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.

open the instrument

02 · inverse design

SPECTRAL PALETTE DESIGNER

Design reflectance spectra whose

separation survives changes in

lighting and observer.

open the instrument

03 · inverse design

DISCRIMINATION TEST DESIGNER

Optimizes vanishing-design

reflectance pairs for color-vision

testing directly from spectra.

open the instrument

04 · inverse design

ADVERSARIAL ILLUMINANT SYNTHESIS

Finds a physically realizable

light that makes a safe palette

confusable.

open the instrument

05 · audits

COLORMAP TOPOLOGY AUDIT

Certifies which features a

colormap invented or destroyed,

per observer including CVD.

open the instrument

06 · audits

METAMER ATLAS

Sample the metamer polytope and

map where its shape changes across

color space.

open the instrument

07 · audits

SPECTRUM PROVENANCE AUDIT

Flags reflectance curves that look

interpolated, smoothed, or

synthesized rather than measured.

open the instrument

08 · benchmarks

CORRECTNESS SUITE

Metamer confusion pairs, nine

metamorphic relations, and 401

conformance vectors for color

code.

open the instrument

ONE LIBRARY

Every instrument is an MCP tool.

Two engines, required to agree.

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