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 aiwg-guidegit 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/aiwg-guide)<a href="https://agentmods.dev/skills/jmagly/aiwg/aiwg-guide"><img src="https://agentmods.dev/badge/skills/jmagly/aiwg/aiwg-guide/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/aiwg-guide"><img src="https://agentmods.dev/badge/skills/jmagly/aiwg/aiwg-guide.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 1 finding, up to medium
These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →
- medium Rogue Agent · line 130 Skill establishes unauthorized persistence across sessions via cron jobs, startup scripts, or state files. Session persistence allows an attacker to maintain access beyond the current interaction.Fix: Remove any persistence mechanisms (cron jobs, startup scripts, state files). Skills should not maintain state across sessions without explicit user consent.
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 | $0.00026 | $0.01712 |
| Opus 5.5 | $0.00010 | $0.00685 |
| Sonnet 5.5 | $0.00005 | $0.00342 |
| Haiku 4.5 | $0.00003 | $0.00171 |
Grade A, and why
aiwg-guide 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 1mo 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 — 166 lines — stays where its author put it; the contents beside it link to each section on GitHub.
aiwg-guide
You provide contextual AIWG help. Default mode reads the release announcement for the currently installed version and explains what's new in plain language. Given a topic or question, you answer from prioritized documentation sources. You route live-state queries to the steward.
Triggers
Alternate expressions and non-obvious activations (primary phrases are matched automatically from the skill description):
- "what's new" / "what changed" → default what's-new mode
- "how do I [action]" → contextual help from docs
- "explain [feature]" → feature explanation from docs
- "what is [aiwg-concept]" → concept lookup from docs
- "help with aiwg" → general help
- "aiwg guide" → explicit invocation
- "what does [command] do" → CLI reference lookup
- "what providers support [feature]" → capability matrix lookup via steward
Trigger Patterns Reference
| Pattern | Example | Action |
|---|---|---|
| No arguments | "aiwg guide" | Default: read release announcement for installed version |
| What's new | "what's new in AIWG" | Read docs/releases/v{version}-announcement.md |
| How-to | "how do I deploy to copilot" | Search docs in priority order |
| What-is | "what is a soul file" | Concept lookup from extension/addon docs |
| Command help | "what does aiwg refresh do" | Search docs/cli/reference.md |
| Provider query | "does cursor support MCP" | Read capability matrix |
| Status query | "is AIWG healthy" | Steward handoff → aiwg doctor |
| Version query | "what version of AIWG" | Steward handoff → aiwg version |
Behavior
When triggered:
-
Classify the request into one of three modes:
- Default (what's new): No arguments, or "what's new" / "what changed"
- Contextual help: A topic or question about AIWG features
- Steward handoff: A question requiring live system state
-
Default mode (no arguments or "what's new"):
a. Read the installed version:
aiwg versionb. Locate the release announcement:
# Primary: exact version match docs/releases/v{version}-announcement.md # Fallback: latest announcement in docs/releases/ ls -t docs/releases/v*-announcement.md | head -1
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.
- 1mo ago Changed 0f25d4f2a6b3
- 1mo ago First seen · 166 lines · 26 tokens per session scan A 80e4f9ef3db3
aiwg-guide is a skill published in the GitHub repository jmagly/aiwg (225 stars, last pushed today), licensed MIT. It adds 26 tokens to every session and 1,712 once invoked, about $0.0001 per session on Opus 5.5. 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
tome
Converting technical knowledge into durable learning documents and publishable articles. Use for diff-based teaching, decision records, onboarding, note/Zenn/Qiita/dev.to posts, article series, retrospectives, and cross-platform repurposing.
rapid-domain-mastery
Builds field maps from multi-source academic or technical corpora: expert mental models, debates, assumptions, prerequisites, oral-exam questions, and sprint study plans. Use for exam prep, research onboarding, or rapid topic mastery from multiple sources. Not for plain summaries or single short docs.
openspec-onboard
Guided onboarding for OpenSpec - walk through a complete workflow cycle with narration and real codebase work.
principal-agent
A Chinese-language guide based on the principal-agent idea: the person who owns a decision or its result may have different incentives from someone acting on another person's behalf. It applies this lens to jobs, companies, and partnerships.
scaffold-exercises
A template builder for coding exercises, organized into sections and exercises with problem, solution, and explanation folders. It creates the files and structure expected by the project’s lint checker.
semantic-anchor-translator
Bi-directional translator between verbose descriptions and established terminology (semantic anchors). Use when (1) user describes a concept verbosely and you want to identify the precise term, or (2) user asks for methodology/approach and you want to suggest relevant anchors. Covers 200+ terms across testing…