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 ilyasibrahim/claude-agents-coordination --skill dashboard-patternsgit clone --depth 1 https://github.com/ilyasibrahim/claude-agents-coordinationWrote 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/ilyasibrahim/claude-agents-coordination/dashboard-patterns)<a href="https://agentmods.dev/skills/ilyasibrahim/claude-agents-coordination/dashboard-patterns"><img src="https://agentmods.dev/badge/skills/ilyasibrahim/claude-agents-coordination/dashboard-patterns.svg" alt="Measured on agentmods" 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 | $0.00056 | $0.02583 |
| Opus 5 | $0.00028 | $0.01291 |
| Sonnet 5 | $0.00011 | $0.00517 |
| Haiku 4.5 | $0.00006 | $0.00258 |
Grade A, and why
dashboard-patterns scanned grade A with 1 finding 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 8d 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.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
const response = await fetch(endpoint); How it starts
The opening of the file, as written. The whole thing — 476 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Dashboard Patterns for Somali Dialect Classifier
Chart.js Integration
Pattern 1: Bar Chart Component
function DialectDistributionChart({ data }) {
const chartRef = useRef(null);
const chartInstance = useRef(null);
useEffect(() => {
if (!chartRef.current) return;
// Destroy previous chart
if (chartInstance.current) {
chartInstance.current.destroy();
}
const ctx = chartRef.current.getContext('2d');
chartInstance.current = new Chart(ctx, {
type: 'bar',
data: {
labels: ['Northern', 'Southern', 'Central'],
datasets: [{
label: 'Records',
data: [data.northern, data.southern, data.central],
backgroundColor: ['#33BBEE', '#0077BB', '#66CCEE'] // Data colors
}]
},
options: {
responsive: true,
maintainAspectRatio: false,
plugins: {
legend: {
display: false
}
}
}
});
return () => {
if (chartInstance.current) {
chartInstance.current.destroy();
}
};
}, [data]);
return (
<div className="chart-container" style={{ height: '300px' }}>
<canvas ref={chartRef}></canvas>
</div>
);
}
Pattern 2: Line Chart with Time Series
function MetricsOverTimeChart({ timeSeriesData }) {
const chartRef = useRef(null);
useEffect(() => {
if (!chartRef.current) return;
const ctx = chartRef.current.getContext('2d');
new Chart(ctx, {
type: 'line',
data: {
labels: timeSeriesData.map(d => d.date),
datasets: [{
label: 'Accuracy',
data: timeSeriesData.map(d => d.accuracy),
borderColor: '#33BBEE', // Data cyan
backgroundColor: 'rgba(51, 187, 238, 0.1)',
tension: 0.4
}]
},
options: {
responsive: true,
plugins: {
tooltip: {
callbacks: {
label: (context) => `Accuracy: ${(context.parsed.y * 100).toFixed(1)}%`
}
}
}
}
});
}, [timeSeriesData]);
return <canvas ref={chartRef}></canvas>;
}
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.
- 8d ago First seen · 476 lines · 56 tokens per session scan A 73abc7c73631
dashboard-patterns is a skill published in the GitHub repository ilyasibrahim/claude-agents-coordination (83 stars, last pushed 3mo ago), licensed Unlicense. It adds 56 tokens to every session and 2,583 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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