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geo-infer-ops

geo-infer-ops is a skill for Claude Code, Codex from ActiveInferenceInstitute/GEO-INFER. It costs 39 tokens per session (507 once invoked), scanned A, original, no licence file.

Operations and monitoring guidance for geographic-data infrastructure. Monitoring means watching system health, dashboards, alerts, and deployed spatial services.

In plain words
What is it for?
Use it to configure monitoring dashboards and alerts, track system health, and manage deployment of spatial services.
Why use it?
It helps you detect service problems and keep systems that process geographic data under observation.

Skill for Claude CodeCodex

Which agent this was written for is unclear — body not stored (licence); the path alone says nothing.

not rated 15repo changed 5d ago A scan 39 tokens custom licence

Good fit Use it to configure monitoring dashboards and alerts, track system health, and manage deployment of spatial services.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/activeinferenceinstitute/geo-infer/geo-infer-ops
View source ↗ ActiveInferenceInstitute/GEO-INFER
Install

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.

Any agent
npx skills add ActiveInferenceInstitute/GEO-INFER --skill geo-infer-ops
Clone the repo
git clone --depth 1 https://github.com/ActiveInferenceInstitute/GEO-INFER

Made for: Claude Code, Codex.

Wrote 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.

agentmods badge for geo-infer-ops

README.md
[![agentmods](https://agentmods.dev/badge/skills/activeinferenceinstitute/geo-infer/geo-infer-ops/github.svg)](https://agentmods.dev/skills/activeinferenceinstitute/geo-infer/geo-infer-ops)
Your own site
<a href="https://agentmods.dev/skills/activeinferenceinstitute/geo-infer/geo-infer-ops"><img src="https://agentmods.dev/badge/skills/activeinferenceinstitute/geo-infer/geo-infer-ops/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.

agentmods 80×15 button for geo-infer-ops

Your own site · 80×15
<a href="https://agentmods.dev/skills/activeinferenceinstitute/geo-infer/geo-infer-ops"><img src="https://agentmods.dev/badge/skills/activeinferenceinstitute/geo-infer/geo-infer-ops.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 39 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 507 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin unknown No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00039 $0.00507
Opus 5 $0.00019 $0.00253
Sonnet 5 $0.00008 $0.00101
Haiku 4.5 $0.00004 $0.00051

Measured 5d ago against content hash 2139d91e5525, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

geo-infer-ops 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 5d ago.

The scan reads SKILL.md. This mod also ships 24 executable files (examples/demo_framework.py, examples/geo_infer_paths.py, examples/setup_framework.py, …), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

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.

GEO-INFER-OPS/SKILL.md · 72 lines

The source is not reproduced here

A licence we could not identify

The repository carries a LICENSE file, but it is custom or dual enough that GitHub cannot name it and neither can this catalogue. Unknown terms are not permission, so the body is not copied here. Read the licence at the source and decide for yourself.

Read it on GitHub

Files

What ships with it

60 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.

Changes

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.

  1. 5d ago Changed · +2 lines 2139d91e5525
  2. 7d ago First seen · 70 lines · 39 tokens per session scan A 64a97a8ed41a

Subscribe to this mod's changes

geo-infer-ops is a skill published in the GitHub repository ActiveInferenceInstitute/GEO-INFER (15 stars, last pushed 3d ago), with no licence file. It adds 39 tokens to every session and 507 once invoked, about $0.0002 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 2026-09-04.

CloudDevOps and cloudactive-inferenceagent-workflowsbayesian-inferencedomain-modelinggeospatialh3
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