DualSPHysics MCP

io.github.vegetableno1由 GitHub 帳號 vegetableno1 發布v0.2.0更新於 Oct 24, 2026

Agent toolchain for the DualSPHysics SPH solver: case creation, runs, post-processing, validation.

已驗證STDIO僅桌面開發者工具資料與分析

概覽

AI 產生的概覽

封裝本機 DualSPHysics SPH 工具鏈,讓助理設計、執行、後處理並驗證二維潰壩模擬。

可以做什麼
  • 檢查本機 DualSPHysics 安裝:找出 GenCase、求解器、PartVTK 與 MeasureTool,並回報版本與安裝提示
  • 以結構化參數建立、修改與讀回二維潰壩案例,並估算粒子數
  • 以 GenCase 離散化案例,並將 CPU 求解器以背景工作啟動
  • 輪詢工作進度、模擬時間、吞吐量與預計完成時間
  • 將粒子輸出轉為 ParaView 可讀的 VTK 檔,並在指定點取樣成 CSV 時間序列
  • 將潰壩湧潮前緣與內建的 Koshizuka & Oka (1996) 實驗比對,給出逐時刻誤差與 MAE/RMSE/最大值
適用情境
適合在本機執行 DualSPHysics、希望由助理反覆調整潰壩案例設定、啟動並監控求解工作,並與參考實驗比對結果的情境,不必手寫 XML 或命令列。
執行需求
在桌機上以本機程序執行,需要 Python 3.10+(PyPI 套件,可用 uvx 啟動)。另需自行安裝 DualSPHysics:GenCase、CPU 求解器、PartVTK 與 MeasureTool 執行檔,透過 DSPH_GENCASE、DSPH_SOLVER、DSPH_PARTVTK、DSPH_MEASURETOOL、PATH 或常見安裝路徑尋找。可選 DSPH_JOBS_DIR 與 DSPH_OMP_THREADS。無需驗證。
安裝前請注意
求解運算相當耗用 CPU 且耗時:文件範例在 8 執行緒下模擬 2 秒約需 14 分鐘。工作會將輸出檔寫入工作目錄,edit_case 未指定儲存路徑時會直接修改既有案例檔。此伺服器僅以子程序方式呼叫本機程式,DualSPHysics 本身未隨套件散布,需自行取得並編譯。

安裝

在 SourceWeft 中

  1. 開啟 儀表板中的 DualSPHysics MCP,將其新增到工作區。
  2. 為需要使用其工具的對話啟用該服務。

Desktop only,透過 STDIO。 STDIO 服務會啟動本機處理程序,因此需要 SourceWeft 桌面主機。

其他 MCP 客戶端

參照 儲存庫 中的啟動說明。

README

DualSPHysics MCP

Language: English | 中文

[Listed on mcpservers.org] [vegetableno1/DualSPHysics-mcp MCP server] [CI]

Design, run, and verify DualSPHysics simulations from an AI agent — not just stare at them.

Ten Model Context Protocol tools wrap a local DualSPHysics SPH toolchain end to end: design cases as structured parameters (no hand-written XML, no solver needed to iterate), run them as background CPU jobs with progress, throughput and the solver's own ETA on tap, post-process into ParaView-ready VTK and CSV time series, and verify a 2D dam-break against the Koshizuka & Oka (1996) experiment with per-time errors and MAE / RMSE / max.

The server only launches the DualSPHysics command-line tools as subprocesses; DualSPHysics itself is not distributed here — it is free LGPL-2.1-or-later software, this package neither links nor redistributes its code or binaries, so the MIT licence carries no extra obligations. If you publish work using DualSPHysics, cite Dominguez et al. (2022), Computational Particle Mechanics 9:867–895, doi:10.1007/s40571-021-00404-2.

Tools

ToolWhat it does
check_environmentFind the four DualSPHysics tools on this machine: resolved path, provenance (env var, PATH, scan), version, solver feature flags; install hints when one is missing.
create_caseDescribe a 2D dam-break experiment in plain parameters and get a GenCase *_Def.xml back — no XML by hand, no solver needed. Returns a particle-count estimate for self-checking.
edit_caseChange parameters of an existing case (in place or to a save_path), re-validating the merged result.
describe_caseRead a case file back as a summary: dp, domain, column/tank/obstacle, timing, gauges, particle estimate.
gencaseDiscretise the case into Case.xml + Case.bi4 (plus preview VTK) and report the real particle counts.
run_caseStart the CPU solver in the background (jobs/ directory, Run.out, Part_*.bi4) and return a job_id immediately.
job_statusPoll a job: state, t/tmax, percent, the solver's Time/Sec throughput and projected finish, Run.out tail.
partvtkTurn Part_*.bi4 output into VTK particle files for ParaView; filters and variables pass through.
measure_toolProbe the solution at points and get CSV time series back (comma separator enforced for deterministic parsing).
validate_dambreakReconstruct the dam-tip surge front from the CSV and score it against the embedded Koshizuka & Oka (1996) series: per-time errors + MAE/RMSE/max.

Working chain: check_environment → create_case → describe_case → gencase → run_case → poll job_status → partvtk + measure_tool → validate_dambreak. Vocabulary, three guards and particle-estimate arithmetic: docs/case-generation.md.

Domain contracts

Behaviours of the wrapped tools that their -h output does not tell you:

  • Geometry outside the domain box is silently clipped by GenCase (exit 0, no warning) — create_case containment-checks every domain.
  • DualSPHysics CSVs default to semicolon separators; measure_tool forces commas unless the caller passes their own -csvsep.
  • MeasureTool points files reject leading # comment lines; MeasureTool errors print on stdout, not stderr.
  • Time/Sec in Run.out is wall-clock seconds per simulated second — not steps/second; the row tail is the solver's projected finish.
  • Run.out row formats differ between solver v5.0/v5.2 and v5.4; the parser handles both.

All fourteen contracts (formats, exit codes): docs/domain-contracts.md.

Install

Python 3.10+. The binaries are discovered from DSPH_* environment variables, PATH, or conventional install roots (/opt, /usr/local, ~/softwares, ~, cwd → <root>/DualSPHysics*/bin/linux).

bash
uv sync                 # or: python -m venv .venv && .venv/bin/pip install -e .

Getting the solver (the GitHub repository ships GenCase / PartVTK / MeasureTool prebuilt but not the solver):

  1. Full package from https://dual.sphysics.org/downloads/, or
  2. git clone https://github.com/DualSPHysics/DualSPHysics and build the CPU solver with make -f Makefile_cpu (g++ only, no CUDA needed), then copy the prebuilt tools from bin/linux/.

Configure through environment variables (no .env parsing; see .env.example — the same paths appear in examples/mcp_config.example.json):

DSPH_GENCASE=/home/<user>/softwares/DualSPHysics/bin/linux/GenCase_linux64DSPH_SOLVER=/home/<user>/softwares/DualSPHysics/bin/linux/DualSPHysics5.4CPU_linux64DSPH_PARTVTK=/home/<user>/softwares/DualSPHysics/bin/linux/PartVTK_linux64DSPH_MEASURETOOL=/home/<user>/softwares/DualSPHysics/bin/linux/MeasureTool_linux64DSPH_JOBS_DIR=/abs/path/to/jobs     # optional, default ./jobsDSPH_OMP_THREADS=8                  # optional, default all cores

Run

bash
.venv/bin/python mcp_server.py    # hub-style entry point (stdio).venv/bin/dualsphysics-mcp        # console scriptuvx dualsphysics-mcp              # published on PyPI

Client registration templates: examples/mcp_config.example.json:

json
{ "mcpServers": { "dualsphysics-mcp": { "command": "uvx", "args": ["dualsphysics-mcp"] } } }
bash
claude mcp add dualsphysics-mcp -- /abs/repo/path/.venv/bin/python /abs/repo/path/mcp_server.py

Example: 2D dam-break validation (Koshizuka & Oka 1996)

examples/dambreak_val2d/ holds the showcase: the official validation layout (dp = 0.01 m; 1 m × 2 m water column in a 4 m × 3 m tank; TimeMax = 2 s, TimeOut = 0.01 s; Verlet / Wendland / artificial viscosity 0.02 / Fourtakas DDT 0.1), regenerated by gen_dambreak_val2d.py (MIT), a surge-front MeasureTool points file (401 points along z = 0.03 m), and the digitised experiment.

Measured on this case (GenCase v5.4.354 / solver v5.4.355, 8 CPU threads, i5-10210U):

QuantityValue
Total particles21,001 (fluid 20,000 + bound 1,001)
Part files201 (Part_0000 … Part_0200)
Solver wall time (TimeMax = 2 s)≈ 14 min
Dam-tip MAE vs experiment (0.09–0.75 s)0.220 m (22.0 % of the column); RMSE 0.240 m
Dam-tip error, early collapse (t ≤ 0.2 s)within ±0.01–0.16 m
Wall impactfront pins at 3.98 m at t ≈ 0.67 s

[Simulated surge front vs the 1996 experiment]

The residual is SPH physics, not a measurement artefact: the front extraction tracks the solver's own SWL gauge (mean deviation 8 mm < 10 mm point spacing), and the experiment ends at X/a ≈ 4.13 — beyond the 4 m tank — so the comparison saturates after wall impact (validate_dambreak notes impact_time_s).

Agent transcript:

check_environment()                                  # all four tools foundgencase("examples/dambreak_val2d/CaseDambreakVal2D_Def.xml")  -> particle_counts: total=21001 fluid=20000 bound=1001run_case("<out>/CaseDambreakVal2D")                  # returns job_idjob_status(job_id)                                   # poll until percent=100partvtk(job_id=job_id)                               # 201 fluid VTK filesmeasure_tool(job_id=job_id, points_file="examples/dambreak_val2d/points_damtip.txt")validate_dambreak(csv_path="<measure csv>", points_file="examples/dambreak_val2d/points_damtip.txt")

validate_dambreak reports per-time errors plus MAE / RMSE / max in metres and as % of the 1 m column. The figure comes from examples/make_validation_figure.py; examples/render_dambreak.py turns the same run's Part_*.vtk into an MP4 animation (dev dependencies).

Tests

bash
uv run pytest -q          # or: .venv/bin/python -m pytestuv run ruff check .

The suite is green without any solver installed (discovery, command construction, log-fixture parsing, validation math, case generation, stdio end-to-end). Tests marked solver exercise a real local toolchain and auto-skip otherwise.

Contents

  • src/dualsphysics_mcp/ — MCP server, tool discovery and config, error codes, the ten tools in tools/.
  • examples/ — validation case, create_case_demo.py, figure + animation scripts, client template.
  • tests/ — pytest suite (solver tests auto-skip).

Repository rules

  • Committed: source, tests, examples, documentation, templates.
  • Not committed: DualSPHysics binaries or sources (LGPL work stays out), virtual environments, .env, job outputs and generated results.
  • Experiment values in examples/dambreak_val2d/ are digitised facts cited to Koshizuka & Oka (1996) as shipped with the DualSPHysics examples; the generated case XML and all code here are original MIT content — details in CONTRIBUTING.md.

來源:README.md,提交 ac42bff

工具

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版本歷史

2
  1. v0.2.0最新Sep 25, 2026
  2. v0.1.1Sep 22, 2026

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