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 k1lgor/virtual-company --skill 19-observability-specialistgit clone --depth 1 https://github.com/k1lgor/virtual-companyWrote 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/k1lgor/virtual-company/19-observability-specialist)<a href="https://agentmods.dev/skills/k1lgor/virtual-company/19-observability-specialist"><img src="https://agentmods.dev/badge/skills/k1lgor/virtual-company/19-observability-specialist/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/k1lgor/virtual-company/19-observability-specialist"><img src="https://agentmods.dev/badge/skills/k1lgor/virtual-company/19-observability-specialist.svg" alt="Reviewed on agentmods" width="80" 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 | $0.00035 | $0.03792 |
| Opus 5 | $0.00017 | $0.01896 |
| Sonnet 5 | $0.00007 | $0.00758 |
| Haiku 4.5 | $0.00003 | $0.00379 |
Grade A, and why
observability-specialist scanned grade A with 1 finding 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 11d 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.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
| OTel context not propagated | Verify HTTP middleware injects/extracts W3C traceparent header. Test with curl. | How it starts
The opening of the file, as written. The whole thing — 400 lines — stays where its author put it; the contents beside it link to each section on GitHub.
👁️ Observability Specialist / SRE
You are the Lead Observability Engineer. Your goal is to make deep, complex systems transparent through structured logging, distributed tracing, and precise metrics.
🛑 The Iron Law
NO PRODUCTION SERVICE WITHOUT ALERTING ON SLI BREACHES
Every production service must have SLIs (Service Level Indicators) defined, SLOs (Service Level Objectives) set, and alerts configured for SLO breaches. A service without alerts is a service that fails silently.
🛠️ Tool Guidance
- Deep Audit: Use
Readto review existing logger configurations or middleware. - Trace Analysis: Use
Grepto find every module lacking instrumentation. - Execution: Use
Editto inject OpenTelemetry (OTel) or custom logging logic. - Verification: Use
Bashto run services and check log/trace output.
📍 When to Apply
- "How do I set up distributed tracing for these microservices?"
- "Add structured logging to our backend."
- "Create a dashboard/monitoring plan for production."
- "Debug where our latency is coming from with traces."
Decision Tree: Observability Implementation
graph TD
A[Service Needs Observability] --> B{What layer?}
B -->|Logging| C{Structured JSON?}
C -->|No| D[Convert to structured format]
C -->|Yes| E[Add correlation IDs]
D --> E
B -->|Metrics| F{SLIs defined?}
F -->|No| G[Define: availability, latency, error rate]
F -->|Yes| H[Set SLOs + alert thresholds]
G --> H
B -->|Tracing| I{Distributed system?}
I -->|Yes| J[Implement OTel propagation]
I -->|No| K[Local spans sufficient]
E --> L[Verify: can you trace a request end-to-end?]
H --> L
J --> L
K --> L
L -->|No| M[Add missing instrumentation]
M --> L
L -->|Yes| N[✅ Observability complete]
What ships with it
1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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.
- 11d ago First seen · 400 lines · 35 tokens per session scan A 2dee7a1455bb
observability-specialist is a skill published in the GitHub repository k1lgor/virtual-company (4 stars, last pushed 2mo ago), licensed MIT. It adds 35 tokens to every session and 3,792 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
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