Getting it into your agent
It runs from inside its repository, so the clone comes first — what it calls does not travel with the file alone.
git clone --depth 1 https://github.com/znlgis/opengis-skillsnpx agentmods add skills/znlgis/opengis-skills/gisWrote 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/znlgis/opengis-skills/gis)<a href="https://agentmods.dev/skills/znlgis/opengis-skills/gis"><img src="https://agentmods.dev/badge/skills/znlgis/opengis-skills/gis/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/znlgis/opengis-skills/gis"><img src="https://agentmods.dev/badge/skills/znlgis/opengis-skills/gis.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 | $0.00077 | $0.01917 |
| Opus 5 | $0.00039 | $0.00958 |
| Sonnet 5 | $0.00015 | $0.00383 |
| Haiku 4.5 | $0.00008 | $0.00192 |
Grade A, and why
gis-skills 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 yesterday.
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 — 128 lines — stays where its author put it; the contents beside it link to each section on GitHub.
父级入口： ../SKILL.md — 全仓 75 技能总索引
概述
本分类涵盖 24 个 GIS 开源项目的技能文件，覆盖从底层数据处理到上层地图服务的完整链路：
数据源 → 命令行处理 → 编程分析 → 空间数据库 → 地图服务 → 前端可视化
(GDAL) (GDAL CLI) (JTS/PyQGIS) (PostGIS) (GeoServer) (OpenLayers/Cesium)
何时加载此索引？
- 用户问题涉及「地图」「空间数据」「坐标」「GIS」等关键词
- 不确定具体该用 GDAL、QGIS 还是 PostGIS
- 需要了解 GIS 领域有哪些可选开源工具
技能列表
🧰 数据处理与命令行
| 技能 | 简介 | 关键标签 |
|---|---|---|
| gdal | GDAL 命令行：栅格/矢量处理事实标准 | cli raster vector conversion |
| gdal-api | GDAL/OGR 编程 API（C/C++/Python/.NET） | api python cpp dotnet |
| qgis-process | QGIS 命令行批处理 | cli processing headless |
| geopipe-agent | AI 原生 GIS 数据流水线（YAML 驱动） | agent pipeline yaml qc |
🗄️ 空间数据库
| 技能 | 简介 | 关键标签 |
|---|---|---|
| postgis | PostgreSQL 空间数据库扩展 | database sql spatial postgresql |
🔧 几何运算库
| 技能 | 简介 | 关键标签 |
|---|---|---|
| jts | Java Topology Suite 几何引擎 | java geometry spatial |
| geometry-api-java | Esri Geometry API for Java | java esri geometry |
| geometry-api-net | Esri Geometry API for .NET | dotnet esri geometry |
| shapely | Python 几何对象与运算 | python geometry analysis |
| geopandas | Python 矢量空间数据处理 | python pandas vector |
🌐 地图服务器
| 技能 | 简介 | 关键标签 |
|---|---|---|
| geoserver | 开源地图服务器（WMS/WFS/WMTS/WCS） | server wms wfs ogc |
| geoserver-rest-api | GeoServer REST API 自动化管理 | rest automation publish |
| geoserver-cloud | GeoServer 云原生微服务架构 | cloud kubernetes docker |
🖥️ QGIS 生态
| 技能 | 简介 | 关键标签 |
|---|---|---|
| pyqgis | QGIS Python 二次开发 | python qgis plugin |
What ships with it
44 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
- cesiumjs/SKILL.md 8.2 KB
- gdal-api/reference/raster-api.md 9.7 KB
- gdal-api/reference/vector-api.md 17 KB
- gdal-api/SKILL.md 14 KB
- gdal/reference/raster-tools.md 13 KB
- gdal/reference/vector-tools.md 3.9 KB
- gdal/SKILL.md 11 KB
- geometry-api-java/SKILL.md 11 KB
- geometry-api-net/reference/geometry-types.md 8.5 KB
- geometry-api-net/SKILL.md 10.0 KB
- geopandas/reference/core-api.md 7.1 KB
- geopandas/SKILL.md 13 KB
- geopipe-agent/reference/pipeline-schema.md 2.2 KB
- geopipe-agent/reference/steps-reference.md 23 KB
- geopipe-agent/SKILL.md 14 KB
- geoserver-cloud/SKILL.md 6.7 KB
- geoserver-rest-api/SKILL.md 19 KB
- geoserver/SKILL.md 6.8 KB
- geotools/reference/raster-rendering.md 2.6 KB
- geotools/reference/vector-io.md 4.1 KB
- geotools/SKILL.md 16 KB
- jts/reference/geometry-operations.md 7.5 KB
- jts/SKILL.md 12 KB
- mapsui/SKILL.md 7.1 KB
- nettopologysuite/SKILL.md 7.2 KB
- opengis-all/reference/data-stages.md 15 KB
- opengis-all/reference/workflow-cheatsheets.md 9.7 KB
- opengis-all/SKILL.md 14 KB
- opengis-daf/SKILL.md 13 KB
- opengis-utils-for-java/reference/common-tasks.md 14 KB
- opengis-utils-for-java/SKILL.md 15 KB
- opengis-utils-for-net/reference/code-patterns.md 3.0 KB
- opengis-utils-for-net/reference/util-classes.md 8.6 KB
- opengis-utils-for-net/SKILL.md 14 KB
- openlayers/SKILL.md 7.0 KB
- postgis/SKILL.md 7.5 KB
- pyqgis/reference/processing-rendering.md 7.3 KB
- pyqgis/reference/vector-raster-layers.md 6.8 KB
- pyqgis/SKILL.md 13 KB
- qgis-process/reference/algorithm-cheatsheet.md 5.4 KB
- qgis-process/SKILL.md 11 KB
- shapely/reference/operations-reference.md 7.8 KB
- shapely/SKILL.md 13 KB
- sharpmap/SKILL.md 7.5 KB
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.
- yesterday Changed · +2 lines · +6 tokens per session c49c6ab4973f
- 8d ago Changed · -1 lines aa609e5f44c9
- 11d ago First seen · 127 lines · 71 tokens per session scan A 475ec3d52757
gis-skills is a skill published in the GitHub repository znlgis/opengis-skills (60 stars, last pushed 2d ago), licensed MIT. It adds 77 tokens to every session and 1,917 once invoked, about $0.0004 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.
Other skills, from other repositories
gemgis
Spatial data processing for geological modelling with GemPy. Use when Claude needs to: (1) Prepare spatial data for GemPy models, (2) Extract interface points from geological maps, (3) Process orientations/dip measurements, (4) Sample DEMs along profiles or cross-sections, (5) Convert between GIS formats and GemPy…
QGIS Processing
Use Arion's local QGIS integration to discover, describe, and run qgisprocess workflows against file-backed layers. Use when a request involves QGIS Processing algorithms, qgisprocess troubleshooting, chaining multiple QGIS steps, or selecting the right algorithm and parameters for a map layer.
CRS Sanity Check
Validate coordinate systems, units, and reprojection assumptions before analysis.
Data Source Intake
Standard intake checklist for evaluating geospatial data sources before use.
Geospatial Triage
Rapidly scope a geospatial request, validate data assumptions, and propose an execution plan.
geopandas-gis
Vector GIS analysis with GeoPandas: spatial joins, overlays, buffer/dissolve, choropleth maps, and rasterio integration for raster-vector workflows.