Monitoring Observability
ahmedasmar/devops-claude-skills
Monitoring and observability strategy, implementation, and troubleshooting.
Set up tracing, metrics and dashboards for Istio, Linkerd and other service meshes, with golden-signal alerts, SLOs and guidance on sampling and cardinality.
$ npx skills add wshobson/agents --skill service-mesh-observability -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install wshobson/agents service-mesh-observability --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/wshobson/agents.git skills-src && mkdir -p .claude/skills && cp -r skills-src/plugins/cloud-infrastructure/skills/service-mesh-observability .claude/skills/service-mesh-observability && 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 "service-mesh-observability" agent skill from https://github.com/wshobson/agents/tree/main/plugins/cloud-infrastructure/skills/service-mesh-observability into .claude/skills/service-mesh-observability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "service-mesh-observability", 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/wshobson/agents/tree/main/plugins/cloud-infrastructure/skills/service-mesh-observabilityType 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 wshobson/agents --skill service-mesh-observability -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install wshobson/agents service-mesh-observability --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/wshobson/agents.git skills-src && mkdir -p .agents/skills && cp -r skills-src/plugins/cloud-infrastructure/skills/service-mesh-observability .agents/skills/service-mesh-observability && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "service-mesh-observability" agent skill from https://github.com/wshobson/agents/tree/main/plugins/cloud-infrastructure/skills/service-mesh-observability into .agents/skills/service-mesh-observability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "service-mesh-observability", 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 wshobson/agents --skill service-mesh-observability -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install wshobson/agents service-mesh-observability --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/wshobson/agents.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/plugins/cloud-infrastructure/skills/service-mesh-observability .cursor/skills/service-mesh-observability && 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 "service-mesh-observability" agent skill from https://github.com/wshobson/agents/tree/main/plugins/cloud-infrastructure/skills/service-mesh-observability into .cursor/skills/service-mesh-observability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "service-mesh-observability", 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/wshobson/agents.git --path plugins/cloud-infrastructure/skills/service-mesh-observability--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 wshobson/agents --skill service-mesh-observability -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install wshobson/agents service-mesh-observability --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/wshobson/agents.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/plugins/cloud-infrastructure/skills/service-mesh-observability .gemini/skills/service-mesh-observability && 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 "service-mesh-observability" agent skill from https://github.com/wshobson/agents/tree/main/plugins/cloud-infrastructure/skills/service-mesh-observability into .gemini/skills/service-mesh-observability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "service-mesh-observability", 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 wshobson/agents service-mesh-observabilityInstalls 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 wshobson/agents --skill service-mesh-observability -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/wshobson/agents.git skills-src && mkdir -p .github/skills && cp -r skills-src/plugins/cloud-infrastructure/skills/service-mesh-observability .github/skills/service-mesh-observability && 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 "service-mesh-observability" agent skill from https://github.com/wshobson/agents/tree/main/plugins/cloud-infrastructure/skills/service-mesh-observability into .github/skills/service-mesh-observability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "service-mesh-observability", 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 wshobson/agents --skill service-mesh-observability -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install wshobson/agents service-mesh-observability --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/wshobson/agents.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/plugins/cloud-infrastructure/skills/service-mesh-observability .opencode/skills/service-mesh-observability && 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 "service-mesh-observability" agent skill from https://github.com/wshobson/agents/tree/main/plugins/cloud-infrastructure/skills/service-mesh-observability into .opencode/skills/service-mesh-observability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "service-mesh-observability", 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.
service-mesh-observabilitySet up tracing, metrics and dashboards for Istio, Linkerd and other service meshes, with golden-signal alerts, SLOs and guidance on sampling and cardinality.
The skill covers observability for service meshes such as Istio and Linkerd: distributed tracing across services, mesh metrics and dashboards, dependency visualization and SLOs for service-to-service communication. The work is framed around the three pillars of observability and a golden-signals table for the mesh.
That table pairs latency (P50 and P99), traffic, errors and saturation with alert thresholds: P99 above 500ms, anomaly detection for traffic, an error rate above 1 percent and resource use above 80 percent. Other advice covers sampling every trace in development but only a small share in production, propagating trace context headers consistently, linking metrics to traces with exemplars, limiting label cardinality, using hot and cold storage tiers and watching what observability itself costs. Templates are in references/details.md.
2 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 46891e7. 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.
No scripts in the folder and no shell commands in SKILL.md.
From 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.
Service Mesh Observability loads about 607 tokens when it runs, and up to ~2.5k if it reads all its reference files. Until then it costs about 63 tokens; SKILL.md has 166 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 wshobson/agents at commit 46891e7, republished under its MIT licence (© wshobson). 166 words, ~607 tokens.
.claude/skills/service-mesh-observability/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.Complete guide to observability patterns for Istio, Linkerd, and service mesh deployments.
┌─────────────────────────────────────────────────────┐
│ Observability │
├─────────────────┬─────────────────┬─────────────────┤
│ Metrics │ Traces │ Logs │
│ │ │ │
│ • Request rate │ • Span context │ • Access logs │
│ • Error rate │ • Latency │ • Error details │
│ • Latency P50 │ • Dependencies │ • Debug info │
│ • Saturation │ • Bottlenecks │ • Audit trail │
└─────────────────┴─────────────────┴─────────────────┘| Signal | Description | Alert Threshold |
|---|---|---|
| Latency | Request duration P50, P99 | P99 > 500ms |
| Traffic | Requests per second | Anomaly detection |
| Errors | 5xx error rate | > 1% |
| Saturation | Resource utilization | > 80% |
Full template library and detailed worked examples live in references/details.md. Read that file when you need the concrete templates.
© wshobson, MIT. 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 plugins/cloud-infrastructure/skills/service-mesh-observability of wshobson/agents.
Open the folder on GitHubat commit 46891e7
We found 19 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 9 other GitHub owners. This page covers the copy in wshobson/agents, which our catalogue first saw on October 7, 2026.
Service Mesh Observability 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 |
|---|---|---|---|---|---|---|
| Service Mesh Observability this skillwshobson/agents | 40k | 9 repos | ~607 | Automated safety check: Pass | MIT | |
| Monitoring Observabilityahmedasmar/devops-claude-skills | 203 | — | ~3.9k | Automated safety check: Pass | None | |
| Prometheus Error Rate Investigatorprometheus/prometheus-mcp | 121 | — | ~592 | Automated safety check: Pass | Apache-2.0 | |
| Oma Observabilityfirst-fluke/oh-my-agent | 1.3k | — | ~4.9k | Automated safety check: Pass | MIT | |
| Observability Sre Triageelastic/agent-skills | 592 | — | ~7.4k | Automated safety check: Pass | Apache-2.0 | |
| Observability Service Healthaspectrr/deer | 405 | — | ~1.2k | Automated safety check: Pass | MIT |
ahmedasmar/devops-claude-skills
Monitoring and observability strategy, implementation, and troubleshooting.
prometheus/prometheus-mcp
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first-fluke/oh-my-agent
Intent-based observability + traceability router across layers, boundaries, and signals.
elastic/agent-skills
Triage a degraded or suspect service end to end: read SLO status and burn rate, check active alerting rules and ML anomalies, measure throughput, latency, and error rate, assess dependency health…
aspectrr/deer
Assess APM service health using SLOs, alerts, ML, throughput, latency, error rate, and dependencies.
AnastasiyaW/codex-claude-code-config
Design, audit, and troubleshoot production monitoring and observability using user-impact checks, layered telemetry, USE/RED, SLI/SLO/SLA, error budgets, cardinality controls, actionable alerting…
wshobson/agents
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wshobson/agents
Covers building subscription billing: billing cycles, subscription states, invoice generation, proration, tax handling and dunning for failed payments.
wshobson/agents
Profiles slow Python code with cProfile and memory profilers, then applies targeted fixes for CPU, memory, I/O and query bottlenecks.
wshobson/agents
Writes unit tests for shell scripts with Bats: error-condition tests, fixtures and mocks, cross-shell checks, parallel runs, helper files and CI integration.
wshobson/agents
Implement distributed tracing with Jaeger and Tempo to track requests across microservices and identify performance bottlenecks.
wshobson/agents
Reference for designing and tuning production LLM prompts: few-shot examples, chain-of-thought, structured outputs, templates and system prompts.
Categories
Set up tracing, metrics and dashboards for Istio, Linkerd and other service meshes, with golden-signal alerts, SLOs and guidance on sampling and cardinality. The skill covers observability for service meshes such as Istio and Linkerd: distributed tracing across services, mesh metrics and dashboards, dependency visualization and SLOs for service-to-service communication. The work is framed around the three pillars of observability and a golden-signals table for the mesh.
Service Mesh Observability fits situations like: setting up distributed tracing across mesh services; debugging latency or error spikes between services; defining SLOs and alerts for service-to-service traffic; building dashboards that show service dependencies.
Run `npx skills add wshobson/agents --skill service-mesh-observability -a claude-code`. Or copy the skill folder (plugins/cloud-infrastructure/skills/service-mesh-observability in wshobson/agents) into .claude/skills/service-mesh-observability in your project. Claude Code loads it when a task matches its description.
Run `npx skills add wshobson/agents --skill service-mesh-observability -a codex`. Or copy the skill folder (plugins/cloud-infrastructure/skills/service-mesh-observability in wshobson/agents) into .agents/skills/service-mesh-observability 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 wshobson/agents --skill service-mesh-observability -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/service-mesh-observability, .gemini/skills/service-mesh-observability, .github/skills/service-mesh-observability and .opencode/skills/service-mesh-observability in your project.
SKILL.md names no scripts, command-line tools or credentials: Service Mesh Observability is instructions for the agent only.
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.
Service Mesh Observability is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 607 tokens (SKILL.md is roughly 2.4k 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 1.9k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Service Mesh Observability: Monitoring Observability (ahmedasmar/devops-claude-skills, 203 stars), Prometheus Error Rate Investigator (prometheus/prometheus-mcp, 121 stars), Oma Observability (first-fluke/oh-my-agent, 1.3k stars) and Observability Sre Triage (elastic/agent-skills, 592 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
wshobson (a GitHub user) maintains it in wshobson/agents, which has 40,314 GitHub stars. The repository holds 142 skills in this directory. The repository was last updated on October 5, 2026.
Source: wshobson/agents on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.