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 roedyrustam/vibes-plug --skill geospatial-maps-expertgit clone --depth 1 https://github.com/roedyrustam/vibes-plugWrote 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/roedyrustam/vibes-plug/geospatial-maps-expert)<a href="https://agentmods.dev/skills/roedyrustam/vibes-plug/geospatial-maps-expert"><img src="https://agentmods.dev/badge/skills/roedyrustam/vibes-plug/geospatial-maps-expert/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/roedyrustam/vibes-plug/geospatial-maps-expert"><img src="https://agentmods.dev/badge/skills/roedyrustam/vibes-plug/geospatial-maps-expert.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 | $0.00057 | $0.00736 |
| Opus 5 | $0.00028 | $0.00368 |
| Sonnet 5 | $0.00011 | $0.00147 |
| Haiku 4.5 | $0.00006 | $0.00074 |
Grade A, and why
geospatial-maps-expert 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 — 81 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Geospatial & Maps Expert (2026 Edition)
English
Orchestration & Integration
database-orm-expert: PostGIS spatial queries and index optimization.senior-frontend: React map component patterns.mobile-expo-expert: React Native Maps integration.performance-web-vitals: Map rendering performance optimization.
Description
Expert guide for integrating maps and geospatial data into web and mobile applications. Covers Mapbox GL JS v3, Leaflet, Google Maps Platform, PostGIS spatial queries, GeoJSON data handling, clustering, routing/directions, geocoding, heatmaps, and location-based search.
Trigger Conditions
- Adding interactive maps to web or mobile applications.
- Implementing geolocation features (GPS tracking, geofencing).
- Building location-based search or store locators.
- Working with PostGIS spatial data or GeoJSON.
Library Selection
| Library | Rendering | 3D | Free Tier | Best For |
|---|---|---|---|---|
| Mapbox GL JS v3 | WebGL | ✅ | 50K loads/mo | Premium maps, 3D |
| Leaflet | DOM | ❌ | Unlimited (OSM) | Simple, lightweight |
| Google Maps | WebGL | ✅ | $200/mo credit | Business, Street View |
| deck.gl | WebGL | ✅ | Open-source | Large-scale data viz |
// React + Mapbox GL JS
import Map, { Marker, Popup, NavigationControl } from 'react-map-gl';
import 'mapbox-gl/dist/mapbox-gl.css';
function StoreLocator({ stores }) {
return (
<Map
mapboxAccessToken={process.env.NEXT_PUBLIC_MAPBOX_TOKEN}
initialViewState={{ longitude: 106.8456, latitude: -6.2088, zoom: 12 }}
style={{ width: '100%', height: 500 }}
mapStyle="mapbox://styles/mapbox/dark-v11"
>
<NavigationControl position="top-right" />
{stores.map((store) => (
<Marker key={store.id} longitude={store.lng} latitude={store.lat}>
<div className="marker-pin" />
</Marker>
))}
</Map>
);
}
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 · 81 lines · 57 tokens per session scan A 4c1db71958f9
geospatial-maps-expert is a skill published in the GitHub repository roedyrustam/vibes-plug (50 stars, last pushed yesterday), licensed MIT. It adds 57 tokens to every session and 736 once invoked, about $0.0003 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 2026-08-30.
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