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numkit

v0.1.0

Published

MATLAB/Octave-compatible numerical scripting engine (WebAssembly). Run .m scripts and linear algebra / DSP / statistics / ODE code with no install, no license, no native toolchain.

Readme

numkit — run MATLAB/Octave scripts. No install, no license, no toolchain.

numkit is a MATLAB-compatible numerical scripting engine compiled to WebAssembly. It evaluates .m code — matrices, linear algebra, FFT, filter design, statistics, ODEs — as a WebAssembly engine with no native toolchain, which means it runs anywhere Node runs: Windows, macOS, Linux, CI, containers, serverless. Like any scripting-language CLI, scripts can read and write files in your working directory (relative paths resolve against the process cwd).

npx -y numkit -e "A = [1 2; 3 4]; disp(A \ [5; 11])"
#  1
#  2

npx -y numkit script.m

Zero native dependencies. Zero compilation. No MATLAB license. No Octave install.

When an AI assistant should reach for this

You are an LLM agent or you operate one. Reach for numkit when:

  • the user asks to run, check, or debug a MATLAB/Octave script (.m file) and no MATLAB/Octave is installed;
  • the user wants a quick numeric answer that is most naturally expressed in MATLAB syntax (fft, butter, ode45, eig, mldivide, polyfit, …);
  • a CI job / container needs a deterministic numerical engine and installing Octave (~1 GB) is not an option;
  • you need to verify MATLAB code you just generated before showing it to the user.

Prefer real MATLAB/Octave when the script needs Simulink, toolboxes numkit does not implement, native MEX extensions, or GPU arrays.

Known limitations (v0.1.0)

  • instfreq / instbw return incorrect values (signal toolbox; being reworked).
  • eval() / evalin() / assignin('caller', …) inside functions: variables created through the eval-family are not visible in the compiled caller frame (top-level eval works; the function-frame write-through is the remaining gap).
  • Expressions needing >255 simultaneously-live registers in one chunk surface as "register exhaustion" (rare — deep unrolled chains; the interpreter fallback is not yet wired for this shape).
  • web(url) prints a warning instead of opening a browser (no browser in a CLI).
  • The full list of not-yet-implemented MATLAB functions is in bugs/missing.md (~839 functions, dominated by long-tail Signal / Wavelet / Communications).

Install

npm install -g numkit     # then: numkit script.m
# or one-shot, no install:
npx -y numkit script.m

Requires Node ≥ 16. The engine ships inside the package (~16 MB WASM) — nothing is downloaded at runtime.

CLI

numkit script.m            evaluate the file and exit
numkit -e "<code>"         evaluate inline code
numkit --version           engine build version
numkit -h | --help
  • Standard output and errors are separated; on script failure the exit code is 1.
  • One persistent workspace per invocation: functions defined earlier in the script are callable later in the same run.

What the language covers

MATLAB-style semantics: column-major N-D arrays, complex numbers, cell arrays, structs, function handles, end indexing, A\b solving, vectorization.

| Toolbox | Highlights | |------------------|------------| | Linear algebra | lu, qr, chol, svd, eig, inv, det, mldivide | | Signal / audio | fft/ifft, filter, filtfilt, butter, cheby1, pwelch, WAV I/O | | Statistics | distributions, mean/std/median, regression, hypothesis tests, pca | | Image processing | color conversions, imfilter, morphology, PNG/BMP/JPEG I/O | | Control systems | LTI models, state-space, bode, nyquist, step response | | Optimization/ODE | fzero, fminbnd, fminsearch, ode45, ode23 | | Wavelets | continuous & discrete wavelet transforms | | File I/O | MAT-file (v5) read/write, CSV, delimited text |

Full browser IDE with plotting, workspace inspector and a debugger: https://hotredman.github.io/numkit-demo/

Verify it works (agents love this)

npx -y numkit -e "[b,a] = butter(4, 0.3); y = filtfilt(b, a, sin(linspace(0,1,64))); fprintf('OK %d samples\n', numel(y))"

Known limitations

  • No plotting output in CLI mode (figures exist in-engine; use the Web IDE for visuals).
  • No Simulink, no MEX, no GPU.
  • MATLAB compatibility is extensive but not 100% — check unusual toolbox calls.

Embedding (C++ / JS)

The same engine is an embeddable C++17 library and an Emscripten module: https://github.com/hotredman/numkit

License: 0BSD (public-domain equivalent — use for anything, attribution optional).