bruges

bruges is a skill for Claude Code, Codex from SteadfastAsArt/geoscience-skills. It costs 112 tokens per session (1,549 once invoked), scanned A, original, MIT.

A Python library of equations and calculations for seismic analysis and rock physics, the study of how rocks and fluids affect measurements.

In plain words
What is it for?
Use it to calculate AVO, how reflection changes with angle, model fluid substitution, create Ricker or Ormsby wavelets, and produce synthetic seismograms.
Why use it?
It avoids reimplementing standard formulas for wave reflection, rock properties, fluid changes, and seismic signals.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it to calculate AVO, how reflection changes with angle, model fluid substitution, create Ricker or Ormsby wavelets, and produce synthetic seismograms.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/steadfastasart/geoscience-skills/bruges
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 SteadfastAsArt/geoscience-skills --skill bruges
Clone the repo
git clone --depth 1 https://github.com/SteadfastAsArt/geoscience-skills

Made for: Claude Code, Codex.

Its marketplace also offers this one on its own, as the plugin bruges — /plugin install bruges after adding the marketplace above.

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 bruges

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

Your own site · 80×15
<a href="https://agentmods.dev/skills/steadfastasart/geoscience-skills/bruges"><img src="https://agentmods.dev/badge/skills/steadfastasart/geoscience-skills/bruges.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 112 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,549 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 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 $0.00112 $0.01549
Opus 5.5 $0.00045 $0.00620
Sonnet 5.5 $0.00022 $0.00310
Haiku 4.5 $0.00011 $0.00155

Measured 1mo ago against content hash c1228036ff20, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

bruges 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.

The scan reads SKILL.md. This mod also ships 1 executable file (scripts/avo_analysis.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.

bruges/SKILL.md · 120 lines

How it starts

The opening of the file, as written. The whole thing — 120 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Bruges: reflection and rock physics

Use Bruges for interface reflectivity, elastic properties, fluid substitution, and analytic wavelets. Use a wave-equation solver for propagation modelling; use a log reader for LAS input. Companion skills are optional.

Inputs and conventions

  • Convert velocity to m/s, density to kg/m³, and moduli to Pa for the examples below. Divide Pa by 1e9 only when reporting GPa.
  • Reflection functions take incidence angles in degrees. Supply finite layer properties; positive density and shear modulus alone are insufficient: an isotropic solid also needs vp**2 > (4/3) * vs**2 for positive bulk modulus.
  • Keep missing log intervals marked. Do not turn NaNs into zero-valued rock properties or convolve through missing intervals as if they were observed.
  • A synthetic seismic trace requires regularly sampled two-way time. Convert and resample depth logs first, retaining the velocity/datum choices.

AVO at one interface

Runnable example with illustrative upper/lower properties:

import numpy as np
from bruges.reflection import zoeppritz, shuey, akirichards

vp1, vs1, rho1 = 3000.0, 1700.0, 2300.0  # m/s, m/s, kg/m³
vp2, vs2, rho2 = 3200.0, 1800.0, 2350.0
theta_deg = np.arange(0.0, 31.0)
r_exact = zoeppritz(vp1, vs1, rho1, vp2, vs2, rho2, theta_deg)
r_shuey = shuey(vp1, vs1, rho1, vp2, vs2, rho2, theta_deg)
r_aki = akirichards(vp1, vs1, rho1, vp2, vs2, rho2, theta_deg)
intercept, gradient = shuey(vp1, vs1, rho1, vp2, vs2, rho2,
                            return_gradient=True)

return_gradient belongs to shuey, not akirichards; it returns the intercept/gradient pair, not reflectivity plus gradient. Shuey's intercept is an approximation to the exact normal-incidence impedance contrast. Verify the exact result against (rho2*vp2 - rho1*vp1) / (rho2*vp2 + rho1*vp1).

At or beyond critical angles, Zoeppritz responses can be complex. Retain their phase or explicitly define the amplitude being plotted. An approximate angle limit alone does not establish accuracy for every elastic contrast. Interpret AVO classes using polarity convention, angle coverage and lithology; an intercept/gradient sign pair is not a unique fluid diagnosis.

Read the full file on GitHub · 120 lines

Files

What ships with it

3 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. 1mo ago Changed · -70 lines · +1 tokens per session c1228036ff20
  2. 2mo ago First seen · 190 lines · 111 tokens per session scan A 93ebd82b41a0

Subscribe to this mod's changes

bruges is a skill published in the GitHub repository SteadfastAsArt/geoscience-skills (73 stars, last pushed 1mo ago), licensed MIT. It adds 112 tokens to every session and 1,549 once invoked, about $0.0004 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 2026-08-30.

Related

Other skills, from other repositories

earthquake-guide

Gates and workflows for the earthquake tools (USGS ComCat and EMSC). Use to judge how bad a quake was, read USGS aftershock odds, check whether a depth or location holds up, match one event across USGS and EMSC, or count and list events over years or in a region — before concluding from a missing product, a default…

cyanheads/earthquake-mcp-server · 88 tokens

glm-lake-mendota

Simulate vertical water temperature profiles for lakes using the General Lake Model (GLM), calibrate key parameters to minimize RMSE against field observations, and produce validated NetCDF output.

EtaYang10th/spark-skills · 0 tokens

xarray-netcdf

Labeled multi-dimensional array analysis with xarray: NetCDF/HDF5 I/O, lazy Dask loading, rechunking, Zarr stores, and CF conventions.

xjtulyc/awesome-rosetta-skills · 40 tokens

obspy-seismology

Seismological data analysis with ObsPy — FDSN waveform download, response removal, phase picking, moment tensor inversion, and seismicity mapping.

xjtulyc/awesome-rosetta-skills · 36 tokens

soil-data

Soil data analysis via SoilGrids 2.0 REST API and SSURGO: SOC stocks, texture classification, kriging interpolation, and soil profile visualization.

xjtulyc/awesome-rosetta-skills · 37 tokens

instrument-data-to-allotrope

Convert laboratory instrument output files (PDF, CSV, Excel, TXT) to Allotrope Simple Model (ASM) JSON format or flattened 2D CSV. Use this skill when scientists need to standardize instrument data for LIMS systems, data lakes, or downstream analysis. Supports auto-detection of instrument types. Outputs include full…

anthropics/knowledge-work-plugins · 123 tokens