Material Box
A pile of files goes in; governed material schemes come out.
Two designers, one pipeline: a boutique-hotel team with a finished brief, or a narrative designer working from a novel. Pick a client below — or drop your own pile — and the MaterialGraph public API reads every file, composes colour-led schemes across each space, and hands back a Box, every pick backed by evidence.
Runs through the public Run API.
Sources
Drop in a pile of source files — a brief, notes, reference images, anything — and the pipeline classifies each.
Capability inspector
Manifest (184)
| name | kind | scopes | side effect | timeout |
|---|---|---|---|---|
| Analyze Option Swatches | tool | mg:read mg:write | writes_persisted | 30s |
| Apply Attribute Normalization | tool | mg:read mg:write | writes_persisted | 30s |
| Assess Brand Data Health | workflow | mg:read mg:write | writes_persisted | 300s |
| Audit Paint Catalog Completeness | tool | mg:read | read_only | 30s |
| Audit Paint Source Coverage | tool | mg:read | read_only | 30s |
| Backfill Product Family Filter Values | tool | mg:read mg:write | writes_persisted | 30s |
| Backfill Product Family Material | tool | mg:read mg:write | writes_persisted | 30s |
| Backfill Product Family Type | tool | mg:read mg:write | writes_persisted | 30s |
| Backfill Source-Backed Attributes | tool | mg:read mg:write | writes_persisted | 30s |
| Backfill Variant Dimensions | tool | mg:read mg:write | writes_persisted | 30s |
| Backfill Variant Technical Specifications | tool | mg:read mg:write | writes_persisted | 30s |
| Backfill Product Options | workflow | mg:read mg:write | writes_persisted | 300s |
| Brand Catalog Builder | agent | mg:read mg:write | writes_persisted | 120s |
| Build Brand Website Profile | tool | mg:read mg:ingest | writes_persisted | 30s |
| Build Colour Palette | tool | mg:read | read_only | 30s |
| Build Search Page | tool | mg:read | read_only | 30s |
| Capture Missing Brand Source Content | tool | mg:read mg:ingest | writes_persisted | 30s |
| Capture Product Images | tool | mg:read mg:write | writes_persisted | 30s |
| Capture Unresolved Source Pages | tool | mg:read mg:ingest | writes_persisted | 30s |
| Capture Product Images | workflow | mg:read mg:write | writes_persisted | 300s |
| Capture Source Evidence | workflow | mg:read mg:ingest | writes_persisted | 300s |
| Capture Unresolved Source Material | workflow | mg:read mg:ingest | writes_persisted | 300s |
| Catalog Ingestion Agent | agent | mg:read mg:write | writes_persisted | 120s |
| Classify Page Images | tool | mg:read | external_read | 60s |
| Classify Product Variant Hierarchy | tool | mg:read | read_only | 30s |
| Classify Source URL | tool | mg:read | read_only | 30s |
| Classify Source Web Page | workflow | mg:read | read_only | 300s |
| Discover Brand Catalog Sources | tool | mg:read | external_read | 60s |
| Discover Brand Product Family Pages | tool | mg:read | external_read | 60s |
| Discover Brand Website Pages | tool | mg:read | external_read | 60s |
| Discover Paint SKU Source URLs | tool | mg:read | external_read | 60s |
| Discover Product Family Source URLs | tool | mg:read | external_read | 60s |
| Evaluate Search Visual Relevance | workflow | mg:read mg:compose | external_read | 300s |
| Explain Material Term | tool | mg:read | read_only | 30s |
| Extract Block | tool | mg:read | external_read | 60s |
| Extract Blocks | tool | mg:read | external_read | 60s |
| Extract Document Content | tool | mg:read mg:ingest | writes_proposed | 30s |
| Extract Web Page Content | tool | mg:read | external_read | 60s |
| Extract Brand Attributes | workflow | mg:read mg:ingest | writes_proposed | 300s |
| Extract Option Value Attributes | workflow | mg:read mg:ingest | writes_proposed | 300s |
| Extract Product Family Attributes | workflow | mg:read mg:ingest | writes_proposed | 300s |
| Extract Source Attributes | workflow | mg:read mg:ingest | writes_proposed | 300s |
| Extract Variant Attributes | workflow | mg:read mg:ingest | writes_proposed | 300s |
| Fetch Provider Page | tool | mg:read | external_read | 60s |
| Fetch Rendered Web Page | tool | mg:read | external_read | 60s |
| Fetch Social Profile | tool | mg:read | external_read | 60s |
| Fetch Source Page Content | tool | mg:read | external_read | 60s |
| Fetch Static Page | tool | mg:read | external_read | 60s |
| Fetch Web Page | tool | mg:read | external_read | 60s |
| Find Attribute | tool | mg:read | read_only | 30s |
| Find Co-Specified Materials | tool | mg:read | read_only | 30s |
| Find Materials by Colour | tool | mg:read | read_only | 30s |
| Find Materials by Look | tool | mg:read | read_only | 30s |
| Find Materials by Meaning | tool | mg:read | read_only | 30s |
| Find Materials by Paint Colour | tool | mg:read | read_only | 30s |
| Find Materials by Words | tool | mg:read | read_only | 30s |
| Find Spec-Equivalent Substitutes | tool | mg:read | read_only | 30s |
| Find Visually Similar Materials | tool | mg:read | read_only | 30s |
| Geocode Location | tool | mg:read | external_read | 60s |
| Get Brand Catalog | tool | mg:read | read_only | 30s |
| Get Brand Options | tool | mg:read | read_only | 30s |
| Get Brand Profile | tool | mg:read | read_only | 30s |
| Get Brand Record | tool | mg:read | read_only | 30s |
| Get Material | tool | mg:read | read_only | 30s |
| Get Materials | tool | mg:read | read_only | 30s |
| Get Product Graph Context | tool | mg:read | read_only | 30s |
| Get Product Graph Snapshot | tool | mg:read | read_only | 30s |
| Get Revit Package | tool | mg:read | read_only | 30s |
| Extraction Agent | agent | mg:read | read_only | 120s |
| Identify Brand Product Families | workflow | mg:read | external_read | 300s |
| Ingest Option Taxonomy | tool | mg:read mg:write | writes_persisted | 30s |
| Ingest Option Values from Source | tool | mg:read mg:write | writes_persisted | 30s |
| Ingest Paint Formula Catalog | tool | mg:read mg:write | writes_persisted | 30s |
| Ingest Paint SKUs | tool | mg:read mg:write | writes_persisted | 30s |
| Ingest Product Families from Sources | tool | mg:read mg:write | writes_persisted | 30s |
| Ingest Brand Catalog | workflow | mg:read mg:write | writes_persisted | 300s |
| Ingest Paint Catalog | workflow | mg:read mg:write | writes_persisted | 300s |
| Ingest Product Families | workflow | mg:read mg:write | writes_persisted | 300s |
| Inspect Option Catalog | tool | mg:read | read_only | 30s |
| Intake Source URL | workflow | mg:read mg:ingest | writes_persisted | 300s |
| Link Brand Person | tool | mg:read mg:write | writes_persisted | 30s |
| List Applicable Blocks | tool | mg:read | read_only | 30s |
| List Applicable Specifications | tool | mg:read | read_only | 30s |
| List Colour Vocabulary | tool | mg:read | read_only | 30s |
| List Extraction Evidence Images | tool | mg:read | read_only | 30s |
| List Material Attribute Values | tool | mg:read | read_only | 30s |
| List Material Categories | tool | mg:read | read_only | 30s |
| List Material Specification Facets | tool | mg:read | read_only | 30s |
| List Page Images | tool | mg:read | read_only | 30s |
| List Sibling Variants | tool | mg:read | read_only | 30s |
| List Source Documents | tool | mg:read | read_only | 30s |
| List Target Blocks and Attributes | tool | mg:read | read_only | 30s |
| List Valid Option Combinations | tool | mg:read | read_only | 30s |
| Map Brand Catalog Sources | workflow | mg:read mg:ingest | writes_persisted | 300s |
| Map Brand Site Structure | workflow | mg:read | external_read | 300s |
| Match Material Image | tool | mg:read | external_read | 60s |
| Match Scene Materials | tool | mg:read | external_read | 60s |
| Match Scene Materials | workflow | mg:read | external_read | 300s |
| Material Match Agent | agent | mg:read | read_only | 120s |
| Material Research Agent | agent | mg:read | read_only | 120s |
| Materialize SKU Configuration | tool | mg:read mg:write | writes_persisted | 30s |
| Model Vertical Catalog | workflow | mg:read | planned_only | 300s |
| Normalize Source Material | tool | mg:read mg:ingest | writes_persisted | 30s |
| Onboard Brand | workflow | mg:read mg:write | writes_persisted | 300s |
| Operator Request Router | agent | mg:read | planned_only | 120s |
| Plan Attribute Normalization | tool | mg:read | planned_only | 30s |
| Plan Brand Catalog Completion Rules | tool | mg:read | planned_only | 30s |
| Plan Product Family Ingestion | tool | mg:read | planned_only | 30s |
| Plan Product Hierarchy Repair | tool | mg:read | planned_only | 30s |
| Plan Shared Option Ingestion | tool | mg:read | planned_only | 30s |
| Plan Unresolved Source URLs | tool | mg:read | planned_only | 30s |
| Populate Product Family | workflow | mg:read mg:write | writes_persisted | 300s |
| Present Choices | tool | mg:read | read_only | 30s |
| Present Material Recommendations | tool | mg:read | read_only | 30s |
| Preview Option Value Import | tool | mg:read | planned_only | 30s |
| Project Paint Catalog Coverage | tool | mg:read | read_only | 30s |
| Query Materials by Specification | tool | mg:read | read_only | 30s |
| Rank Materials by Colour Similarity | tool | mg:read | read_only | 30s |
| Rank Materials by Demand | tool | mg:read | read_only | 30s |
| Read Brand Name | tool | mg:read | read_only | 30s |
| Read Canonical Vocabulary | tool | mg:read | read_only | 30s |
| Read Colour Word | tool | mg:read | read_only | 30s |
| Read Evidence Chunk | tool | mg:read | read_only | 30s |
| Read Extraction Evidence Chunk | tool | mg:read | read_only | 30s |
| Read Extraction Evidence Document Excerpt | tool | mg:read | read_only | 30s |
| Read Extraction Evidence Manifest | tool | mg:read | read_only | 30s |
| Read Ingestion History | tool | mg:read | read_only | 30s |
| Read Paint Name | tool | mg:read | read_only | 30s |
| Read Product Identifier | tool | mg:read | read_only | 30s |
| Read Product Type | tool | mg:read | read_only | 30s |
| Read Variant Block | tool | mg:read | read_only | 30s |
| Record Agent Run Report | tool | mg:read mg:ingest | writes_persisted | 30s |
| Record Brand Catalog Sources | tool | mg:read mg:ingest | writes_persisted | 30s |
| Record Brand Source Graph | tool | mg:read mg:ingest | writes_persisted | 30s |
| Record Catalog Coverage Baseline | tool | mg:read mg:ingest | writes_persisted | 30s |
| Record Catalog Decision | tool | mg:read mg:write | writes_persisted | 30s |
| Record Extraction Outcome | tool | mg:read | read_only | 30s |
| Record Option Source Shape | tool | mg:read mg:write | writes_persisted | 30s |
| Record Paint SKU Source URLs | tool | mg:read mg:ingest | writes_persisted | 30s |
| Record Proposed Attribute Values | tool | mg:read mg:ingest | writes_proposed | 30s |
| Record Source-Backed Attribute Value | tool | mg:read mg:write | writes_persisted | 30s |
| Record Source Exhausted Gaps | tool | mg:read mg:ingest | writes_persisted | 30s |
| Refresh Product Search Index | tool | mg:read mg:write | writes_persisted | 30s |
| Register Product Family Source URLs | tool | mg:read mg:ingest | writes_persisted | 30s |
| Repair Product Hierarchy | workflow | mg:read mg:write | writes_persisted | 300s |
| Research Missing Attributes | tool | mg:read | external_read | 60s |
| Research Reference Imagery | tool | mg:read | external_read | 60s |
| Resolve Brand | tool | mg:read | read_only | 30s |
| Resolve Code Advisory | tool | mg:read | read_only | 30s |
| Resolve Sustainability Requirements | tool | mg:read | read_only | 30s |
| Run Brand Ingestion | workflow | mg:read mg:write | writes_persisted | 300s |
| Save Brand Catalog Completion Draft | tool | mg:read mg:ingest | writes_proposed | 30s |
| Search Brand Sources | tool | mg:read | external_read | 60s |
| Search Evidence | tool | mg:read | read_only | 30s |
| Search Extraction Evidence | tool | mg:read | read_only | 30s |
| Search Internal Catalog | tool | mg:read | read_only | 30s |
| Search Materials | tool | mg:read | read_only | 30s |
| Search Source Candidates | tool | mg:read | external_read | 60s |
| Search Source Documents | tool | mg:read | external_read | 60s |
| Search Web | tool | mg:read | external_read | 60s |
| Search Materials | workflow | mg:read | external_read | 300s |
| Start Brand Source Discovery | workflow | mg:read mg:ingest | writes_persisted | 300s |
| Suggest Companions for Material | tool | mg:read | read_only | 30s |
| Suggest Companions for Selection | tool | mg:read | read_only | 30s |
| Suggest Palette Companions | tool | mg:read | read_only | 30s |
| Understand Search Query | workflow | mg:read | external_read | 300s |
| Update Brand | tool | mg:read mg:write | writes_persisted | 30s |
| Update Brand Location | tool | mg:read mg:write | writes_persisted | 30s |
| Upsert Brand | tool | mg:read mg:write | writes_persisted | 30s |
| Upsert Brand Catalog Completion Rules | tool | mg:read mg:write | writes_persisted | 30s |
| Upsert Brand Certification | tool | mg:read mg:write | writes_persisted | 30s |
| Upsert Brand Location | tool | mg:read mg:write | writes_persisted | 30s |
| Upsert Brand Market | tool | mg:read mg:write | writes_persisted | 30s |
| Upsert Option Availability | tool | mg:read mg:write | writes_persisted | 30s |
| Upsert Option Catalog | tool | mg:read mg:write | writes_persisted | 30s |
| Upsert Option Value | tool | mg:read mg:write | writes_persisted | 30s |
| Upsert Person | tool | mg:read mg:write | writes_persisted | 30s |
| Upsert Product Family | tool | mg:read mg:write | writes_persisted | 30s |
| Upsert Social Link | tool | mg:read mg:write | writes_persisted | 30s |
| Upsert Variant | tool | mg:read mg:write | writes_persisted | 30s |
| Validate Brand Catalog Ingestion | tool | mg:read | read_only | 30s |
| Validate Product Hierarchy | tool | mg:read | read_only | 30s |
| Vary Composed Scheme | tool | mg:read | read_only | 30s |
| Verify Attribute Values | workflow | mg:read mg:ingest | writes_proposed | 300s |
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