production-observability SKILL.md skillA
production-observability from rrezartprebreza/spring-boot-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add rrezartprebreza/spring-boot-skills/production-observability@git:20260814.237485ePins git:20260814.237485e in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- rrezartprebreza/spring-boot-skills
- Path
skills/spring-boot-3/production-observability/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260814.237485e, committed Aug 14, 2026
- First version recorded
- Aug 10, 2026
- Size
- 2,457 bytes
- Repository stars
- 338
- License
- MIT
Use when adding service-wide Spring Boot 3 Actuator, Micrometer metrics, distributed tracing, OpenTelemetry export, structured logging, health probes, dashboards, or alerts. Combine with ai-observability only for Spring AI-specific token, prompt, and model telemetry.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Production Observability Instrument user-visible operations and operational boundaries, not every method. ## Baseline - Add Actuator and one metrics registry selected by the deployment platform. - Use Micrometer Observation for application metrics and traces. - Use Micrometer Tracing with the chosen bridge; do not mix tracing APIs throughout business code. - Export through OTLP when the platform standardizes on OpenTelemetry collectors. - Expose only required actuator endpoints and secure every non-public endpoint. ## Observation conventions - Name observations by stable operation, such as `orders.create`. - Keep metric tags low-cardinality: method, outcome, region, or bounded status. - Put request IDs, user IDs, order IDs, and exception messages only in traces or logs. - Propagate context across `@Async`, executor, and Reactor boundaries. - Record latency, throughput, failures, and saturation for every external dependency. ## Health and readiness - Keep liveness independent from remote systems so a dependency outage does not restart every pod. - Put required dependencies in readiness groups. …
Read the whole file at its exact version.
How to install
mdr add rrezartprebreza/spring-boot-skills/production-observability@sha256:0ad170439cc6d169The line at the top of this page pins the label git:20260814.237485e, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_jaia46k56dnc4cvv)
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Versions
The registry has recorded 2 versions of this file, between Aug 10, 2026 and Aug 14, 2026, about one every 4 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260814.237485e latest | 2026-08-14 | 237485e | 2,457 B | A | view · diff |
| git:20260810.7551dc9 | 2026-08-10 | 7551dc9 | 2,379 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (2457 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
rrezartprebreza/spring-boot-skills · 338 stars · license MIT · pushed 2026-11-02 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_jaia46k56dnc4cvv GET https://markdownregistry.com/api/v1/resolve?ref=rrezartprebreza/spring-boot-skills/production-observability GET https://markdownregistry.com/api/v1/blob/0ad170439cc6d169d36abd457c4f2793b50b70b00441d4291341e41987cdfdc9
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.