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 aiskillstore/marketplace --skill observability-and-instrumentationgit clone --depth 1 https://github.com/aiskillstore/marketplaceWrote 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/aiskillstore/marketplace/observability-and-instrumentation)<a href="https://agentmods.dev/skills/aiskillstore/marketplace/observability-and-instrumentation"><img src="https://agentmods.dev/badge/skills/aiskillstore/marketplace/observability-and-instrumentation/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/aiskillstore/marketplace/observability-and-instrumentation"><img src="https://agentmods.dev/badge/skills/aiskillstore/marketplace/observability-and-instrumentation.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 | $0.00066 | $0.03160 |
| Opus 5 | $0.00033 | $0.01580 |
| Sonnet 5 | $0.00013 | $0.00632 |
| Haiku 4.5 | $0.00007 | $0.00316 |
Grade A, and why
observability-and-instrumentation 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 today.
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.
The source is not reproduced here
No licence file
A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.
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.
- today First seen · 239 lines · 66 tokens per session scan A e7fcb0820306
observability-and-instrumentation is a skill published in the GitHub repository aiskillstore/marketplace (422 stars, last pushed today), with no licence file. It adds 66 tokens to every session and 3,160 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-13.
Other skills, from other repositories
python-project-deployment-troubleshooting
Read-only first troubleshooting workflow for Python project deployments, including systemd startup failures, dependency issues, encoding problems, permissions, proxy setup, and readiness gates.
playwright-cli
Automates browser interactions for testing and validating your own web applications using playwright-cli. Use when you need terminal-first browser control for navigation, form filling, screenshots, tracing, bound browser sessions, debugging, or generating Playwright test code. Only use against applications you own or…
systematic-debugging
A four-phase method for investigating software bugs and test failures before changing code. It focuses on finding and confirming the underlying cause.
bensz-collect-bugs
A process for recording bugs caused by defects in Bensz skills. It stores a structured local report and can publish one only when the user explicitly asks.
ontoly
Deterministic Software Graph analysis via Ontoly CLI and MCP. Use when: (1) Codebase architecture, dependency, route, service, module, configuration, or impact questions need graph evidence, (2) A repository should be analyzed before source search, (3) You need a persistent SoftwareGraph.json for validation, MCP, or…
orca-k8s-connector-troubleshoot
Diagnoses Kubernetes Connector (K8s Tunnel Client / Helm chart orca-tunnel) install and connectivity failures from raw customer input — error text, helm status, kubectl describe, or pod logs — and walks through step-by-step remediation. Use when a user reports the K8s Connector won't install, won't connect, keeps…