AUTO411

AUTO411 Vehicle Intelligence MCP

Vehicle intelligence
for AI agents.

Vehicle data that knows when it has the right car. Resolve by VIN or Year / Make / Model, then retrieve normalized specifications, tires and wheel fitment, safety and EPA efficiency through MCP.

$39/ month
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Identity first.Structured output.Never silently guessed.
AUTO411 / MCP● LIVE
TOOLget_vehicle_fitment2016 Scion FR-S · configuration 627260
MATCHED_SINGLEYMM_SCOPED FITMENT
Bolt pattern
5x100
Center bore
56.1
Offset
48
Thread size
12x1.25

Normalized individual facts returned after vehicle identity is safely resolved.

Built to become part of the workflow

Automotive data
your software can reason about.

An identity-first automotive MCP server and vehicle intelligence API for AI-agent developers, repair and service software, vehicle research, fleets, and tire, wheel or parts applications.

AI agentsRepair softwareVehicle researchFitment applicationsFleet intelligence

Five focused tools

A small surface.
Substantial vehicle intelligence.

The MCP server keeps vehicle resolution separate from configuration-dependent facts, so an agent knows when it can answer and when it should ask for another detail.

01resolve_vehicle

VIN · Year · Make · Model · Trim · Engine · Drivetrain · Configuration resolution

02get_vehicle_specs

Engine · Displacement · Cylinders · Horsepower · Transmission · Drivetrain · Fuel type

03get_vehicle_fitment

OEM tire sizes · Bolt pattern / PCD · Center bore · Wheel offset · Thread / lug size

04get_vehicle_safety

Recalls · Owner complaints · Investigations · Manufacturer communications · Available safety information

05get_vehicle_efficiency

EPA city MPG · Highway MPG · Combined MPG · Fuel type · EV information where available

Identity before specifications

Resolve the vehicle first.
Return the facts second.

Automotive data is often configuration-dependent. AUTO411 reports identity, availability and evidence status explicitly instead of filling an ambiguous or missing field with a guess.

MATCHED_SINGLE

One identity resolved

The requested vehicle has one supported identity and appropriately scoped facts can be returned.

NEEDS_IDENTITY

Ask for one more detail

More than one configuration remains. This is an intentional result: ask for a distinguishing detail before using configuration-dependent facts.

NO_MATCH

No reliable match

AUTO411 does not substitute a nearby vehicle or invent an answer when reliable identity evidence is unavailable.

Real workflows

From identity
to useful vehicle intelligence.

Use AUTO411 as an automotive MCP server, VIN lookup API or vehicle intelligence layer for agent and application workflows.

0110,667 fitment applications

2016 Scion FR-S

Bolt pattern
5x100
Center bore
56.1 mm
Offset
48 mm
Thread size
12x1.25
02VIN workflow

VIN → resolved identity

Submit a VIN to resolve the supported vehicle identity. Retrieve normalized vehicle specs only when the result is safe to use.

VIN→MATCHED_SINGLE→SPECS
03Enrichment workflow

Vehicle → safety & efficiency

Ask for available NHTSA safety information at its stated scope, or EPA efficiency data after the relevant vehicle identity is resolved.

VEHICLE→SAFETY / EPA

Developer access

One direct path
to vehicle intelligence.

Coverage varies by vehicle, configuration and data category. Missing information stays missing, and ambiguous identity stays explicit.

AUTO411 MCP

$39/ month

  • MCP access
  • Vehicle resolution
  • Normalized specifications
  • Tires and available wheel fitment
  • Safety information
  • EPA efficiency information
Get MCP Access

Build with the 411

Give your agent
a reliable first look.

Connect AUTO411 Vehicle Intelligence through MCP.

Get MCP Access