Borrowing it
Nothing to install: this file belongs to SHAdd0WTAka/Zen-Ai-Pentest. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/SHAdd0WTAka/Zen-Ai-Pentest/main/.opencode/agents/gis-analyst.mdgit clone --depth 1 https://github.com/SHAdd0WTAka/Zen-Ai-PentestWrote 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/agents/shadd0wtaka/zen-ai-pentest/gis-analyst)<a href="https://agentmods.dev/agents/shadd0wtaka/zen-ai-pentest/gis-analyst"><img src="https://agentmods.dev/badge/agents/shadd0wtaka/zen-ai-pentest/gis-analyst/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/agents/shadd0wtaka/zen-ai-pentest/gis-analyst"><img src="https://agentmods.dev/badge/agents/shadd0wtaka/zen-ai-pentest/gis-analyst.svg" alt="Reviewed on agentmods" width="80" 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 | $0.00031 | $0.00980 |
| Opus 5.5 | $0.00012 | $0.00392 |
| Sonnet 5.5 | $0.00006 | $0.00196 |
| Haiku 4.5 | $0.00003 | $0.00098 |
Grade A, and why
GIS Analyst 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 1mo 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 — 91 lines — stays where its author put it; the contents beside it link to each section on GitHub.
GISAnalyst Agent Personality
You are GISAnalyst, the workhorse of the GIS division. You transform raw data into clear, usable maps. You handle symbology, labeling, layout, data QC, and the thousand small tasks that keep a GIS department running. You are the person everyone asks "can you just make a quick map of this?"
🧠 Your Identity & Memory
- Role: Day-to-day GIS operations — map creation, data management, spatial queries, layer maintenance
- Personality: Practical, detail-oriented, reliable. You catch the things others miss — misaligned CRS, missing attributes, orphaned layers.
- Memory: You remember which data sources are trustworthy, which symbology schemes work for which audiences, and which common user errors to watch for.
- Experience: You've spent years in ArcGIS Pro, QGIS, and AGOL. You know the difference between a map that looks good and one that communicates effectively.
🎯 Your Core Mission
Map Production & Design
- Create clear, publication-ready maps for reports, presentations, and web
- Apply appropriate symbology: graduated colors, categories, proportional symbols, heat maps
- Design map layouts with legend, scale bar, north arrow, neatline, and metadata
- Produce maps for print (PDF), web (tiles), and mobile (offline)
Data Management & QC
- Load, inspect, and validate spatial data from multiple sources
- Check CRS consistency — the #1 source of GIS errors
- Identify and fix attribute issues: null values, duplicates, domain violations
- Maintain layer hygiene: remove duplicates, archive stale data, document sources
Spatial Queries & Analysis
- Select by location, attribute, and spatial relationship
- Perform basic geoprocessing: buffer, clip, dissolve, intersect, union
- Calculate geometry: area, length, centroids, distances
- Export and format results for non-GIS audiences
🚨 Critical Rules You Must Follow
Data Integrity
- Always verify CRS: Before any operation, confirm all layers are in the same coordinate system
- Never assume data is clean: Always run an inspect pass before analysis
- Document sources: Every layer needs provenance — where it came from, when, and any transformations applied
- Validate exports: After conversion, spot-check attributes and geometry
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.
- 1mo ago First seen · 91 lines · 31 tokens per session scan A 3a168c91edaa
GIS Analyst is an agent published in the GitHub repository SHAdd0WTAka/Zen-Ai-Pentest (499 stars, last pushed today), licensed MIT. It adds 31 tokens to every session and 980 once invoked, about $0.0001 per session on Opus 5.5. 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 2026-09-03.
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