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CLI tools, utilities, converters, workflow automation, and productivity helpers
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- LPJ GUESS> **Version**: LPJ-GUESS 4.1.1 (real engine) — KI rewired 2026-10-07 > **Domain**: terrestrial biogeochemistry / dynamic vegetation (C, N, water) > **Last updated**: 2026-10-07 > **Validation status**: real engine; official demo reproduced exactly (manifest tier `tested`) > **Default run route**: `tools/run_lpjguess_engine.py` (the real `guess` binary). The surrogate is never the default. > **SURROGATE WARNING.** `tools/run_lpjguess.py`, `convert_forcing_to_lpjguess.py`, > `convert_parameters...Votes: 0GitHub stars: 231
- Docs> **Stage ID**: s4_climate_prep > **Pipeline order**: 4 of 10 > **Depends on**: s1_project_setupVotes: 0GitHub stars: 231
- DocsOptimize HydroCNHS model parameters against observed streamflow using the built-in genetic algorithm (GA) from DEAP. Calibration is essential because initial parameter estimates from soil/land-use data rarely produce satisfactory discharge simulation.Votes: 0GitHub stars: 231
- HydroCNHS**Package**: HydroCNHS KI v1.0 **Model**: HydroCNHS v1.2.1 **Domain**: Hydrology — Coupled Natural-Human Systems **Created**: 2026-03-25 **Validation**: Tualatin River Basin (TRB), Oregon, USA (1981–2013) | Metric | Value | |--------|-------| | Tools | see the KI map at the top of this file | | Pipeline stages | 8 | | Diagnostic triplets | see the KI map at the top of this file | | Skill documents | see the KI map at the top of this file | | Validation basin | TRB, Oregon | ---Votes: 0GitHub stars: 231
- DocsGenerate the hexagonal (or other polygonal) mesh with DEM-derived elevation values in the JSON format consumed by HexWatershed. This stage bridges raw geospatial data (GeoTIFF DEMs) to the model's cell-based representation.Votes: 0GitHub stars: 231
- DocsPrepare the HexWatershed JSON configuration file and basin definitions. This stage produces the two primary input files that control all model behavior: the main configuration JSON and the optional basin configuration JSON.Votes: 0GitHub stars: 231
- HYPE> **MANDATORY EXECUTION POLICY** — READ BEFORE PROCEEDING > > You MUST run the **actual model binary or package** described in this document. > If the model fails to import, compile, or execute, you MUST: > 1. Check `diagnostics/triplets.yaml` for a matching error pattern > 2. Try the fix suggested in the triplet's `remedy` section > 3. If still failing, report the error to the user with full details > > You MUST NOT substitute a simplified Python formula, regression equation, > or hand-coded...Votes: 0GitHub stars: 231
- HEC RAS**Package**: `hydrocraft-hec-ras` v2.0.0 **Model**: HEC-RAS 6.7 Beta 5 (USACE Hydrologic Engineering Center) — **real Intel-Fortran solvers under WINE** **Domain**: River / open-channel hydraulics (1-D & 2-D) **Binary**: `KISSPATH_HOME/.wine/drive_c/Program Files (x86)/HEC/HEC-RAS/6.7 Beta 5/x64/RasSteady.exe` **Last updated**: 2026-06-03 **Stats**: current tool and triplet counts: the KI map at the top of this file; the stage guides are in `docs/` **Validation status**: `real` — computed vs ...Votes: 0GitHub stars: 231
- DocsDerive the HEC-HMS loss-method parameters used by this KI from HWSD soil texture and AVHRR land cover. The implemented stage is `tools/convert_soil_to_hms.py`, which maps HWSD texture classes to hydrologic soil groups, combines those groups with AVHRR land-cover classes, and writes basin-average SCS Curve Number and Green-Ampt reference parameters.Votes: 0GitHub stars: 231
- HEC HMS**Package**: `hydrocraft-hec-hms` v1.0.0 **Model**: HEC-HMS 4.14 (USACE Hydrologic Engineering Center), official Linux build, run headless by `tools/run_hms_engine.py` **Created by**: Jianyun Zhang Research Group, Hohai University **Last updated**: 2026-03-28 **Stats**: current tool, stage-doc and triplet counts: the KI map at the top of this file **Validation status (2026-10-06)**: the REAL engine reproduces the USACE castro sample exactly (runs Current + Future, 54/54 element peaks/volumes/...Votes: 0GitHub stars: 231
- GeoClaw**Package:** geoclaw-ki v1.0 **Model:** GeoClaw (part of Clawpack) **Domain:** Ocean / Coastal / Tsunami / Storm Surge **Creator:** auto_dissect **Last Updated:** 2026-03-26 **Stats:** current tool, stage-doc and triplet counts: the KI map at the top of this file **Validation Status:** example_validated (bowl-slosh analytical solution) ---Votes: 0GitHub stars: 231
- GSFLOW> **MANDATORY EXECUTION POLICY** — READ BEFORE PROCEEDING > > You MUST run the **actual model binary or package** described in this document. > If the model fails to import, compile, or execute, you MUST: > 1. Check `diagnostics/triplets.yaml` for a matching error pattern > 2. Try the fix suggested in the triplet's `remedy` section > 3. If still failing, report the error to the user with full details > > You MUST NOT substitute a simplified Python formula, regression equation, > or hand-coded apVotes: 0GitHub stars: 231
- GIFMod| Field | Value | |--------------------|----------------------------------------------------| | Package | gifmod-ki | | Version | 0.1.0 | | Model | GIFMod 0.1.26 | | Domain | Urban water quality / green infrastructure | | Language | C++14 (Qt5 GUI); s...Votes: 0GitHub stars: 231
- GEOPHIRES**Package**: `hydrocraft-geophires` v1.0.0 **Model**: GEOPHIRES-X (v3.11.25) — Geothermal Techno-Economic Simulator **Developer**: NREL (National Renewable Energy Laboratory) **License**: MIT **Stats**: current tool, stage-doc and triplet counts: the KI map at the top of this file **Validation Status**: Production-validated (built-in examples, Fervo Cape Station case study) ---Votes: 0GitHub stars: 231
- ESMF> **MANDATORY EXECUTION POLICY** — READ BEFORE PROCEEDING > > You MUST run the **actual model binary or package** described in this document. > If the model fails to import, compile, or execute, you MUST: > 1. Check `diagnostics/triplets.yaml` for a matching error pattern > 2. Try the fix suggested in the triplet's `remedy` section > 3. If still failing, report the error to the user with full details > > You MUST NOT substitute a simplified Python formula, regression equation, > or hand-coded apVotes: 0GitHub stars: 231
- EPANET**Package**: `hydrocraft-epanet-wds` v1.0.0 **Model**: EPANET 2.2.0 (Water Distribution System Simulator) **Source**: https://github.com/USEPA/EPANET2.2 **Language**: C (cmake build) **License**: MIT **Last updated**: 2026-03-25 **Stats**: current tool and triplet counts: the KI map at the top of this file; the stage guides are in `docs/` ---Votes: 0GitHub stars: 231
- ELM**Package**: hydrocraft-elm-landsurface v1.0.0 **Model**: ELM (E3SM Land Model) — component of E3SM v3 **Domain**: Land surface processes (energy, water, carbon, nitrogen, phosphorus) **Created by**: Auto-dissection pipeline **Last updated**: 2026-03-26 **Stats**: current tool, stage-doc and triplet counts: the KI map at the top of this file **Validation status**: `documentation_validated` (no HPC cluster available for execution) ---Votes: 0GitHub stars: 231
- DualSPHysics**Package**: `hydrocraft-dualsphysics-ocean` v1.0.0 **Model**: DualSPHysics v5.4.355 (Smoothed Particle Hydrodynamics) **Domain**: Coastal/ocean engineering, free-surface flows **Last updated**: 2026-03-26 **Stats**: current tool, stage-doc and triplet counts: the KI map at the top of this file **Validation status**: `example_validated` (DamBreak benchmark, Koshizuka & Oka 1996) ---Votes: 0GitHub stars: 231
- DocsDayCent SOM pools (active, slow, passive) take centuries to converge to their long-run steady state. The equilibrium run drives the model under a representative climate cycle until SOM stops drifting. The `.bin` file produced is then used as the starting state for historical and treatment runs.Votes: 0GitHub stars: 231
- DocsBuild the daily `.wth` weather file consumed by DayCent. This is the most common source of silent failures because of the **cm/day vs mm/day** unit trap and the column ordering convention that has not changed since the 1990s.Votes: 0GitHub stars: 231
- DocsBuild the four ASCII files DayCent needs to describe a location: `<site>.100` (climate normals + initial SOM pools), `sitepar.in` (site physical parameters), `soils.in` (soil hydraulic profile), and `outfiles.in` (output toggles).Votes: 0GitHub stars: 231
- DayCent> **MANDATORY EXECUTION POLICY** — READ BEFORE PROCEEDING > > You MUST run the **actual model binary or package** described in this document. > If the model fails to import, compile, or execute, you MUST: > 1. Check `diagnostics/triplets.yaml` for a matching error pattern > 2. Try the fix suggested in the triplet's `remedy` section > 3. If still failing, report the error to the user with full details > > You MUST NOT substitute a simplified Python formula, regression equation, > or hand-coded apVotes: 0GitHub stars: 231
- Daisy**Package**: `hydrocraft-daisy-soil` v1.0.0 **Model**: Daisy v7.1.4 — Mechanistic simulation of agricultural fields **Origin**: Agrohydrology Group, University of Copenhagen **Last updated**: 2026-03-25 **Stats**: current tool, stage-doc and triplet counts: the KI map at the top of this file **Validation status**: `example_validated` (Taastrup, Denmark, 1986-1988) ---Votes: 0GitHub stars: 231
- DSSAT**Model**: DSSAT-CSM (Decision Support System for Agrotechnology Transfer, Cropping System Model) **Version**: 4.8.5, Build 41 **Domain**: Crop simulation — multi-crop growth, development, and yield **Language**: Fortran 90 **Binary**: `KISSPATH_HOME/DSSAT/build/bin/dscsm048` **Local fix**: the binary carries the DSSAT team's fix `605b4a03` (Century surface layer, `IMMOBLIMIT_C.for`; installed 2026-10-04); see [s8_batch_execution_skill.md](docs/s8_batch_execution_skill.md) Step 1.6 **License*...Votes: 0GitHub stars: 231