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 scaffold-frameworkgit 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/scaffold-framework)<a href="https://agentmods.dev/skills/jmagly/aiwg/scaffold-framework"><img src="https://agentmods.dev/badge/skills/jmagly/aiwg/scaffold-framework/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/scaffold-framework"><img src="https://agentmods.dev/badge/skills/jmagly/aiwg/scaffold-framework.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 Agent Snooping · line 280 Skill enumerates or reads other installed skills. Access to other skills' SKILL.md files or the skills directory reveals prompt instructions, capabilities, and secrets that should be invisible to peer skills.Fix: Remove all code or instructions that list or read other skills' files or directories. Skills should operate independently; cross-skill access is a privilege escalation.
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 | $0.00030 | $0.02220 |
| Opus 5 | $0.00015 | $0.01110 |
| Sonnet 5 | $0.00006 | $0.00444 |
| Haiku 4.5 | $0.00003 | $0.00222 |
Grade A, and why
scaffold-framework 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 7d 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 — 286 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Scaffold Framework
Create a complete framework package structure inside agentic/code/frameworks/.
Triggers
Alternate expressions and non-obvious activations (primary phrases are matched automatically from the skill description):
- "I need a new framework" → scaffold framework with guided design
- "create an AIWG framework" → prompt for name, scaffold
- "build a lifecycle framework for X" → derive name from X, scaffold with interactive mode
- "new framework package" → prompt for name and description
Trigger Patterns Reference
| Pattern | Example | Action |
|---|---|---|
| Named scaffold | "scaffold framework legal-ops" | Scaffold directly |
| Interactive | "scaffold framework --interactive" | Full guided design mode |
| Described | "create a framework for content production pipelines" | Derive name=content-production, confirm |
| Phased | "scaffold framework data-science --phases discovery,analysis,modeling,deployment" | Scaffold with custom phases |
Understanding Frameworks
Frameworks are major capability bundles that model complete operational lifecycles. They contain everything a team needs to manage a specific type of work end-to-end. Examples:
| Framework | Purpose | Scale |
|---|---|---|
sdlc-complete |
Software development lifecycle | ~58 agents, 100+ templates |
media-marketing-kit |
Marketing operations | ~37 agents, campaign lifecycle |
forensics-complete |
Digital forensics and IR | Investigation lifecycle |
research-complete |
Research workflow automation | Research phases |
Frameworks differ from addons:
- Frameworks: Define a complete lifecycle with phases, transitions, and gate criteria
- Addons: Provide cross-cutting feature bundles installed alongside any framework
Framework creation is a significant undertaking. Study existing frameworks before building new ones. Start with core agents per phase, then expand.
Process
1. Parse Arguments
Extract from $ARGUMENTS:
<name>— kebab-case framework name (required)--description "<text>"— short description (optional; prompted if absent)--phases "<p1,p2,...>"— comma-separated phase list (optional; defaults toinception,elaboration,construction,transition)--author "<name>"— author name (optional)--interactive— enable guided design questions
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.
- 7d ago First seen · 286 lines · 30 tokens per session scan A 77ccd10d2710
scaffold-framework is a skill published in the GitHub repository jmagly/aiwg (211 stars, last pushed 2d ago), licensed MIT. It adds 30 tokens to every session and 2,220 once invoked, about $0.0002 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 2026-09-05.
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