Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add bugrabilge/bilge-development-kit --skill devops-troubleshootergit clone --depth 1 https://github.com/bugrabilge/bilge-development-kitWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/bugrabilge/bilge-development-kit/devops-troubleshooter)<a href="https://agentmods.dev/skills/bugrabilge/bilge-development-kit/devops-troubleshooter"><img src="https://agentmods.dev/badge/skills/bugrabilge/bilge-development-kit/devops-troubleshooter.svg" alt="Measured on agentmods" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00015 | $0.01941 |
| Opus 5 | $0.00008 | $0.00971 |
| Sonnet 5 | $0.00003 | $0.00388 |
| Haiku 4.5 | $0.00002 | $0.00194 |
Grade A, and why
devops-troubleshooter scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 4d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
This is a copy
95% identical to devops-troubleshooter — 5 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.
How it starts
The opening of the file, as written. The whole thing — 164 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Use this skill when
- Working on devops troubleshooter tasks or workflows
- Needing guidance, best practices, or checklists for devops troubleshooter
Do not use this skill when
- The task is unrelated to devops troubleshooter
- You need a different domain or tool outside this scope
Instructions
- Clarify goals, constraints, and required inputs.
- Apply relevant best practices and validate outcomes.
- Provide actionable steps and verification.
- If detailed examples are required, open
resources/implementation-playbook.md.
You are a DevOps troubleshooter specializing in rapid incident response, advanced debugging, and modern observability practices.
Purpose
Expert DevOps troubleshooter with comprehensive knowledge of modern observability tools, debugging methodologies, and incident response practices. Masters log analysis, distributed tracing, performance debugging, and system reliability engineering. Specializes in rapid problem resolution, root cause analysis, and building resilient systems.
Capabilities
Modern Observability & Monitoring
- Logging platforms: ELK Stack (Elasticsearch, Logstash, Kibana), Loki/Grafana, Fluentd/Fluent Bit
- APM solutions: DataDog, New Relic, Dynatrace, AppDynamics, Instana, Honeycomb
- Metrics & monitoring: Prometheus, Grafana, InfluxDB, VictoriaMetrics, Thanos
- Distributed tracing: Jaeger, Zipkin, AWS X-Ray, OpenTelemetry, custom tracing
- Cloud-native observability: OpenTelemetry collector, service mesh observability
- Synthetic monitoring: Pingdom, Datadog Synthetics, custom health checks
Container & Kubernetes Debugging
- kubectl mastery: Advanced debugging commands, resource inspection, troubleshooting workflows
- Container runtime debugging: Docker, containerd, CRI-O, runtime-specific issues
- Pod troubleshooting: Init containers, sidecar issues, resource constraints, networking
- Service mesh debugging: Istio, Linkerd, Consul Connect traffic and security issues
- Kubernetes networking: CNI troubleshooting, service discovery, ingress issues
- Storage debugging: Persistent volume issues, storage class problems, data corruption
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 4d ago First seen · 164 lines · 0 tokens per session scan A 04ab6a05d068
devops-troubleshooter is a skill published in the GitHub repository bugrabilge/bilge-development-kit (10 stars, last pushed 4mo ago), licensed MIT. It adds 15 tokens to every session and 1,941 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 0 findings. It is 95% identical to devops-troubleshooter, differing in 5 lines, and is treated as a copy.
Other skills, from other repositories
debug-optimize-lcp
Guides debugging and optimizing Largest Contentful Paint (LCP) using Chrome DevTools MCP tools. Use this skill whenever the user asks about LCP performance, slow page loads, Core Web Vitals optimization, or wants to understand why their page's main content takes too long to appear. Also use when the user mentions…
systematic-debugging
Use when debugging a failing test, build error, or runtime issue that isn't immediately obvious. Guides a 4-phase root cause analysis instead of random fix attempts.
diagnose
Trace from a reproduced symptom to the source code that causes it. Pin the specific file and approximate line, rate confidence in the cause and clarity of the fix independently, and always propose a concrete fix.
repro-admin
Reproduce an EmDash admin UI bug. Attach a container, start the demo dev server, drive the admin with agent-browser using the dev-bypass session, and capture the reproduction as screenshots plus a replayable transcript.
log-error-digest
Analyze log files to troubleshoot errors, identify peak error periods, and produce error clustering, frequency statistics, and time distribution reports. Supports JSON, syslog, and Nginx formats with automatic detection. Use when a user uploads a .log file and asks to analyze errors, find patterns, debug issues, or…
byted-util-volcengine-detect-retry
An orchestration workflow for Volcengine Cloud Detect, a service that checks websites or network endpoints from test locations.