Agent-Ready Go
Make Go applications work effectively with AI coding agents by ensuring all tooling produces machine-readable output, errors are structured, and commands run non-interactively by default.
Workflow
Making a Go app agent-ready involves these steps:
- Audit — identify gaps against the agent-readiness checklist
- Structured logging — add/configure slog, Zap, ZeroLog, or Logrus with JSON output
- Machine-readable output — ensure all commands can emit JSON
- Linting — add
.golangci.ymlwith thorough config - Testing — ensure
go test -race -count=1 -timeout=5mwith coverage thresholds - Error handling — structured errors, meaningful exit codes
- Non-interactive design —
--yes/-yflags, env vars over prompts - Makefile — standardize
build,test,lint,covertargets
For greenfield projects, apply all steps. For existing projects, run the audit first and address only what's missing.
Step 1: Audit
Run this checklist against the project. Address each ❌:
- Structured logger configured (slog / Zap / ZeroLog / Logrus)
- Logger outputs JSON when not a TTY or when
LOG_FORMAT=json - CLI commands support
--jsonor--output jsonflag -
.golangci.ymlexists with a thorough linter set -
go test -racepasses - Code coverage ≥ 80% enforced
-
go vet ./...passes clean - All errors wrapped with context (
fmt.Errorf("...: %w", err)) - Exit codes: 0 = success, non-zero = failure (no panics in CLI entry)
-
context.Contextthreaded through all I/O-bound functions - Interactive prompts have
--yes/-ybypass flag -
Makefilewithbuild,test,lint,cover,citargets - Graceful shutdown on SIGTERM/SIGINT (HTTP services)
- Health check endpoints (
/healthz,/readyz) for HTTP services -
govulncheck ./...passes clean -
NO_COLORrespected; no ANSI codes in non-TTY output - Config loaded from env vars with validation at startup
Step 2: Structured Logging
See references/logging.md for setup patterns for slog, Zap, ZeroLog, and Logrus.
Key requirements:
- Use JSON format when
!isatty(os.Stdout.Fd())orLOG_FORMAT=json - Include fields:
level,ts,msg, plus context fields - Never use
fmt.Printlnfor operational log output - Log to stderr; keep stdout clean for machine-readable data
Step 3: Machine-Readable Output
Agents parse stdout to validate results. Every non-trivial command must support JSON output.
var outputJSON bool
cmd.Flags().BoolVar(&outputJSON, "json", false, "output results as JSON")
if outputJSON {
enc := json.NewEncoder(os.Stdout)
enc.SetIndent("", " ")
_ = enc.Encode(result)
} else {
fmt.Printf("Created: %s\n", result.Name)
}
Rule: structured data → stdout; progress/human messages → stderr.
fmt.Fprintln(os.Stderr, "Processing...") // progress to stderr
json.NewEncoder(os.Stdout).Encode(result) // data to stdout
Step 4: Linting
Copy assets/.golangci.yml to the project root, then:
golangci-lint run ./...
Requires golangci-lint v1.59+ (v1.x series).
See references/testing.md for linter explanations and tuning guidance.
Step 5: Testing
See references/testing.md for full testing setup.
go test -race -count=1 -timeout=5m -coverprofile=coverage.out ./...
go tool cover -func=coverage.out | tail -1
Enforce minimum coverage in CI:
COVERAGE=$(go tool cover -func=coverage.out | tail -1 | awk '{print $3}' | tr -d '%')
[ $(echo "$COVERAGE >= 80" | bc -l) -eq 1 ] || { echo "Coverage ${COVERAGE}% < 80%"; exit 1; }
Step 6: Error Handling
See references/error-handling.md for structured error patterns and exit code conventions.
Quick rules:
- Always wrap:
fmt.Errorf("loading config: %w", err) - CLI
main()catches all errors and exits with appropriate code - Never call
os.Exitdeep in business logic — return errors up - Never
panicoutside ofinit()/ package-level setup
Step 7: Non-Interactive Design
See references/non-interactive.md for patterns.
Any prompt that blocks agent execution must have a --yes/-y bypass:
if !yes {
confirmed, _ := promptConfirm("Delete all records?")
if !confirmed {
return nil
}
}
// proceed
Step 8: Makefile
Copy assets/Makefile to the project root. Adjust
BINARY_NAME and MAIN_PKG for the project.
Standard targets: make build, make test, make lint, make cover,
make ci (runs full pipeline).
Resources
| File | Contents |
|---|---|
| references/logging.md | slog, Zap, ZeroLog, Logrus JSON setup |
| references/testing.md | Race detector, coverage, golangci-lint tuning |
| references/error-handling.md | Structured errors, exit codes, context |
| references/non-interactive.md | --yes flags, env vars, stdin detection |
| references/services.md | HTTP graceful shutdown, health checks, OTel, request ID |
| references/config.md | Configuration management, env var parsing, validation |
| assets/.golangci.yml | Production-ready linter config |
| assets/Makefile | Standard build/test/lint/cover targets |