Agent skill

Used Car Decoder

by mohitagw15856 in mohitagw15856/pm-claude-skills

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-drive and inspection checklist ordered by…

MITAuto-check passed

Install Used Car Decoder

skills CLI
$ npx skills add mohitagw15856/pm-claude-skills --skill used-car-decoder -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install mohitagw15856/pm-claude-skills used-car-decoder --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/mohitagw15856/pm-claude-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/used-car-decoder .claude/skills/used-car-decoder && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
used-car-decoder
GitHub stars
1.4k
Token cost
~1.7k tokens
SKILL.md length
778 words
Files
1
Skills in repo
1,348
Repo updated
First seen
Licence
MIT

At a glance

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-drive and inspection checklist ordered by…

  • Works in 5 steps: Decode the ad's dialect. Flag the… → Never travel before the paper checks.… → Inspect in cost-of-miss order. Ask for a… → …
  • Someone says is this car listing legit
  • SKILL.md covers What This Skill Produces, Required Inputs, Framework and Output Format, plus 4 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Used Car Decoder is an agent skill from mohitagw15856/pm-claude-skills. 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-drive and inspection checklist ordered by cost-of-miss, the questions that make evasive sellers visible, and the walk-away signs ranked 🔴🟡🟢. Use when someone says 'is this car listing legit', 'what should I check on a used car', 'decode this ad', or is about to buy their first car. Produces a listing decode, the viewing checklist, and the negotiation frame. Not a…

Its SKILL.md is about 1.7k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

The repository describes itself as: 1255 professional Agent Skills for Claude, ChatGPT, Gemini, Cursor & Codex — PRDs, postmortems, leases, medical bills, layoffs, go-bags, new countries. Plain markdown, MIT, in… The licence is MIT.

When your agent uses it

  • Someone says is this car listing legit
  • What should I check on a used car
  • Is about to buy their first car

Example prompts

  • “is this car listing legit”
  • “what should I check on a used car”
  • “decode this ad”
  • “/used-car-decoder”

Workflow steps

5 steps, taken from the first numbered list in SKILL.md.

  1. Decode the ad's dialect. Flag the classic hedges: liability
  2. Never travel before the paper checks. Mileage across ads/photos
  3. Inspect in cost-of-miss order. Ask for a cold start (pre-warmed
  4. Let the questions do the work. The pre-purchase-inspection ask is
  5. Frame the money before the feelings. Sold-price comps (not asking

What it can do on your machine

Read from SKILL.md and the folder at commit 1cbf1f0. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Used Car Decoder loads about 1.7k tokens when it runs. Until then it costs about 144 tokens; SKILL.md has 778 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~144
When it runs · the whole SKILL.md, loaded when a task matches
~1.7k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from mohitagw15856/pm-claude-skills at commit 1cbf1f0, republished under its MIT licence (© mohitagw15856). 778 words, ~1,748 tokens.

Download SKILL.mdSave it as .claude/skills/used-car-decoder/SKILL.md (or your agent's skills folder).
name
used-car-decoder
description
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-drive and inspection checklist ordered by cost-of-miss, the questions that make evasive sellers visible, and the walk-away signs ranked 🔴🟡🟢. Use when someone says 'is this car listing legit', 'what should I check on a used car', 'decode this ad', or is about to buy their first car. Produces a listing decode, the viewing checklist, and the negotiation frame. Not a mechanic — and it says which checks need one.

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

  1. 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.
  2. 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.
  3. 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.
  4. 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."
  5. 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.
Show full SKILL.md (191 more words)Show less

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

[[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.

Example Trigger Phrases

  • "Is this car listing legit?"
  • "What should I check on a used car?"
  • "Decode this ad."

© mohitagw15856, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in skills/used-car-decoder of mohitagw15856/pm-claude-skills.

Open the folder on GitHubat commit 1cbf1f0

Compare with similar skills

Used Car Decoder next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Used Car Decoder compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Used Car Decoder this skillmohitagw15856/pm-claude-skills1.4k—~1.7kAutomated safety check: PassMIT
Music Listruvnet/ruflo74k—~332Automated safety check: PassMIT
Semantic Liststhedaviddias/Front-End-Checklist74k—~504Automated safety check: PassMIT
List Structurethedaviddias/Front-End-Checklist74k—~438Automated safety check: PassMIT
Definition Listthedaviddias/Front-End-Checklist74k—~449Automated safety check: PassMIT
Feishu Driveopenclaw/openclaw392k—~375Automated safety check: PassMIT

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Questions about Used Car Decoder

What does Used Car Decoder do?

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-drive and inspection checklist ordered by…. Used Car Decoder is an agent skill from mohitagw15856/pm-claude-skills. 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-drive and inspection checklist ordered by cost-of-miss, the questions that make evasive sellers visible, and the walk-away signs ranked 🔴🟡🟢.

When should I use Used Car Decoder?

Used Car Decoder fits situations like: someone says is this car listing legit; what should I check on a used car; is about to buy their first car.

How do I install Used Car Decoder in Claude Code?

Run `npx skills add mohitagw15856/pm-claude-skills --skill used-car-decoder -a claude-code`. Or copy the skill folder (skills/used-car-decoder in mohitagw15856/pm-claude-skills) into .claude/skills/used-car-decoder in your project. Claude Code loads it when a task matches its description.

How do I install Used Car Decoder in Codex?

Run `npx skills add mohitagw15856/pm-claude-skills --skill used-car-decoder -a codex`. Or copy the skill folder (skills/used-car-decoder in mohitagw15856/pm-claude-skills) into .agents/skills/used-car-decoder in your project. Codex loads it when a task matches its description.

Can I use Used Car Decoder in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add mohitagw15856/pm-claude-skills --skill used-car-decoder -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/used-car-decoder, .gemini/skills/used-car-decoder, .github/skills/used-car-decoder and .opencode/skills/used-car-decoder in your project.

What does Used Car Decoder need to run?

SKILL.md names no scripts, command-line tools or credentials: Used Car Decoder is instructions for the agent only.

Does Used Car Decoder access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Used Car Decoder safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Used Car Decoder use?

Used Car Decoder is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Used Car Decoder use?

About 1.7k tokens (SKILL.md is roughly 7k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Used Car Decoder?

Skills that share tags, products or a category with Used Car Decoder: Music List (ruvnet/ruflo, 74k stars), Semantic Lists (thedaviddias/Front-End-Checklist, 74k stars), List Structure (thedaviddias/Front-End-Checklist, 74k stars) and Definition List (thedaviddias/Front-End-Checklist, 74k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Used Car Decoder?

mohitagw15856 (a GitHub user) maintains it in mohitagw15856/pm-claude-skills, which has 1,433 GitHub stars. The repository holds 1,348 skills in this directory. The repository was last updated on October 8, 2026.

Source: mohitagw15856/pm-claude-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.