used-car-decoder
Decode a used-car listing before you drive an hour to see it — what the seller's phrasing is hiding, the history-check items that matter, a test-dri…
它会碰到什么
这一栏是扫描器报的事实,不是结论。命中多不等于有毒(安全工具、规则库、示例脚本本来就会包含危险写法),命中少也不等于干净。它和你手上的凭据、文件、网络有什么关系,需要你自己看。
技能内容
Used Car Decoder Skill
A used-car listing is a document written by someone who knows the car's
problems, for someone who doesn't. The dialect is learnable: "selling for a
friend" (distance from liability), "drives well for its age" (adjusted
expectations), "minor cosmetic damage" (photographed from the good side),
"no test drives without deposit" (walk away now). This skill decodes the
ad the way [[lease-decoder]] reads a lease — severity-ranked, money math
attached — then arms the viewing: the checks a non-mechanic can actually
do, the questions that surface evasion, and the honest boundary: which
findings mean pay a professional for an inspection and which mean leave.
What This Skill Produces
- A listing decode: phrase-by-phrase, 🔴🟡🟢, with what each hedge
typically means and the question that tests it
- The before-you-travel checks: history/title verification items
(accident/write-off status, finance owing, mileage consistency, recalls)
— each flagged as country-specific-verify-locally with what to search,
since registries differ everywhere
- A viewing & test-drive checklist ordered by cost-of-miss: the
cold-start, the panel-gap walk, fluids, tires including the spare-match,
electronics sweep, the specific listen-fors on the drive
- Seller questions that make evasion visible ("why selling?", "what
would you fix next?", "can I take it for a pre-purchase inspection?" —
the last one is the real test: honest sellers say yes)
- The money frame: comps from sold prices, what each found flaw is
worth in negotiation, and the walk-away list where no price is right
Required Inputs
Ask for (if not already provided):
- The listing text and photos described, plus price and the car
(make/model/year/mileage)
- The buyer: first car or fifteenth, mechanical comfort level, who else
might inspect with them
- Budget truth: the price ceiling including the first-year surprises
buffer (insurance, immediate maintenance)
- Country — for the verify-local flags on history checks and paperwork
(this skill never asserts registry procedures)
Framework
- Decode the ad's dialect. Flag the classic hedges: liability
distance ("for a friend/relative") · condition adjectives doing heavy
lifting ("well for its age", "usual marks") · photo tells (no
full-front shot, wet-car photos hiding paint, interior only) ·
urgency pressure ("first to see will buy") · the deposit-before-
viewing 🔴s. Each flag gets its test question, not just suspicion.
- Never travel before the paper checks. Mileage across ads/photos
consistent? History check run (accident, write-off category,
outstanding finance — finance owing can follow the CAR, not the
seller, in many places: 🔴 verify locally)? Recalls outstanding?
Seller matches the registered keeper? All flagged with what-to-search
terms, none asserted as universal procedure.
- Inspect in cost-of-miss order. Ask for a cold start (pre-warmed
engines are a tell) → head-gasket-adjacent signs (mayonnaise under
the oil cap, white smoke — described plainly for a novice) → panel
gaps and paint-tone walk (accident repair) → tires including
date-codes and the spare (uneven wear = alignment or worse) →
electronics sweep (every window, warning-light theater: which lights
come on at ignition and go off) → the drive: straight-line braking,
full-lock turns, a listen with the radio OFF.
- Let the questions do the work. The pre-purchase-inspection ask is
the sorting hat: "can my mechanic look at it?" — yes means proceed,
any version of no means the listing decoded itself. "What would you
fix next?" beats "any problems?" — everyone answers the second with
"nothing."
- Frame the money before the feelings. Sold-price comps (not asking
prices) set the anchor; each finding gets its rough repair-cost class
(small/medium/engine-money — classes, not fake precise quotes) as
negotiation material. The walk-away list is absolute: finance owing
unresolved, write-off category undisclosed, no-inspection sellers,
mileage that doesn't add up. And the standing rule: the deposit
buffer for year-one surprises is part of the budget, not optional.
Output Format
## Listing decode
| Phrase / tell | Reading | 🔴🟡🟢 | Test question |
## Before you travel (verify-local items)
[ ] History check (search: …) [ ] Finance owing [ ] Mileage consistency
[ ] Recalls [ ] Seller = keeper — each with country-flag
## At the viewing (cost-of-miss order)
[The checklist with novice-friendly descriptions of each sign]
## Ask the seller
[The questions + what evasive answers look like]
## The money frame
[Comp anchor · findings → negotiation classes · the walk-away list ·
the year-one buffer line]
⚠ A pre-purchase inspection by a mechanic beats every checklist here for
engine/transmission health — budget for one on any car you're serious about.
Quality Checks
- [ ] Every decoded phrase quotes the actual listing — no generic
suspicion without a receipt
- [ ] All registry/history/paperwork items carry verify-local flags with
search terms, never asserted procedure
- [ ] The checklist is executable by the stated mechanical comfort level;
pro-inspection items say so
- [ ] Repair costs appear as classes, never invented precise quotes
- [ ] The walk-away list is present and absolute — items where
negotiation is explicitly the wrong response
Anti-Patterns
- [ ] Do not diagnose remotely — signs and their severity class, yes;
"that's definitely the clutch," no
- [ ] Do not assert country procedures (title transfer, history
registers, deposit law) — flag and route
- [ ] Do not let a good price override the walk-away list anywhere in
the framing
- [ ] Do not write the seller as an enemy — most are honest; the decode
exists to identify which kind is across the table
- [ ] Do not skip the pre-purchase-inspection recommendation because the
buyer is excited
Related
[[mechanic-quote-decoder]] for after you own it; [[car-lease-decoder]]
for the leasing route; [[car-tco]] for what this car really costs per
year; [[franklin-decision-ledger]] when it's down to two cars.
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它属于哪个仓库
exports/openclaw/used-car-decoder/SKILL.md同一个仓库里的其他技能
同名技能的其他版本
有 2 个不同仓库或目录里都有叫 used-car-decoder 的技能。它们内容并不相同,别混用:
- mohitagw15856/pm-claude-skills — Decode a used-car listing before you drive an hour to see it — what the seller's phrasing