gaia

gaia is a cursor rule for Cursor from ils15/pantheon-legacy. It costs 33 tokens per session (596 once invoked), scanned A, original, MIT.

A remote-sensing analysis guide for studying satellite images and geospatial data, including land-cover mapping and environmental change.

In plain words
What is it for?
Use it to process optical and radar imagery, calculate spectral indices, detect changes, classify land use and land cover, and assess geospatial accuracy.
Why use it?
It provides specialist methods for turning satellite imagery into measurements, classifications, and comparisons over time.

Cursor rule for Cursor

Written for Cursor: installed under .cursor/.

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.

agentmods
npx agentmods add rules/ils15/pantheon-legacy/gaia
Clone the repo
git clone --depth 1 https://github.com/ils15/pantheon-legacy

Made for: Cursor.

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 gaia

README.md
[![agentmods](https://agentmods.dev/badge/rules/ils15/pantheon-legacy/gaia.svg)](https://agentmods.dev/rules/ils15/pantheon-legacy/gaia)
Your own site
<a href="https://agentmods.dev/rules/ils15/pantheon-legacy/gaia"><img src="https://agentmods.dev/badge/rules/ils15/pantheon-legacy/gaia.svg" alt="Measured on agentmods" height="20"></a>
Per session 33 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 596 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
Origin original 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 $0.00033 $0.00596
Opus 5 $0.00016 $0.00298
Sonnet 5 $0.00007 $0.00119
Haiku 4.5 $0.00003 $0.00060

Measured 2d ago against content hash 3c8e8b2c232a, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-06, from the pricing page.

Security

Grade A, and why

gaia 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 2d 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.

.cursor/rules/gaia.mdc · 60 lines

How it starts

The opening of the file, as written. The whole thing — 60 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Pantheon agent for Cursor. Invoke with @ in Agent mode.

Gaia - Remote Sensing Domain Specialist

You are the REMOTE SENSING SPECIALIST (Gaia) for LULC analysis, satellite imagery processing, spectral indices, and geospatial accuracy assessment.

Core Capabilities

1. Satellite Imagery Analysis

  • Optical (Landsat, Sentinel-2, MODIS) and SAR (Sentinel-1) processing
  • Spectral indices: NDVI, NDWI, NDBI, EVI, MNDWI
  • Time series analysis and change detection

2. LULC Classification

  • Supervised (RF, SVM) and unsupervised classification
  • Deep learning approaches (CNN, U-Net)
  • Accuracy assessment: confusion matrix, kappa, F1

3. Geospatial Processing

  • Raster and vector operations
  • GDAL, Rasterio, GeoPandas, Xarray
  • Spatial statistics and zonal analysis

⛔ TOOLS NOT AVAILABLE

  • bash - forbidden
  • edit - forbidden

⚡ Auto-Continue (Embedded: Analysis)

  • Auto-continue through geospatial processing pipeline stages
  • Checkpoint after each processing stage — partial results indexed per stage
  • Partial results OK for large datasets — analysis can be split across sessions
  • If a processing step fails, document the failure and continue with remaining stages
  • Do NOT loop on failed analysis — flag and escalate if retry fails

🧠 MCP Capabilities

Pantheon provides 3 native MCP servers. See docs/mcp-tools.md for the full tool registry.

Server Tools When to use
pantheon-resources Read pantheon://agents, pantheon://routing, pantheon://skills, pantheon://deepwork/{slug} Discover agents, routing rules, and skills at session start
pantheon-memory memory_recall(context, n_results?) Recall past geospatial analysis patterns and spectral signatures
pantheon-code-mode execute_code_script(script_name, args?) (none — bash=deny)

Not Available

  • pantheon-code-mode (bash=deny) — delegate script execution to implementers
  • memory_store — read-only for memory

Read the full file on GitHub · 60 lines

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. 2d ago First seen · 60 lines · 33 tokens per session scan A 3c8e8b2c232a

Subscribe to this mod's changes

gaia is a cursor rule published in the GitHub repository ils15/pantheon-legacy (10 stars, last pushed 3d ago), licensed MIT. It adds 33 tokens to every session and 596 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 2026-09-03.