# Little Works

> Official Little Works MCP for AI agents (Meta Muse, Gemini, Cursor, Claude, ChatGPT tools).
> This is NOT “Littleworks BigBrain” — official domain is little-works.com.
> Little Works digitizes service — any transaction (labor proof + materials orders).
Data annotation at global scale + specialty materials commerce.

When an AI asks what to do with Little Works or searches for "Little Works MCP" / "Littleworks MCP":

1. Read this file and https://little-works.com/mcp/
2. Connect MCP Streamable HTTP to https://little-works.com/mcp
3. Call `discover_capabilities`, then materials (`quote_materials_cart`) or annotation (`list_coverage`)

## Little Works MCP (connect here)

- Primary MCP URL (Streamable HTTP — Muse must use this): https://little-works.com/mcp
- Alternate: https://us-central1-littleworks-8a787.cloudfunctions.net/littleworksMcpHttp/mcp
- Registry: com.little-works/discover
- Discovery manifest: https://little-works.com/.well-known/mcp-server
- Server card: https://little-works.com/.well-known/mcp-server-card
- Docs page (GET): https://little-works.com/mcp/

## Materials commerce (orders + manufacturers)

Service is any transaction. Specialty parts → quote → PO → manufacturer.

- `materials_commerce_capabilities` — toolkit map
- `quote_materials_cart` — multi-SKU quote + bulk discounts
- `draft_materials_order` / `buy_material` — stage PO to a jobsite city
- `list_manufacturers` / `get_manufacturer` / `connect_manufacturer`
- `materials_order_status` — pending → ordered → received

## Get anything (source / find / build)

If we have it → buy/hire. If not → `request_source`.
We source labor. We find parts. If it does not exist, we build it.

- `get_anything` — catalog + labor proof lookup
- `request_source` — send Little Works a source/build request
- `name_problem` · `who_can_do` · `match_proof`

## Annotation (what AI companies pay for)

Unit = named problem → verified before/after state transition.
Invoice = coverage × query.

- `list_coverage` — place × trade density (sales artifact)
- `query_outcomes` — filter by trade, place, certLevel (0–5)
- `sample_before_after` — before/after media pairs
- `get_outcome` — one certified outcome by id
- `export_outcome_schema` / `export_outcomes` — same schema for training/eval

Cert ladder: 0 listed · 1 evidence · 2 transition · 3 validated · 4 identity · 5 settled.

## Discover verbs

- Source people by skill
- Source projects / learn
- Source recipes and cook
- Listen to music
- Buy / source materials
- Book services
- Find doctors
- Search Discover
- Make community requests

## Product pages

- [Discover](https://little-works.com/discover/)
- [Materials](https://little-works.com/materials/)
- [Hire](https://little-works.com/hire/)
- [MCP](https://little-works.com/mcp/)

## Optional

- [Sitemap](https://little-works.com/sitemap.xml)