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 sutchan/Agent-Skills-Hub --skill ops-inspectorgit clone --depth 1 https://github.com/sutchan/Agent-Skills-HubWrote 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/sutchan/agent-skills-hub/ops-inspector)<a href="https://agentmods.dev/skills/sutchan/agent-skills-hub/ops-inspector"><img src="https://agentmods.dev/badge/skills/sutchan/agent-skills-hub/ops-inspector/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/sutchan/agent-skills-hub/ops-inspector"><img src="https://agentmods.dev/badge/skills/sutchan/agent-skills-hub/ops-inspector.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 | $0.00099 | $0.03459 |
| Opus 5 | $0.00049 | $0.01729 |
| Sonnet 5 | $0.00020 | $0.00692 |
| Haiku 4.5 | $0.00010 | $0.00346 |
Grade A, and why
ops-inspector 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 12d 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
98% identical to ops-inspector — 2 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 — 285 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Sibling skills (local only)
Sibling CloudBase skills ship beside this skill. Use local relative paths such as ../auth-tool-cloudbase/SKILL.md.
If a referenced sibling skill file is missing from this environment, ask the user to install the full CloudBase plugin (or the missing skill). Do not HTTP-fetch remote skill or protocol markdown into the agent context.
Activation Contract
Use this first when
- The user wants to check the health or status of CloudBase resources (cloud functions, CloudRun, databases, storage, etc.).
- The user reports errors, failures, or abnormal behavior and wants a quick diagnosis.
- The user asks for an "inspection", "health check", "巡检", "诊断", or "troubleshooting" of their CloudBase environment.
- The user wants to review recent error logs across services.
- The user asks 告警解读 questions: whether a CPU 告警 is normal, what 峰值 QPS was, or whether throttle/error metrics look healthy.
- The symptom matches a v3 fault playbook: 429 / 限频, 云函数 404, ACCESS_TOKEN_INVALID, or 调用量为 0.
Read before writing code if
- The inspection reveals code-level issues in cloud functions or CloudRun services — then read the relevant implementation skill before suggesting fixes.
- The user wants to fix a problem found during inspection rather than just diagnose it.
Then also read
- Alarm interpretation baselines ->
references/alarm-interpretation.md - Fault playbooks (429 / 404 / token / zero calls) ->
references/fault-playbooks.md - Cloud function issues ->
../cloud-functions/SKILL.md - CloudRun issues ->
../cloudrun-development/SKILL.md - Database issues ->
../postgresql-development-cloudbase/SKILL.mdfor CloudBase PG / PostgreSQL,../relational-database-mcp-cloudbase/SKILL.mdfor MySQL, or../cloudbase-document-database-web-sdk/SKILL.mdfor NoSQL - Auth readiness (token failures) ->
../auth-tool-cloudbase/SKILL.md - Platform overview ->
../cloudbase-platform/SKILL.md
Do NOT use for
What ships with it
2 files 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.
- 12d ago First seen · 285 lines · 99 tokens per session scan A 30b85efc968c
ops-inspector is a skill published in the GitHub repository sutchan/Agent-Skills-Hub (2 stars, last pushed today), licensed MIT. It adds 99 tokens to every session and 3,459 once invoked, about $0.0005 per session on Opus 5. A static security scan graded it A with 0 findings. It is 98% identical to ops-inspector, differing in 2 lines, and is treated as a copy.
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