ai-observability SKILL.md skillA
ai-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/ai-observability@git:20261022.b22f8c0Pins git:20261022.b22f8c0 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/ai-observability/SKILL.md- Versions recorded
- 4
- Latest version
- git:20261022.b22f8c0, committed Oct 22, 2026
- First version recorded
- Jul 4, 2026
- Size
- 7,344 bytes
- Repository stars
- 338
- License
- MIT
Use when adding Spring AI-specific model observations, token usage, latency, externally configured cost attribution, advisor telemetry, or protected prompt and completion logging. Use production-observability for general service metrics, health, logs, and OTLP setup.
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
# AI Observability
## Dependencies
```xml
<dependency>
<groupId>org.springframework.boot</groupId>
<artifactId>spring-boot-starter-actuator</artifactId>
</dependency>
<dependency>
<groupId>io.micrometer</groupId>
<artifactId>micrometer-registry-prometheus</artifactId>
</dependency>
```
## Spring AI Built-in Observability
Spring AI 1.0+ includes built-in Micrometer instrumentation:
```yaml
spring:
ai:
chat:
observations:
log-prompt: false # GA renamed include-prompt → log-prompt. true only in local dev (PII)
log-completion: false # GA renamed include-completion → log-completion
management:
metrics:
tags:
application: order-service
endpoints:
web:
exposure:
include: health,prometheus,metrics
```
Auto-generated metrics (OpenTelemetry GenAI semantic conventions):
- `gen_ai.client.operation` — model call latency, tagged with provider and model
- `gen_ai.client.token.usage` — token counts (input/output/total)
- `spring.ai.chat.client` — ChatClient-level operation timer/span
## Custom AI Metrics
```java
@Component
@RequiredArgsConstructor
public class AiMetrics {
…Read the whole file at its exact version.
How to install
mdr add rrezartprebreza/spring-boot-skills/ai-observability@sha256:da3cebd19453e7f9The line at the top of this page pins the label git:20261022.b22f8c0, 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_ptocp3bqej557gab)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 4 versions of this file, between Jul 4, 2026 and Oct 22, 2026, about one every 37 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261022.b22f8c0 latest | 2026-10-22 | b22f8c0 | 7,344 B | A | view · diff |
| git:20261017.a317397 | 2026-10-17 | a317397 | 6,639 B | A | view · diff |
| git:20260814.237485e | 2026-08-14 | 237485e | 6,585 B | A | view · diff |
| git:20260704.22f1701 | 2026-07-04 | 22f1701 | 6,820 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 (7344 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_ptocp3bqej557gab GET https://markdownregistry.com/api/v1/resolve?ref=rrezartprebreza/spring-boot-skills/ai-observability GET https://markdownregistry.com/api/v1/blob/da3cebd19453e7f93b29848b130026c72c0d07034cfa686cf24add1bda6401cb
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.