Apm Integrations
DataDog/dd-trace-java
Write a new library instrumentation end-to-end. An agent skill from DataDog/dd-trace-java.
A skill your agent uses when you need to implement or improve Java logging and observability — including selecting SLF4J with Logback/Log4j2, applying proper log levels (ERROR, WARN, INFO, DEBUG…
$ npx skills add jabrena/plinth --skill 181-java-observability-logging -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install jabrena/plinth 181-java-observability-logging --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/jabrena/plinth.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/181-java-observability-logging .claude/skills/181-java-observability-logging && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "181-java-observability-logging" agent skill from https://github.com/jabrena/plinth/tree/main/skills/181-java-observability-logging into .claude/skills/181-java-observability-logging/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "181-java-observability-logging", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/jabrena/plinth/tree/main/skills/181-java-observability-loggingType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add jabrena/plinth --skill 181-java-observability-logging -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install jabrena/plinth 181-java-observability-logging --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jabrena/plinth.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/181-java-observability-logging .agents/skills/181-java-observability-logging && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "181-java-observability-logging" agent skill from https://github.com/jabrena/plinth/tree/main/skills/181-java-observability-logging into .agents/skills/181-java-observability-logging/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "181-java-observability-logging", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add jabrena/plinth --skill 181-java-observability-logging -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install jabrena/plinth 181-java-observability-logging --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jabrena/plinth.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/181-java-observability-logging .cursor/skills/181-java-observability-logging && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "181-java-observability-logging" agent skill from https://github.com/jabrena/plinth/tree/main/skills/181-java-observability-logging into .cursor/skills/181-java-observability-logging/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "181-java-observability-logging", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/jabrena/plinth.git --path skills/181-java-observability-logging--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add jabrena/plinth --skill 181-java-observability-logging -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install jabrena/plinth 181-java-observability-logging --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jabrena/plinth.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/181-java-observability-logging .gemini/skills/181-java-observability-logging && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "181-java-observability-logging" agent skill from https://github.com/jabrena/plinth/tree/main/skills/181-java-observability-logging into .gemini/skills/181-java-observability-logging/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "181-java-observability-logging", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install jabrena/plinth 181-java-observability-loggingInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add jabrena/plinth --skill 181-java-observability-logging -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/jabrena/plinth.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/181-java-observability-logging .github/skills/181-java-observability-logging && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "181-java-observability-logging" agent skill from https://github.com/jabrena/plinth/tree/main/skills/181-java-observability-logging into .github/skills/181-java-observability-logging/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "181-java-observability-logging", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add jabrena/plinth --skill 181-java-observability-logging -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install jabrena/plinth 181-java-observability-logging --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jabrena/plinth.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/181-java-observability-logging .opencode/skills/181-java-observability-logging && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "181-java-observability-logging" agent skill from https://github.com/jabrena/plinth/tree/main/skills/181-java-observability-logging into .opencode/skills/181-java-observability-logging/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "181-java-observability-logging", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
181-java-observability-loggingA skill your agent uses when you need to implement or improve Java logging and observability — including selecting SLF4J with Logback/Log4j2, applying proper log levels (ERROR, WARN, INFO, DEBUG…
181 Java Observability Logging is an agent skill from jabrena/plinth. Use when you need to implement or improve Java logging and observability — including selecting SLF4J with Logback/Log4j2, applying proper log levels (ERROR, WARN, INFO, DEBUG, TRACE), parameterized logging, correlation context, secure logging without sensitive data exposure, environment-specific configuration, log aggregation, monitoring, and alerting. This should trigger for requests such as Improve logging; Apply logging; Refactor logging; Add logging support; Review SLF4J structured logging in Java code. Part…
Its SKILL.md is about 800 tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including reference files (for example `references/181-java-observability-logging.md`).
It sits in DevOps & Cloud, covering Observability and Monitoring and alerting. It works with Java. The repository describes itself as: Plinth is an AI-native engineering toolkit for modern Java enterprise SDLC, built around reusable Commands, Agents, Skills, and MCP Servers. The licence is Apache-2.0.
Read from SKILL.md and the folder at commit dca88dc. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Shell commands in SKILL.md call:
mvnFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
181 Java Observability Logging loads about 804 tokens when it runs, and up to ~4.8k if it reads all its reference files. Until then it costs about 142 tokens; SKILL.md has 294 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from jabrena/plinth at commit dca88dc, republished under its Apache-2.0 licence (© jabrena). 294 words, ~804 tokens.
.claude/skills/181-java-observability-logging/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.Implement effective Java logging following standardized frameworks, meaningful log levels, core practices (parameterized logging, exception handling, no sensitive data), explicit correlation context, flexible configuration, security-conscious logging, monitoring, and alerting.
What is covered in this Skill?
Scope: The reference is organized by examples (good/bad code patterns) for each core area. Apply recommendations based on applicable examples.
Before applying any logging recommendations, ensure the project compiles. Compilation failure is a blocking condition. After applying improvements, run full verification.
./mvnw compile or mvn compile before applying any change./mvnw clean verify or mvn clean verify after applying improvementsRun ./mvnw compile or mvn compile and stop immediately if compilation fails.
Read references/181-java-observability-logging.md and evaluate framework usage, log levels, sensitive-data handling, and config gaps.
Implement selected framework/configuration/practice changes, including secure logging and monitoring integration where applicable.
Run ./mvnw clean verify or mvn clean verify after applying improvements.
For detailed guidance, examples, and constraints, see references/181-java-observability-logging.md.
© jabrena, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 1 other file (references) in skills/181-java-observability-logging of jabrena/plinth.
Open the folder on GitHubat commit dca88dc
181 Java Observability Logging next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| 181 Java Observability Logging this skilljabrena/plinth | 446 | — | ~804 | Automated safety check: Pass | Apache-2.0 | |
| Apm IntegrationsDataDog/dd-trace-java | 736 | — | ~3.7k | Automated safety check: Notes | Apache-2.0 | |
| Opentelemetrygrafana/skills | 279 | — | ~1.7k | Automated safety check: Pass | Apache-2.0 | |
| Axiom Dashboard Builderopenclaw/clawhub | 9.5k | — | ~4.9k | Automated safety check: Pass | MIT | |
| Happy Infra Metrics and Grafanaslopus/happy | 24k | — | ~2k | Automated safety check: Notes | MIT | |
| Axiom Cost Controlopenclaw/clawhub | 9.5k | — | ~1.7k | Automated safety check: Pass | MIT |
DataDog/dd-trace-java
Write a new library instrumentation end-to-end. An agent skill from DataDog/dd-trace-java.
grafana/skills
Instrument any app with OpenTelemetry and ship metrics / logs / traces to Grafana Cloud or self-hosted Mimir / Loki / Tempo / Pyroscope.
openclaw/clawhub
Designs and deploys Axiom dashboards through the API, choosing chart types and writing APL or metrics queries, with templates and migration notes for Splunk and Grafana.
slopus/happy
Queries live Prometheus metrics and manages Grafana dashboards as code for Happy's infrastructure, using the grafanactl CLI and the Grafana datasource proxy API.
openclaw/clawhub
Finds unused data in Axiom by analyzing query patterns, then deploys a cost dashboard and ingest monitors to keep spend under the contract limit.
kubesphere/kubesphere
Installs and configures the WizTelemetry Platform Service extension for KubeSphere, the shared API server behind its observability extensions.
jabrena/plinth
A skill your agent uses when you need to add or review fuzz testing for Java APIs with CATS — including contract-driven negative testing, malformed payload validation, boundary input exploration, CI…
jabrena/plinth
A skill your agent uses when you need to generate Java project diagrams — including UML sequence diagrams, UML class diagrams, C4 model diagrams, UML state machine diagrams, UML Deployment Diagrams…
jabrena/plinth
A skill your agent uses when you need to add or configure Maven plugins in your pom.xml — including quality tools (enforcer, surefire, failsafe, jacoco, pitest, spotbugs, pmd), security scanning…
jabrena/plinth
A skill your agent uses when you need to set up JMeter performance testing for a Java project — including creating the run-jmeter.sh script from the exact template, configuring load tests with…
jabrena/plinth
A skill your agent uses when you need to set up Java application profiling to detect and measure performance issues — including trusted preinstalled async-profiler v4.x setup, problem-driven…
jabrena/plinth
A skill your agent uses when you need to generate a checklist document with embedded commands inventory, following the embedded template exactly and producing INVENTORY-COMMANDS-JAVA.md in the…
Works with
Categories
A skill your agent uses when you need to implement or improve Java logging and observability — including selecting SLF4J with Logback/Log4j2, applying proper log levels (ERROR, WARN, INFO, DEBUG…. 181 Java Observability Logging is an agent skill from jabrena/plinth. Use when you need to implement or improve Java logging and observability — including selecting SLF4J with Logback/Log4j2, applying proper log levels (ERROR, WARN, INFO, DEBUG, TRACE), parameterized logging, correlation context, secure logging without sensitive data exposure, environment-specific configuration, log aggregation, monitoring, and alerting.
181 Java Observability Logging fits situations like: you need to implement; improve Java logging and observability — including selecting SLF4J with Logback/Log4j2; applying proper log levels (ERROR; parameterized logging.
Run `npx skills add jabrena/plinth --skill 181-java-observability-logging -a claude-code`. Or copy the skill folder (skills/181-java-observability-logging in jabrena/plinth) into .claude/skills/181-java-observability-logging in your project. Claude Code loads it when a task matches its description.
Run `npx skills add jabrena/plinth --skill 181-java-observability-logging -a codex`. Or copy the skill folder (skills/181-java-observability-logging in jabrena/plinth) into .agents/skills/181-java-observability-logging in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add jabrena/plinth --skill 181-java-observability-logging -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/181-java-observability-logging, .gemini/skills/181-java-observability-logging, .github/skills/181-java-observability-logging and .opencode/skills/181-java-observability-logging in your project.
Going by SKILL.md and its folder, 181 Java Observability Logging needs the command-line tools its instructions call (mvn).
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
181 Java Observability Logging is published under the Apache-2.0 licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 804 tokens (SKILL.md is roughly 3.2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 4k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with 181 Java Observability Logging: Apm Integrations (DataDog/dd-trace-java, 736 stars), Opentelemetry (grafana/skills, 279 stars), Axiom Dashboard Builder (openclaw/clawhub, 9.5k stars) and Happy Infra Metrics and Grafana (slopus/happy, 24k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
jabrena (a GitHub user) maintains it in jabrena/plinth, which has 446 GitHub stars. The repository holds 124 skills in this directory. The repository was last updated on October 7, 2026.
Source: jabrena/plinth on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.