Dataset

Window stickers

The factory Monroney (window sticker) for each vehicle, fetched live from the OEM by VIN and served as a PDF from this domain. 842 of 858 vehicles have an OEM Monroney source; a small number of VINs may return a not-available response if the OEM publishes none.

How to query this dataset
PDF by VIN
https://ai.charlieobaugh.com/sticker/{VIN}.pdf
Status by VIN
https://ai.charlieobaugh.com/sticker/{VIN}.json (make, model, year, status)
Per vehicle
the window_sticker.monroney_url field in https://ai.charlieobaugh.com/v/{VIN}.json
MCP tool
get_window_sticker(vin)
curl
curl -o sticker.pdf https://ai.charlieobaugh.com/sticker/JF2SKANC8PH544139.pdf
VehicleVINSticker
2023 Subaru Forester LimitedJF2SKANC8PH544139PDF json
2018 Subaru Forester 2.5i PremiumJF2SJAGC5JH564548PDF json
2025 Hyundai Elantra SEL ConvenienceKMHLS4DG3SU941424PDF json
2023 Buick Encore GX EssenceKL4MMGSL5PB005726PDF json
2020 Toyota 4Runner Base GradeJTEBU5JR5L5773122PDF json
2024 Subaru Impreza 2.5RSJF1GUHJC4R8333770PDF json
2022 Hyundai Palisade LimitedKM8R54HE2NU388618PDF json
2024 Subaru WRX PremiumJF1VBAH64R9801253PDF json
2024 Kia EV9 GT-LineKNDAEFS52R6034632PDF json
2026 Kia Carnival SX PrestigeKNDNE5K31T6582980PDF json

Prices checked against inventory data from .