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. 840 of 862 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://www.charlieobaugh.com/ai/sticker/{VIN}.pdf
Status by VIN
https://www.charlieobaugh.com/ai/sticker/{VIN}.json (make, model, year, status)
Per vehicle
the window_sticker.monroney_url field in https://www.charlieobaugh.com/ai/v/{VIN}.json
MCP tool
get_window_sticker(vin)
curl
curl -o sticker.pdf https://www.charlieobaugh.com/ai/sticker/KNDCT3LE6P5039363.pdf
VehicleVINSticker
2023 Kia Niro SX TouringKNDCT3LE6P5039363PDF json
2008 Hyundai Elantra GLSKMHDU46D58U549541PDF json
2023 Kia Sportage X-Pro Prestige5XYK7CAF3PG133641PDF json
2023 Chevrolet TrailBlazer ACTIVKL79MSSL3PB082719PDF json
2022 Mitsubishi Eclipse Cross LEJA4ATVAA1NZ012543PDF json
2015 Subaru Forester 2.5i PremiumJF2SJADC0FH433555PDF json
2023 Subaru Forester LimitedJF2SKANC8PH544139PDF json
2025 Hyundai Elantra SEL ConvenienceKMHLS4DG3SU941424PDF json
2023 Buick Encore GX EssenceKL4MMGSL5PB005726PDF json
2024 Subaru Impreza 2.5RSJF1GUHJC4R8333770PDF json

Prices checked against inventory data from .