.Address(":9002"))

users.Handle(new(Users))
orders.Handle(new(Orders))

g := micro.NewGroup(users, orders)
g.Run()

Start as a monolith, split into separate binaries when you need independent scaling. The Group handles signals and coordinated shutdown — all services start together and stop together.

MCP Integration in One Line

Every service is automatically an MCP tool. Add a gateway alongside your service with one option:

service := micro.New("greeter",
    micro.Address(":9090"),
    mcp.WithMCP(":3000"),
)

service.Handle(new(Greeter))
service.Run()

Your Go comments become tool descriptions. Your struct tags become parameter schemas. No glue code.

Bug Fixes

• Stop() error handling: Previously, Stop() would silently swallow errors from BeforeStop hooks. Now all errors are properly propagated.
• Store initialization: Fatal-level log on store init failure changed to error-level — a store init failure shouldn't crash your service.
• Service interface: The internal implementation is now properly unexported. Users interact through the service.Service interface, not a concrete type.

What This Means for You

If you're building new services, use micro.New("name", opts...) and service.Handle(). That's it.

If you have existing code using micro.NewService() or service.Server().Handle(), everything still works — we didn't break anything. But the docs, examples, and guides all point to the new patterns now.

The goal is simple: when someone asks "how do I create a service?", there should be exactly one answer.

See the updated Getting Started guide and the agent demo for working examples.