Logging from a Scala Agent

SkillCommunication

Adds logging so your Scala Golem agent can print debug, info and error messages while running.

Available today. Use it from your connected AI after setup.

Add ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.

Then ask your AI: use the Logging from a Scala Agent skill

About this skill

Adding logging to a Scala Golem agent. Use when the user asks about logging, log messages, log levels, wasi:logging, golem.wasi.Logging, or printing debug/info/error output from a Scala agent.

What this skill tells your AI

The instructions your AI receives, as published by golemcloud/golem in golem-skills/skills/scala/golem-logging-scala/SKILL.md and read by ahel’s review.

The Scala SDK provides golem.wasi.Logging — a typed facade over wasi:logging/logging with convenience methods for each log level and an optional context parameter.

Quick Start

Import and use the Logging object directly — no initialization needed:

import golem.wasi.Logging

Logging.info("order created: " + orderId)
Logging.debug("processing item: " + itemId)
Logging.warn("retry attempt " + attempt + " for request " + reqId)
Logging.error("failed to connect: " + err.getMessage)

Log Levels

MethodWASI LevelUse for
Logging.trace(msg)traceFine-grained control flow
Logging.debug(msg)debugDebugging information
Logging.info(msg)infoMonitoring, normal operations
Logging.warn(msg)warnHazardous situations
Logging.error(msg)errorSerious errors
Logging.critical(msg)criticalFatal errors

Context Strings

Every method accepts an optional context parameter (defaults to ""). Use it to scope log entries to a subsystem or request:

Logging.info("connected to database", context = "db")
Logging.debug(s"query took ${ms}ms", context = "db/query")
Logging.error(s"timeout after ${retries} retries", context = "http-client")

For the lowest-level API, call Logging.log directly:

Logging.log(Logging.Level.Critical, "shutdown", "system is shutting down")

Using println / System.err.println

Standard output and error also work and are captured by Golem:

println("stdout message")
System.err.println("stderr message")

These appear in golem agent stream output but lack log levels and context. Prefer Logging.* methods for structured, filterable logging.

Viewing Logs

Stream live agent output:

golem agent stream '<agent-id>'

Or during an invocation:

golem agent invoke '<agent-id>' '<method>' [args]

Key Points

  • No setup needed — golem.wasi.Logging is available from golem-scala-core which is already in the project dependencies
  • All methods map directly to the wasi:logging/logging WASI interface
  • Context strings help group and filter log entries by subsystem
  • Logs are recorded in the oplog and visible via golem agent stream and golem agent invoke
  • Logging is a side effect — during replay (crash recovery), log calls from replayed operations are skipped

Signals

GitHub stars
2k
Forks
210
Last commit
Sep 2026
Advanced
Item type
skill
Key
golem-logging-scala
Source
github.com/golemcloud/golem