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 znlgis/opengis-skills --skill opengis-allgit clone --depth 1 https://github.com/znlgis/opengis-skillsWrote 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/opengis-all)<a href="https://agentmods.dev/skills/znlgis/opengis-skills/opengis-all"><img src="https://agentmods.dev/badge/skills/znlgis/opengis-skills/opengis-all/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/opengis-all"><img src="https://agentmods.dev/badge/skills/znlgis/opengis-skills/opengis-all.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 2 findings, 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 MCP Rug Pull · line 68 Docker image references without a specific tag (:latest is implicit) or digest (@sha256:...) can be silently replaced by a malicious image.Fix: Pin the image: image:tag or image@sha256:abc123
- medium MCP Rug Pull · line 94 Docker image references without a specific tag (:latest is implicit) or digest (@sha256:...) can be silently replaced by a malicious image.Fix: Pin the image: image:tag or image@sha256:abc123
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 | $0.00048 | $0.04534 |
| Opus 5 | $0.00024 | $0.02267 |
| Sonnet 5 | $0.00010 | $0.00907 |
| Haiku 4.5 | $0.00005 | $0.00453 |
Grade A, and why
opengis-all 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.
curl -u admin:geoserver "http://localhost:8080/geoserver/rest/about/version.json" How it starts
The opening of the file, as written. The whole thing — 445 lines — stays where its author put it; the contents beside it link to each section on GitHub.
涵盖工具与项目：
工具/接口 项目地址 文档 许可证 GDAL 命令行 https://github.com/OSGeo/gdal https://gdal.org/en/latest/programs/ MIT GDAL API (C++/Python/Java/C#) https://github.com/OSGeo/gdal https://gdal.org/en/stable/api/index.html MIT qgis_process https://github.com/qgis/QGIS https://docs.qgis.org/3.44/en/docs/user_manual/processing/standalone.html GPL-2.0+ PyQGIS https://github.com/qgis/QGIS https://docs.qgis.org/3.44/en/docs/pyqgis_developer_cookbook/ GPL-2.0+ GeoServer REST API https://github.com/geoserver/geoserver https://docs.geoserver.org/latest/en/user/rest/index.html GPL-2.0+
概述
本文件将五个独立的 GIS 技能模块整合为一个端到端的 GIS 数据处理流程，涵盖以下阶段：
┌──────────────┐ ┌──────────────┐ ┌──────────────┐ ┌──────────────┐
│ 阶段一 │ │ 阶段二 │ │ 阶段三 │ │ 阶段四 │
│ 数据获取 │ → │ 数据处理 │ → │ 空间分析 │ → │ 服务发布 │
│ 与生成 │ │ 与转换 │ │ │ │ │
│ │ │ │ │ │ │ │
│ · 读取各类 │ │ · 格式转换 │ │ · 缓冲区分析 │ │ · 创建工作空间 │
│ 矢量/栅格 │ │ · 坐标系转换 │ │ · 叠加分析 │ │ · 上传数据 │
│ · 创建新数据 │ │ · 裁剪/合并 │ │ · 栅格计算 │ │ · 发布图层 │
│ · 查询元数据 │ │ · 元数据编辑 │ │ · DEM分析 │ │ · 配置样式 │
│ │ │ │ │ · 统计分析 │ │ · 图层组/缓存 │
└──────────────┘ └──────────────┘ └──────────────┘ └──────────────┘
工具映射：
阶段一：GDAL CLI (ogrinfo/gdalinfo) · GDAL API · PyQGIS
阶段二：GDAL CLI (ogr2ogr/gdalwarp/gdal_translate) · GDAL API · qgis_process · PyQGIS
阶段三：qgis_process · PyQGIS · GDAL CLI (gdal_calc/gdal_contour) · GDAL API
阶段四：GeoServer REST API
环境准备
GDAL（命令行 + API）
# Linux (Debian/Ubuntu)
apt-get update && apt-get install gdal-bin python3-gdal libgdal-dev
# macOS
brew install gdal
# Conda（推荐，自动处理 C 库依赖）
conda install -c conda-forge gdal
# Docker
docker run -it osgeo/gdal:latest bash
# 验证
gdalinfo --version
ogrinfo --version
python3 -c "from osgeo import gdal; print(gdal.VersionInfo())"
What ships with it
2 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.
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 · 445 lines · 48 tokens per session scan A a0912bd56f33
opengis-all is a skill published in the GitHub repository znlgis/opengis-skills (61 stars, last pushed today), licensed MIT. It adds 48 tokens to every session and 4,534 once invoked, about $0.0002 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 2026-09-03.
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