* docs: update all four documentation guides and mark Q2 complete - ai-native-services: add WithMCP one-liner, standalone gateway, WebSocket client example, and OpenTelemetry observability section - mcp-security: add OTel distributed tracing, WebSocket authentication (connection-level and per-message), DeniedReason audit field - tool-descriptions: add manual overrides with WithEndpointDocs and export formats section - agent-patterns: add LangChain/LlamaIndex SDK pattern and standalone gateway production pattern with Docker example - Update roadmap: mark Q2 documentation as complete, Q2 at 100% - Update status: reflect all recent completions, shift priorities https://claude.ai/code/session_01GkduEhcrqcG45rdfYh8dAc * feat: add agent demo example and blog post Add examples/agent-demo with a multi-service project management app (projects, tasks, team) that demonstrates AI agents interacting with Go Micro services through MCP. Includes seed data and example prompts. Add blog post 4 "Agents Meet Microservices: A Hands-On Demo" walking through the example code and showing cross-service agent workflows. https://claude.ai/code/session_01GkduEhcrqcG45rdfYh8dAc * feat: enable multiple services in a single binary Remove global state mutations from service and cmd option functions so that configuring one service no longer overwrites another's settings. Key changes: - service/options.go: remove all DefaultXxx global writes from option functions; newOptions() now creates fresh Server, Client, Store, and Cache per service while sharing Registry, Broker, and Transport - cmd/cmd.go: newCmd() uses local copies instead of pointers to package globals; Before() no longer mutates DefaultXxx vars - cmd/options.go: remove global mutations from all option functions - service/service.go: export ServiceImpl type for cross-package use - service/group.go: new Group type for multi-service lifecycle - micro.go: add Start/Stop to Service interface, expose Group and NewGroup convenience function - examples/multi-service: working example with two services https://claude.ai/code/session_01GkduEhcrqcG45rdfYh8dAc * docs: highlight multi-service binary support Add multi-service section to README with code example, update features list, add to examples index, and note in status summary. https://claude.ai/code/session_01GkduEhcrqcG45rdfYh8dAc * feat: unify service API and clean up developer experience - Unified service creation: micro.New("name", opts...) as canonical API - Clean handler registration: service.Handle(handler, opts...) accepts server.HandlerOption args directly, no need to reach through Server() - Unexported serviceImpl: users interact through Service interface only - Service groups use Service interface (not concrete type) - Fixed Stop() to properly propagate BeforeStop/AfterStop errors - Fixed store init: error-level log instead of fatal on init failure - Updated all examples to use consistent patterns - Updated README, getting-started, MCP docs, and guides - Added blog post about the DX cleanup https://claude.ai/code/session_01GkduEhcrqcG45rdfYh8dAc * fix: add blog post 5 to blog index Blog post 5 (Developer Experience Cleanup) existed as a file but was missing from the blog index page. https://claude.ai/code/session_01GkduEhcrqcG45rdfYh8dAc * feat: make micro new generate MCP-enabled services by default - main.go template includes mcp.WithMCP(":3001") by default - Handler template has agent-friendly doc comments with @example tags - Proto template has descriptive field comments - README includes MCP usage, Claude Code config, and tool description tips - Makefile adds mcp-tools, mcp-test, mcp-serve targets - go.mod updated to Go 1.22 - Added --no-mcp flag to opt out of MCP integration - Post-create output shows MCP endpoint URLs https://claude.ai/code/session_01GkduEhcrqcG45rdfYh8dAc * docs: add MCP migration guide and troubleshooting guide - Migration guide: 3 approaches to add MCP to existing services (WithMCP one-liner, standalone gateway, CLI) - Troubleshooting guide: common issues with agents, WebSocket, Claude Code, auth, rate limiting, and performance https://claude.ai/code/session_01GkduEhcrqcG45rdfYh8dAc * refactor: rename model/ package to ai/ for AI model providers The model/ package name conflicted with the conventional use of "model" for data models. Renamed to ai/ which better describes the package's purpose (AI provider abstraction for Anthropic, OpenAI, etc.) and frees up model/ for future data model layer use. - Rename model/ → ai/ with package name change - Update all Go imports from go-micro.dev/v5/model to go-micro.dev/v5/ai - Update cmd/micro/server/server.go references (model.X → ai.X) - Update all documentation and roadmap references - All tests pass, CLI builds successfully https://claude.ai/code/session_01GkduEhcrqcG45rdfYh8dAc * feat: add model package for typed data access with CRUD and queries New model/ package provides a typed data model layer using Go generics. Supports structured CRUD operations, WHERE filters, ordering, pagination, and automatic schema creation from struct tags. Three backends: - memory: in-memory for development and testing - sqlite: embedded SQL for dev and single-node production - postgres: full PostgreSQL for production deployments Key features: - Generic Model[T] with Create/Read/Update/Delete/List/Count - Query builder: Where(), WhereOp(), OrderAsc/Desc(), Limit(), Offset() - Struct tags: model:"key" for primary key, model:"index" for indexes - Auto table creation from struct schema - 19 tests passing across memory and sqlite backends https://claude.ai/code/session_01GkduEhcrqcG45rdfYh8dAc * feat: add model code generation to protoc-gen-micro Extend the micro plugin to generate model structs from proto messages annotated with // @model. Generated alongside client/server code in the same .pb.micro.go file. For a proto message like: // @model message User { string id = 1; string name = 2; } Generates: - UserModel struct with model:"key" and json tags - NewUserModel(db) factory returning *model.Model[UserModel] - UserModelFromProto(*User) *UserModel converter - (*UserModel).ToProto() *User converter Supports @model(table=custom_table, key=custom_field) options. Adds GetComments() to generator for plugin comment inspection. https://claude.ai/code/session_01GkduEhcrqcG45rdfYh8dAc * feat: add Model() to Service interface for Client/Server/Model trifecta Every service now exposes Client(), Server(), and Model() — call services, handle requests, and save/query data from the same interface. Includes README docs, blog post, and a full model guide on the docs site. https://claude.ai/code/session_01GkduEhcrqcG45rdfYh8dAc --------- Co-authored-by: Claude <noreply@anthropic.com>
Model Package
The model package provides a typed data model layer with CRUD operations, query filtering, and multiple database backends. It uses Go generics for type-safe access.
Unlike the store package (which is a raw KV abstraction), model provides structured data access with schema awareness, WHERE queries, ordering, pagination, and indexes.
Quick Start
import (
"context"
"go-micro.dev/v5/model"
"go-micro.dev/v5/model/memory"
)
// Define your model with struct tags
type User struct {
ID string `json:"id" model:"key"`
Name string `json:"name" model:"index"`
Email string `json:"email"`
Age int `json:"age"`
}
// Create a database and model
db := memory.New()
users := model.New[User](db)
ctx := context.Background()
// Create
users.Create(ctx, &User{ID: "1", Name: "Alice", Email: "alice@example.com", Age: 30})
// Read
user, _ := users.Read(ctx, "1")
fmt.Println(user.Name) // "Alice"
// Update
user.Name = "Alice Smith"
users.Update(ctx, user)
// Delete
users.Delete(ctx, "1")
Struct Tags
| Tag | Description | Example |
|---|---|---|
model:"key" |
Primary key field | ID string \model:"key"`` |
model:"index" |
Create an index on this field | Name string \model:"index"`` |
json:"name" |
Column name in the database | Name string \json:"name"`` |
If no model:"key" tag is found, the package defaults to a field with json:"id" or column name id.
Querying
// Filter by field value
users.List(ctx, model.Where("name", "Alice"))
// Comparison operators
users.List(ctx, model.WhereOp("age", ">", 25))
users.List(ctx, model.WhereOp("name", "LIKE", "Ali%"))
// Ordering
users.List(ctx, model.OrderAsc("name"))
users.List(ctx, model.OrderDesc("age"))
// Pagination
users.List(ctx, model.Limit(10), model.Offset(20))
// Combine
users.List(ctx,
model.Where("status", "active"),
model.WhereOp("age", ">=", 18),
model.OrderDesc("created_at"),
model.Limit(25),
)
// Count
total, _ := users.Count(ctx)
active, _ := users.Count(ctx, model.Where("status", "active"))
Backends
Memory (Development & Testing)
import "go-micro.dev/v5/model/memory"
db := memory.New()
In-memory storage. No persistence. Fast. Good for tests and prototyping.
SQLite (Development & Single-Node Production)
import "go-micro.dev/v5/model/sqlite"
db := sqlite.New("app.db") // File-based
db := sqlite.New(":memory:") // In-memory (testing)
Embedded SQL database. Zero external dependencies. Supports WHERE, indexes, ordering natively.
Postgres (Production)
import "go-micro.dev/v5/model/postgres"
db := postgres.New("postgres://user:pass@localhost/mydb?sslmode=disable")
Full PostgreSQL support. Best for production with rich query capabilities.
Table Names
By default, the table name is the lowercase struct name + "s" (e.g., User → users). Override with WithTable:
users := model.New[User](db, model.WithTable("app_users"))
Database Interface
All backends implement the model.Database interface:
type Database interface {
Init(...Option) error
NewTable(schema *Schema) error
Create(ctx context.Context, schema *Schema, key string, fields map[string]any) error
Read(ctx context.Context, schema *Schema, key string) (map[string]any, error)
Update(ctx context.Context, schema *Schema, key string, fields map[string]any) error
Delete(ctx context.Context, schema *Schema, key string) error
List(ctx context.Context, schema *Schema, opts ...QueryOption) ([]map[string]any, error)
Count(ctx context.Context, schema *Schema, opts ...QueryOption) (int64, error)
Close() error
String() string
}
Model vs Store
| Feature | store |
model |
|---|---|---|
| Data format | Raw []byte |
Typed Go structs |
| Queries | Key prefix/suffix only | WHERE, operators, LIKE |
| Ordering | None | ORDER BY field ASC/DESC |
| Pagination | Limit/Offset on keys | Limit/Offset on results |
| Indexes | None | Via model:"index" tag |
| Schema | None (schemaless KV) | Auto-created from struct |
| Backends | Memory, File, MySQL, Postgres, NATS | Memory, SQLite, Postgres |
| Use case | Config, sessions, cache | Application data, entities |
Testing
go test ./model/...