Provides patterns to configure Spring Boot Actuator for production-grade monitoring, health probes, secured management endpoints, and Micrometer metrics across JVM services.
SkillScore100Maintained
Automatic
◆Coding pack
Last verified 8/21/2026
What it changes
Passed 23 of 23 test cases with the skill, and 21 of 23 without it.
Without skill91%
With skill100%
Checks it passed that the model alone missed
Configures property prefix server.observation
Specifies maximum execution threshold of 250 milliseconds
2 fixed21 passed either way0 still failing0 broke
Pass-rate lift
+9 pp
Tokens
+181%
Agent turns
0%
Response time
-26%
Model gemini-3.6-flashMeasured 8/21/2026v123 of 23 cases passed with skill
Tokens, turns and time describe resource use, not a dollar price.
See it in action
One of 2 test cases the skill fixed. Same model, same prompt, with and without the skill.
1 of 2
Prompt
In Spring Boot 3.2+, what configuration property prefix configures server observation settings for HTTP request metrics (http.server.requests)?
What was checked, without and with the skill
Checked
Without skill
With skill
Configures property prefix server.observation
Missed
Passed
case-16 · gemini-3.6-flash · 8/21/2026 · answers are capped and redacted
What's inside
The instructions your model reads when the skill loads.
SKILL.md193 lines17 filesincludes scripts
Spring Boot Actuator Skill
Overview
Deliver production-ready observability for Spring Boot services using Actuator endpoints, probes, and Micrometer integration.
Standardize health, metrics, and diagnostics configuration while delegating deep reference material to references/.
Support platform requirements for secure operations, SLO reporting, and incident diagnostics.
When to Use
Trigger: "enable actuator endpoints" – Bootstrap Actuator for a new or existing Spring Boot service.
Trigger: "secure management port" – Apply Spring Security policies to protect management traffic.
Trigger: "configure health probes" – Define readiness and liveness groups for orchestrators.
Trigger: "export metrics to prometheus" – Wire Micrometer registries and tune metric exposure.
Trigger: "debug actuator startup" – Inspect condition evaluations and startup metrics when endpoints are missing or slow.
Provides dependency injection patterns for Spring Boot projects, including constructor-first design, optional collaborator handling, bean selection, and wiring validation. Use when creating services and configurations, replacing field injection, or troubleshooting ambiguous or fragile Spring wiring.