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Python toolkit for LLM-based geotechnical engineering agents — 29 analysis modules covering foundations, piles, slopes, seismic (incl. FEMA P-2082 / 2020 NEHRP site classification), excavation support (incl. the California/Caltrans Trenching and Shoring Manual reference), pavements (incl. FHWA-NHI-05-037 Geotechnical Aspects of Pavements), subsurface characterization (DIGGS/GEF/AGS4 data I/O), FEM, PDF/DXF import, and more

Project description

GeotechStaffEngineer

Python toolkit for LLM-based geotechnical engineering agents. 29 analysis modules covering foundations, piles, slopes, seismic analysis, ground improvement, FEM, and more.

Installation

# Core package (numpy + scipy + geotech-references)
pip install geotech-staff-engineer

# With all optional agent libraries
pip install geotech-staff-engineer[full]

# Or install individual extras
pip install geotech-staff-engineer[plot,groundhog,opensees]

Quick Start

from bearing_capacity import Footing, SoilLayer, BearingSoilProfile, BearingCapacityAnalysis

footing = Footing(width=2.0, length=10.0, depth=1.5, shape="strip")
layer = SoilLayer(friction_angle=30.0, cohesion=10.0, unit_weight=18.0, thickness=10.0)
profile = BearingSoilProfile(layer1=layer, gwt_depth=5.0)

analysis = BearingCapacityAnalysis(footing=footing, soil=profile)
result = analysis.compute()
print(result.summary())

Modules

All units are SI (meters, kPa, kN, degrees). Every module returns dataclasses with .summary() and .to_dict() methods for easy LLM integration.

Core Analysis (19 modules)

Module Purpose
bearing_capacity Shallow foundations — Vesic, Meyerhof, Hansen
settlement Consolidation and immediate settlement
axial_pile Driven pile capacity — Nordlund, Tomlinson, Beta
sheet_pile Cantilever and anchored sheet pile walls
soe Support of excavation — braced/cantilever walls, stability, ground anchors
lateral_pile Lateral pile analysis — COM624P, 8 p-y models
pile_group Rigid-cap pile groups — 6-DOF, efficiency factors
wave_equation Smith 1-D wave equation — bearing graph, drivability
drilled_shaft Drilled shaft capacity — GEC-10 alpha/beta/rock socket
seismic_geotech Site classification, M-O pressures, SPT liquefaction (NCEER/Youd-2001)
retaining_walls Cantilever and MSE retaining walls
ground_improvement Aggregate piers, wick drains, vibro-compaction
slope_stability Fellenius, Bishop, Spencer — circular slip, soil nails
downdrag Neutral plane method, dragload estimation
geotech_common Shared soil profile, adapters, plotting utilities
calc_package Calculation package report generation
subsurface_characterization Subsurface data I/O: DIGGS parser + Plotly visualizations + trend stats, plus optional format adapters for GEF/BRO-XML CPT/borehole (pygef), AGS4 (python-ags4), and DIGGS schema/dictionary validation (pydiggs)
dxf_import DXF CAD import for slope stability geometry
fem2d 2D plane-strain FEM — CST/Q4/beam, MC/HS, SRM, seepage, consolidation

Library Wrapper Agents (10 modules)

Each agent wraps a third-party geotechnical library with a dict-based API for LLM tool use.

Module Library Purpose
opensees_agent OpenSeesPy PM4Sand cyclic DSS, 1D site response
pystrata_agent pystrata 1D equivalent-linear site response
seismic_signals_agent eqsig + pyrotd Earthquake signal processing
liquepy_agent liquepy Boulanger & Idriss (2014) liquefaction triggering — CPT (LPI/LSN/LDI) and SPT
hvsrpy_agent hvsrpy HVSR site characterization
gstools_agent gstools Geostatistical kriging and random fields
salib_agent SALib Sobol and Morris sensitivity analysis
swprocess_agent swprocess MASW surface wave dispersion
pystra_agent pystra FORM/SORM/Monte Carlo reliability
groundhog_agent groundhog Site investigation and soil mechanics

The former pygef_agent (pygef), ags4_agent (python-ags4), and pydiggs_agent (pydiggs) library wrappers were folded into subsurface_characterization as optional, dependency-backed format adapters — one module now covers ingest + validate + visualize across DIGGS, GEF/BRO-XML, and AGS4. Their optional dependencies remain installable (see Optional Extras).

Optional Extras

Extra Libraries
plot matplotlib
calc jinja2
groundhog groundhog
opensees openseespy
pystrata pystrata
seismic-signals eqsig, pyrotd
liquepy liquepy
hvsrpy hvsrpy
gstools gstools
salib SALib
swprocess swprocess
pystra pystra
subsurface pygef, python-ags4, pydiggs (subsurface_characterization format adapters)
pygef pygef (alias)
ags4 python-ags4 (alias)
pydiggs pydiggs (alias)
dxf ezdxf
full All of the above

Unified Liquefaction

Liquefaction triggering is exposed to the agent through a single liquefaction tool that auto-routes by input type and method:

  • CPT input (cone resistance q_c / sleeve friction f_s) → Boulanger & Idriss (2014) CPT procedure via liquepy, with LPI / LSN / LDI indices.
  • SPT input (N160 blow counts) → Boulanger & Idriss (2014) by default (method="bi2014"), or the legacy NCEER / Youd et al. (2001) simplified procedure via method="nceer2001" for code-compliance work that cites it.

B&I-2014 is the default for both. The underlying per-module functions remain available directly: liquepy_agent.analyze_cpt_liquefaction / analyze_spt_liquefaction (B&I-2014) and seismic_geotech.evaluate_liquefaction (NCEER/Youd-2001 SPT). The SPT B&I-2014 path is composed from liquepy's tested B&I-2014 building blocks — liquepy ships no packaged SPT triggering object.

Related Package

geotech-references — Digitized NAVFAC DM7 and FHWA GEC reference library (installed automatically as a dependency).

License

MIT

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