# Charlie Obaugh Auto Group, AI data layer

802 vehicles at 410 Lee Jackson Highway, Staunton, VA 24401, structured for AI agents. Data refreshed Oct 1, 6:56 AM ET.

- Dealer: Charlie Obaugh Auto Group, 410 Lee Jackson Highway, Staunton, VA 24401, (540) 324-4446
- Website: https://www.charlieobaugh.com
- In stock: 802 (519 new · 166 used · 117 certified)
- Factory options: 228 vehicles with every option itemized and priced
- Factory window stickers: 786
- Live offers: 258 OEM incentives, 6 dealer specials
- Manufacturer rebates: matched to 92 new vehicles, each car's own conditions applied
- Agent tools: 22 over MCP, no key needed to read
- Pricing: advertised prices include the $799 dealer processing fee; tax, title and registration extra

## Connect

- **MCP server**: https://www.charlieobaugh.com/api/ucp/mcp (Claude, ChatGPT, Cursor and any MCP client. 22 tools, streamable HTTP.)
- **llms.txt**: https://www.charlieobaugh.com/llms.txt (The short summary answer engines read first.)
- **Full inventory**: https://www.charlieobaugh.com/data.json (Every vehicle with price, mileage and photos, in one JSON file.)
- **OpenAPI**: https://www.charlieobaugh.com/openapi.json (The same tools as a REST description, for agents that do not speak MCP.)
- **Agent card**: https://www.charlieobaugh.com/.well-known/agent-card.json (A2A discovery: who this agent is and what it can do.)
- **This page in Markdown**: https://www.charlieobaugh.com/ai/index.md (Everything here as plain text, for a model's context window.)

## Featured vehicles

| Vehicle | Condition | Price | Mileage | VIN | Link |
|---|---|---|---|---|---|
| 2026 Chevrolet Silverado 1500 LT | new | $50,639 | 3,586 mi | 1GCPKKEK6TZ389872 | https://www.charlieobaugh.com/vehicle/new-2026-chevrolet-silverado-1500/1GCPKKEK6TZ389872 |
| 2026 Ford Explorer ST | new | $57,407 | New | 1FMWK8GC1TGA11793 | https://www.charlieobaugh.com/vehicle/new-2026-ford-explorer/1FMWK8GC1TGA11793 |
| 2026 Ford F-150 XLT | new | $62,118 | New | 1FTFW3L84TKE59908 | https://www.charlieobaugh.com/vehicle/new-2026-ford-f-150/1FTFW3L84TKE59908 |
| 2024 Kia Sportage X-Line | certified | $31,593 | 38,477 mi | 5XYK6CDF9RG161445 | https://www.charlieobaugh.com/vehicle/used-2024-kia-sportage/5XYK6CDF9RG161445 |
| 2026 Kia K5 GT-Line | new | $34,661 | New | KNAG64J78T5483385 | https://www.charlieobaugh.com/vehicle/new-2026-kia-k5/KNAG64J78T5483385 |
| 2025 GMC Sierra 1500 Denali | certified | $66,593 | 9,409 mi | 3GTUUGEL3SG145792 | https://www.charlieobaugh.com/vehicle/used-2025-gmc-sierra-1500/3GTUUGEL3SG145792 |

**2026 Chevrolet Silverado 1500 LT** MSRP $54,595, sale price $50,639.
- Customer Cash $1,500. $1,500 Customer Cash 2026 CHEVROLET Silverado 1500 LT w/TurboMax. Not available with special finance or lease offers. Take new retail delivery by 11-04-2026. Expires 2026-11-04.

**2026 Ford Explorer ST** MSRP $62,540, sale price $57,407.
- First Responder Cash $500 (if you qualify). Available on the purchase or lease of an eligible new 2025/2026/2027 model year Ford or Lincoln vehicle. Not available on Mustang Dark Horse, Mustang GTD, F-150Raptor, Ranger Raptor, Ford GT and Bronco Raptor. Vehicle eligibility may change at any time. Dollar amount may vary by market. Available to U.S. residents only. Place a new retail order or take new retail delivery from an authorized Ford Dealer’s or Lincoln Retailer’s stock by 1/4/2027. Limit of five purchase or leases per household during the program offer (PGM# 32898). Offer subject to dealer participation. May not be used/combined with any Ford or Lincoln private offer. See an authorized Ford Dealer or Lincoln Retailer, or go to www.fordrecognizesu.com, for complete details and eligibility (PGM# 32898). Due to high demand and global supply chain constraints, some models, trims, and features may not be available or may be subject to change. Check with your local dealer for current information. Offer subject to confirmation of eligibility. Expires 2027-01-04.
- Military Cash $500 (if you qualify). Available on the purchase or lease of an eligible new 2025/2026/2027 model year Ford or Lincoln vehicle. Not available on Mustang Dark Horse, Mustang GTD, F-150 Raptor, Ranger Raptor, Ford GT and Bronco Raptor. Vehicle eligibility may change at any time. Dollar amount may vary by market. Available to U.S. residents only. Place a new retail order or take new retail delivery from an authorized Ford Dealer’s or Lincoln Retailer’s stock by 1/4/2027. Limit of five purchase or leases per household during the program offer (32894). Offer subject to dealer participation. May not be used/combined with any Ford/Lincoln private offer. See an authorized Ford Dealer or Lincoln Retailer, or go to www.fordrecognizesu.com, for complete details and eligibility (32894). Due to high demand and global supply chain constraints, some models, trims, and features may not be available or may be subject to change. Check with your local dealer for current information. Offer subject to confirmation of eligibility. Expires 2027-01-04.

**2026 Ford F-150 XLT** MSRP $70,325, sale price $62,118.
- College Student Cash $750 (if you qualify). $750 Exclusive Cash Reward available on a retail purchase or a $500 Exclusive Cash Reward available on a lease of an eligible new 2025/2026/2027 model year Ford Bronco, Bronco Sport, Escape, Edge, Mustang, Mustang Mach-E, Ranger, Maverick, F-150, or F-150 Lightning. Not available on Mustang GTD, Mustang Dark Horse, Ford GT, Ranger Raptor, and F-150 Raptor. Vehicle eligibility may change at any time. Available to U.S. residents only. Place a new retail order or take new retail delivery from an authorized Ford Dealer’s stock by 1/4/2027. Limit of five purchase or leases during the program offer (PGM# 32896). Offer subject to dealer participation. May not be used/combined with any Ford private offer. See an authorized Ford Dealer, or go to www.fordrecognizesu.com, for complete details and eligibility (PGM# 32896). Due to high demand and global supply chain constraints, some models, trims, and features may not be available or may be subject to change. Check with your local dealer for current information. Offer subject to confirmation of eligibility. Expires 2027-01-04.
- First Responder Cash $500 (if you qualify). Available on the purchase or lease of an eligible new 2025/2026/2027 model year Ford or Lincoln vehicle. Not available on Mustang Dark Horse, Mustang GTD, F-150Raptor, Ranger Raptor, Ford GT and Bronco Raptor. Vehicle eligibility may change at any time. Dollar amount may vary by market. Available to U.S. residents only. Place a new retail order or take new retail delivery from an authorized Ford Dealer’s or Lincoln Retailer’s stock by 1/4/2027. Limit of five purchase or leases per household during the program offer (PGM# 32898). Offer subject to dealer participation. May not be used/combined with any Ford or Lincoln private offer. See an authorized Ford Dealer or Lincoln Retailer, or go to www.fordrecognizesu.com, for complete details and eligibility (PGM# 32898). Due to high demand and global supply chain constraints, some models, trims, and features may not be available or may be subject to change. Check with your local dealer for current information. Offer subject to confirmation of eligibility. Expires 2027-01-04.
- Military Cash $500 (if you qualify). Available on the purchase or lease of an eligible new 2025/2026/2027 model year Ford or Lincoln vehicle. Not available on Mustang Dark Horse, Mustang GTD, F-150 Raptor, Ranger Raptor, Ford GT and Bronco Raptor. Vehicle eligibility may change at any time. Dollar amount may vary by market. Available to U.S. residents only. Place a new retail order or take new retail delivery from an authorized Ford Dealer’s or Lincoln Retailer’s stock by 1/4/2027. Limit of five purchase or leases per household during the program offer (32894). Offer subject to dealer participation. May not be used/combined with any Ford/Lincoln private offer. See an authorized Ford Dealer or Lincoln Retailer, or go to www.fordrecognizesu.com, for complete details and eligibility (32894). Due to high demand and global supply chain constraints, some models, trims, and features may not be available or may be subject to change. Check with your local dealer for current information. Offer subject to confirmation of eligibility. Expires 2027-01-04.

**2024 Kia Sportage X-Line** factory options: Glacial White Pearl Paint $395; X-Line Premium Package $1,500; Cross Bars X-Line $360; Carpeted Floor Mats, X-Line $175; TM $350; Interior Light Kit $300; Side Step Bars $690; Tow Hitch $500

**2026 Kia K5 GT-Line** MSRP $35,015, sale price $34,661.

**2026 Kia K5 GT-Line** factory options: Wolf Gray Paint $495; GT-Line Red Interior Color Package $295; GT-Line Premium Package $2,200; Carpeted Floor Mats $200; TM $350; Mud Guards $140

**2025 GMC Sierra 1500 Denali** factory options: DENALI RESERVE PACKAGE TECHNOLOGY PACKAGE $4,565; ENGINE: 6.2L ECOTEC3 V8 WITH DYNAMIC FUEL MANAGEMENT $2,295; ONYX BLACK $495; ACTIVE EXHAUST $395; 3 YEARS, SIRIUSXM $299

Full inventory: https://www.charlieobaugh.com/data.json and https://www.charlieobaugh.com/ai/inventory.md

## What an agent can do here

### Find the right car

- `get_started`: The menu: what this dealership's assistant can do and where to begin.
- `get_inventory_stats`: The whole inventory at a glance, by make, model, body style and price.
- `search_inventory`: Find cars by plain words or filters, sorted the way the shopper asked.
- `match_by_budget`: The best in-stock matches for a budget, a need and a trade.
- `compare_vehicles`: Two or more VINs side by side: price, specs and offers.
- `list_inventory`: Walk the full feed page by page, for exports and crawlers.

### Know the car

- `get_vehicle_details`: Everything on one VIN, including the parsed factory window sticker.
- `get_vehicle`: The structured record for one VIN: price, specs, photos and availability.
- `get_window_sticker`: Monroney MSRP and the sticker link for one VIN.
- `decode_vin`: Year, make, model, trim and drivetrain for any VIN, stocked here or not.
- `check_availability`: In stock, in transit or sold, checked live before anyone promises a car.

### Money and the trade

- `calculate_payment`: A real monthly payment for a vehicle, by down payment, term and credit.
- `estimate_trade_in`: A value for the car the shopper drives today.
- `capture_payoff`: The loan payoff on that trade, so the equity is real.
- `get_oem_offers`: Factory APR, lease and cash programs, by VIN or by model.
- `search_offers`: Every offer, searchable: 0% APR, lease deals, cash back, by model.
- `get_dealer_specials`: The store's own advertised specials, with terms and expiry dates.

### The store and a real person

- `get_dealer_info`: Address, phone, hours, brands and how to get here.
- `get_value_props`: Why buy here, in the dealership's own words.
- `rag_search`: Search everything the store has published: pages, policies and inventory.
- `corpus_health`: What the assistant knows, and what it has no source for yet.
- `submit_lead`: Hand the shopper to a real person at the store, with their consent.

## Datasets

- Inventory (802 vehicles): https://www.charlieobaugh.com/ai/inventory
- OEM offers (258 programs): https://www.charlieobaugh.com/ai/offers
- Dealer specials (6 specials): https://www.charlieobaugh.com/ai/specials
- Manufacturer rebates (92 new vehicles matched): https://www.charlieobaugh.com/ai/offers
- Window stickers (786 factory stickers): https://www.charlieobaugh.com/ai/window-stickers
- Itemized factory options (228 vehicles, every option priced): https://www.charlieobaugh.com/ai/window-stickers
- Specs and VIN decode (802 decoded VINs): https://www.charlieobaugh.com/ai/specs
- Store pages (172 pages): https://www.charlieobaugh.com/ai/store-pages
- Site knowledge (172 documents): https://www.charlieobaugh.com/ai/rag
- Discovery files (2,609 files): https://www.charlieobaugh.com/ai/discovery
- AI usage (5,071 AI agent requests): https://www.charlieobaugh.com/ai/stats