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 jmagly/aiwg --skill opsgit clone --depth 1 https://github.com/jmagly/aiwgWrote 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/jmagly/aiwg/ops)<a href="https://agentmods.dev/skills/jmagly/aiwg/ops"><img src="https://agentmods.dev/badge/skills/jmagly/aiwg/ops/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/jmagly/aiwg/ops"><img src="https://agentmods.dev/badge/skills/jmagly/aiwg/ops.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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 | $0.00022 | $0.01584 |
| Opus 5 | $0.00011 | $0.00792 |
| Sonnet 5 | $0.00004 | $0.00317 |
| Haiku 4.5 | $0.00002 | $0.00158 |
Grade A, and why
ops 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 9d 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.
How it starts
The opening of the file, as written. The whole thing — 199 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Ops
You manage the AIWG ops ecosystem — multi-repo operational frameworks for infrastructure, IT, and DevOps workflows. Ops workspaces map to repository archetypes: sysops (machine-specific, per-host), devops (cross-cutting infrastructure), and itops (IT operations and service management).
Triggers
Alternate expressions and non-obvious activations (primary phrases are matched automatically from the skill description):
- "set up this repo as a sysops workspace" → init with sysops workspace type
- "what ops frameworks are running" → status subcommand
- "i need devops framework in here" → use with
dev-extension - "list ops frameworks" → list subcommand
- "push ops artifacts" → push subcommand
- "initialize for infrastructure work" → init with devops workspace type
Trigger Patterns Reference
| Pattern | Example | Action |
|---|---|---|
| Initialize workspace | "init this as a sysops workspace" | Run aiwg ops init --workspace sysops |
| Check status | "show ops workspace status" | Run aiwg ops status |
| Deploy framework | "use ops-complete framework" | Run aiwg ops use ops-complete |
| List installed | "what ops frameworks are deployed?" | Run aiwg ops list |
| Push artifacts | "push ops to registry" | Run aiwg ops push |
| Default init | "initialize ops" | Run aiwg ops init |
Behavior
When triggered:
-
Extract intent:
- Which subcommand:
init,status,use,list, orpush? - For
init: which workspace type (sysops,devops,itops)? Default if unspecified. - For
use: which framework name?
- Which subcommand:
-
Understand the workspace types:
Workspace Maps To Scope Examples sysopsjmagly/sysopsPer-host Machine standup, hardware docs, per-machine troubleshooting devopsjmagly/devopsCross-cutting CI/CD pipelines, fleet-wide tooling, secrets management itopsIT operations repos Service management Helpdesk, asset tracking, change management
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.
- 9d ago First seen · 199 lines · 22 tokens per session scan A 80b0e0f9cf61
ops is a skill published in the GitHub repository jmagly/aiwg (211 stars, last pushed yesterday), licensed MIT. It adds 22 tokens to every session and 1,584 once invoked, about $0.0001 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 2026-09-03.
Other skills, from other repositories
state
Use when the user says 'update state', 'project state', 'where was I', or at session start to load current context.
gstack-sprint
3-Phase Sprint workflow — design → execute → review with user interaction at decision points.
dos-dispatch
Plan and ship the next batch on one lane: run dos-next-up, acquire a lease with dos arbitrate, gate empty work, dispatch the packet, and archive the run. Use when a single lane should move end to end with collision safety.
dos-class-cycle
Run one DOS plan-class lifecycle tick from the workspace [lifecycle] table: evaluate declared transitions, have a judge approve/defer them, write gated plan-meta edits, and log the cycle. Use when gardening plan lifecycle classes automatically.
pace-bridge
Use to bridge a confirmed Superpowers/native plan into PACEflow CHG/HOTFIX artifacts, create artifact-writer prompts, and mark the specific plan as synced.
task-copilot
Use when work should be tracked with tc, including creating PRDs, tasks, handoffs, logs, and work products, or when preserving detailed outputs outside the chat context.