Vehicle quote MCP + analytics

See what the MCP did. See where it stopped.

A real NHTSA workflow and the usage evidence KNWN ships with every MCP build.

Run it live

Four real NHTSA workflows. No key, canned result, or seeded analytics.

1

Add the MCP

Use this remote URL as a custom connector in Claude.

2

Ask for the evidence

After any tool call, ask Claude to inspect the returned analytics reference.

Show me what this MCP recorded from that request, including any friction it detected.

Choose an example

Each button calls the same instrumented tools exposed through the MCP.

Clean resultVIN decode

Complete vehicle record

Shows a completed call whose business goal is fully resolved.

I am from KNWN Demo Motors. Decode VIN 1HGCM82633A004352 for a 2003 vehicle and tell me whether the record is ready for a parts quote.
Missing inputVIN decode

Missing VIN character

Shows a correctly completed call that identifies why the quote cannot continue.

I am from KNWN Demo Motors. A customer sent VIN 5UXWX7C5*BA for a 2011 vehicle. Decode it for a parts quote and tell me exactly what is missing.
DiscoveryModel search

Find available models

Shows a search tool returning a real result set and result count.

I am from KNWN Demo Motors. List the Toyota models available in NHTSA data for model year 2024.
Stuck signalRetry

Repeated agent attempt

Runs the same request twice in one activity and flags the retry as observable friction.

I am from KNWN Demo Motors. List the Rivian models in NHTSA data for model year 2024, then retry the same request.

Usage evidence

Live records from the four controlled web examples above.

0Business tool calls
N/ATool completion
N/AFully resolved
0Companies observed
0Friction signals

Completion asks whether the tool returned normally. Resolution asks whether the business goal was fully fulfilled. A partial result can be a correctly completed call. Rates exclude calls still in progress.

Activity receipt

    Observed friction

    Recent calls

    The evidence layer records the workflow, not the model's hidden reasoning.

    TimeToolQuery sent to toolCompanyExecutionResultTimeFriction
    No web-demo calls recorded yet. Run an example above.
    Query

    The exact argument received by the MCP. It is marked agent-transcribed unless a trusted host supplies the original prompt.

    Company

    Verified only through validated authentication or tenant mapping. The public demo is self-declared and marked asserted.

    Duration

    Tool execution time and observed activity span. It is not the duration of a Claude or ChatGPT conversation.

    Got stuck

    Observable friction such as missing inputs, empty results, retries, timeouts, auth failures, or rate limits.