the instrument room

INSTRUMENTS

Color theory has measurements.

It barely has instruments.

A measurement hands you a number and asks for trust.

An instrument carries its guarantees with it.

01 · certificates

Illuminant Robustness Certificate

A guaranteed lower bound on palette discriminability across an entire illuminant family.

02 · inverse design

Spectral Palette Designer

Design reflectance spectra whose separation survives changes in lighting and observer.

03 · inverse design

Discrimination Test Designer

Optimizes vanishing-design reflectance pairs for color-vision testing directly from spectra.

04 · inverse design

Adversarial Illuminant Synthesis

Finds a physically realizable light that makes a safe palette confusable.

05 · audits

Colormap Topology Audit

Certifies which features a colormap invented or destroyed, per observer including CVD.

06 · audits

Metamer Atlas

Sample the metamer polytope and map where its shape changes across color space.

07 · audits

Spectrum Provenance Audit

Flags reflectance curves that look interpolated, smoothed, or synthesized rather than measured.

08 · benchmarks

Correctness Suite

Metamer confusion pairs, nine metamorphic relations, and 401 conformance vectors for color code.

09 · certificates

Palette Ceiling

A certified upper bound on how separable any N-color palette can be, worst case across CVD, bracketed by a witness palette.

10 · certificates

Spectral Constraint Oracle

A decision procedure for cross-illuminant appearance: witness reflectance when feasible, named conflicts when not.

11 · audits

Transform Audit

Five behavioral invariants any sane color transform must keep, checked over every cell of a supplied 3D LUT.

12 · audits

Dataset Diff

A forensic diff for spectral datasets: names what kind of change each record underwent and gates the release on it.

13 · certificates

Blend Safety Certificate

The verified convex core of the sRGB gamut in Oklab, inside which any linear blend of colors stays in gamut.

14 · audits

Physicality Audit

A per-pixel certificate of physical impossibility: colors no diffuse surface could show under any declared illuminant.

ONE LIBRARY

Every instrument is an MCP tool.

Two engines, required to agree.

claude mcp add maryslab -- node mcp/dist/server.js