# Charlie Obaugh Auto Group

> Probe-verified (tier 2 of 3). Last checked 2026-08-23. 5 of 5 capability checks passed.

- host: www.charlieobaugh.com
- url: https://www.charlieobaugh.com/
- category: auto dealer
- type: business
- country: US
- locations: United States
- language: en

## Probe-verified · tier 2 of 3

Probed live on 2026-08-23 against rubric v1. 5 of 5 checks passed.

- PASS — Markdown negotiation
- PASS — Markdown twin at a predictable URL
- PASS — llms.txt
- PASS — API catalog
- PASS — MCP server answers

MCP tools (from tools/list on 2026-08-23, served from ai.charlieobaugh.com): search_inventory, get_vehicle, get_vehicle_details, get_value_props, list_inventory, get_oem_offers, get_dealer_specials, search_offers, get_window_sticker, decode_vin, get_dealer_info, get_inventory_stats

## Unverified actions

Read from the page's own content, with the wording each was drawn from. Inference is kept separate from tested facts; an agent completing the action is tier 3.

- **search** — "New cars and trucks, 348 vehicles" → `https://ai.charlieobaugh.com/inventory/cars-trucks/new`
- **query_api** — "GET https://ai.charlieobaugh.com/api/ucp/ask?q=%3Cyour+question+here%3E&token=..." → `https://ai.charlieobaugh.com/api/ucp/ask`

## Summary

Charlie Obaugh Auto Group offers new, used, and certified pre-owned vehicles from multiple brands including Kia, Chevrolet, and GMC.

## Context

2 sites in this index share the category "auto dealer"; 0 are transactional.

## How we grade

- tier 1 — **Declared**: The site says agents are welcome in its robots.txt. A permission, not a capability.
- tier 2 — **Probe-verified** (this site): We fetched the site and tested each signal ourselves. Dated, repeatable, re-checked on a schedule.
- tier 3 — **Behaviourally verified**: An agent completed the action end to end — booked, bought, submitted — and it worked.

## About this record

Known-Good probes sites live and publishes what was tested and when.
Method: https://knowngood.sh/about.md · Rubric: https://knowngood.sh/benchmark