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used-car-market-comparison

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Updated 10-16 05:04

About this skill

Used-car market comparison

Build a traceable comparison of advertised vehicles. An asking-price sample can show how a listing compares with observed alternatives; it cannot establish a transaction value, sale speed, or the vehicle's mechanical condition.

Setup and API contract

Set CRAWLORA_API_KEY to your key from crawlora.net. Use the bundled scripts/crawlora.sh, which sends x-api-key to https://api.crawlora.net/api/v1. Read reference/endpoints.md for selected endpoints and parameters. Successful results are inside data; check application code as well as HTTP status. Stop on authentication errors, back off on 429, and retry a transient upstream failure once. A failed fetch is unavailable evidence, not zero inventory. Keep requests within the user's scope and credit budget; save query, page, source IDs, and retrieval times with results if collection needs to resume.

Collect comparable listings

  1. Fix the target vehicle or buyer requirements: market/ZIP, travel radius, year range, make/model, trim, powertrain, drivetrain, mileage band, condition, seller type, and budget. Keep hard requirements separate from preferences. When widening a sparse sample, show which constraint changed.
  2. Search CarMax and Autotrader with supported filters. CarMax ZIP biases toward a nearby store; it is not a radius filter. Autotrader supports radius and make/model/trim codes, with model requiring make and trim requiring both. Do not reuse codes across sites; use known source values or free-text query and filter returned records when a code is unverified.
  3. Cars.com search supports ZIP, radius, stock_type, and page only. Retrieve a bounded local sample and filter year/make/model/trim locally; do not invent server-side filters or present its unfiltered total as the comparable count. Keep used and certified samples distinct (used/certified on Autotrader, used/cpo on Cars.com). CarMax uses its own retail inventory context.
  4. Follow returned stock numbers/listing IDs into detail for finalists and uncertain matches. CarMax detail accepts store_id; discover a store with the included store endpoints when local transfer context matters. Omission uses a default store and can change displayed transfer/pricing context.
  5. Record source, URL, ID, VIN when returned, seller/store, actual vehicle location, price, mileage/unit, trim, condition evidence, and collection time. CarMax pages contain up to 48 results; Autotrader and Cars.com up to 24. Deduplicate within and across pages; stop repeated pages. Report budget- or pagination-limited coverage rather than claiming a complete local market.
scripts/crawlora.sh /carmax/search make=Toyota model=RAV4 zip=94103 min_year=2021 max_year=2023 page=1
scripts/crawlora.sh /autotrader/search query="Toyota RAV4" condition=used zip=94103 radius=50 page=1
scripts/crawlora.sh /carsdotcom/search zip=94103 radius=50 stock_type=used page=1

Match and compare

  • A verified identical VIN represents one vehicle even if advertised on multiple sites. Preserve conflicting prices and timestamps for that vehicle. Without VIN, use a provisional match supported by seller, specs, mileage, photos, and listing links; matching year/make/model alone does not establish identity.
  • Search and detail can label the same model differently (for example RAV4 versus RAV4 Hybrid). Retain both source labels and reconcile with VIN and powertrain detail before grouping; do not merge hybrid and gas variants by base name.
  • Compare exact trim, drivetrain, engine/fuel type, model year, mileage band, and certification/history context where available. Put uncertain trims, accident history, and missing mileage in separate or unknown groups. A clean-looking description is not a clean vehicle-history report.
  • Use numeric advertised vehicle prices in the same currency. Exclude monthly payments, down payments, missing prices, and conditional finance offers from cash-price statistics. Keep taxes, registration, dealer and transfer fees separate unless their inclusion is explicitly documented. Never label a sticker-price comparison an out-the-door quote.
  • Report the deduplicated comparable count, range, median, and, for a sufficiently useful sample, quartiles. A premium/discount can be (target / median - 1) * 100 with the chosen cohort shown. Do not invent a dollars-per-mile adjustment or causal valuation model. Small or poorly matched samples warrant a descriptive range, not a precise fair-value claim.
  • Keep Cars.com's predicted fair price/deal rating attributed to Cars.com, separate from your sample calculations. Price history is source-reported listing history, not a transaction history. Disappearance does not prove sale.

Deliverable

Return the match criteria, coverage/stopping ledger, comparable vehicle table, price summary, and a shortlist or outlier explanation suited to the user. Include URLs, retrieval dates, excluded records/reasons, uncertain matches, fee/history gaps, and questions for the seller. Do not contact sellers, reserve vehicles, or purchase history reports unless the user requests those actions.