Build an agent-ready tool.

Guidance, drafts and open reference material for vendors and builders. Nothing here is gated, and none of it requires membership.

Start building

Ship a useful MCP server for one area of your product.

Build an agent-ready MCPNaming, descriptions and design rules agents actually understand.Scope and core conceptsWhat an automotive MCP server covers, and the shared vocabulary.Conformance levelsRead-only first, then actions. Declared per area, not all at once.

The handshake

The few things tools must agree on to pass a customer between them safely. Drafts, open for comment.

Portable consentSigned consent receipts any tool can verify, and revocation.Delegated identityHow an agent proves a customer authorized it, without sharing their personal data.FederationDealer groups and rooftops: keeping each store's data in its lane.Auth and securityScopes, tokens and what must never be logged.

Reference

Recommended tools and data shapes for the main dealership areas. Use them where they fit.

Full referenceEvery section, from scope to the example discovery response.Areas and toolsInventory, leads, service, deals, F&I, parts and more.Naming rulesTool and field names, and how they stay stable.JSON SchemasVersioned schemas and example records you can validate against.

Machine-readable

For agents and build tools. Fetch these and start.

tools.jsonEvery recommended tool and the schema of what it returns.schemas/index.jsonEvery object schema, served at the address it declares.llms.txtThe map of this site for AI agents.Consent demoPortable consent running live in your browser.

Get agent-ready.

Dealers join free and find out which vendors are ready. Vendors ship an MCP and get listed. Builders get open tooling and a working demo to build against today.

Join the movement Is your vendor agent-ready?