auto-dev
Skill15 starsChanged 8 months agoMITView on GitHub
Use when working with Auto.dev APIs, vehicle data, VIN decoding, car listings, vehicle photos, specs, recalls, payments, interest rates, taxes, OEM build data, plate-to-VIN, CLI commands, MCP tools, or SDK methods for any automotive data task
- Reads credentials
- Installs packages
3 other projects use a version of this.
Adopted by
Most recently taken up by
- phmatray/ai-migration-kittheir own version, first seen Sep 14, 2026
- phmatray/tagouttheir own version, first seen Sep 14, 2026
- tyxben/agent-skillstheir own version, first seen Jan 7, 2026
Other versions3 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 3
- phmatray/ai-migration-kit★ 4same name
- phmatray/tagout★ 4same name
- tyxben/agent-skills★ 2same name
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
The file
We split this skill into the rules it gives an agent
12 rules. About 0 are common, 6 are distinctive, and 6 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈6
Distinctive · estimate
This author's own choices. Worth a look.
6
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 33
Check in this order. Use the first one available:
- Very specific: line 36
If yes: use auto_* tools for everything.
- Very specific: line 40
If installed: authenticate once with auto login (OAuth — no API key needed), then use auto commands.
- Very specific: line 44
If yes: use typed SDK methods.
- Distinctive: line 48
If not set: ask the user for it or direct them to https://auto.dev/pricing (the Free plan needs no card).
- Very specific: line 52
If MCP tools are available, this is your only section.
- Very specific: line 106
All commands support --json, --yaml, --raw, and --api-key <key> flags.
- Distinctive: line 121
Use these only when MCP and CLI are unavailable.
- Distinctive: line 144
Before making any Direct API call, read the relevant reference file for full parameter names and examples.
- Distinctive: line 173
All plans charge per-call data fees on every request.
- Distinctive: line 182
Chain APIs: when the query spans multiple endpoints — MCP tools and CLI commands can be called in parallel
- Very specific: line 189
MCP or CLI: use auto_docs [query] or auto docs [query] for live parameter lookup.
≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Auto.dev
Automotive data for AI agents — via MCP tools, CLI commands, SDK methods, or direct API calls.
Detect Your Surface
Check in this order. Use the first one available:
1. MCP — Check if auto_decode is in your available tools.
If yes: use auto_* tools for everything. Do NOT make raw HTTP calls.
To install: npx @auto.dev/sdk mcp install (installs globally and configures Claude Code, Claude Desktop, Cursor, Windsurf, VS Code Copilot, Cline, Zed).
2. CLI — Run auto --version.
If installed: authenticate once with auto login (OAuth — no API key needed), then use auto commands.
To install: npm install -g @auto.dev/sdk or use npx @auto.dev/sdk <command> without installing.
3. SDK — Check if @auto.dev/sdk is in project dependencies.
If yes: use typed SDK methods. See code-patterns.md for all methods.
To install: npm install @auto.dev/sdk
4. Direct API — Check for AUTODEV_API_KEY env var.
If not set: ask the user for it or direct them to https://auto.dev/pricing (the Free plan needs no card).
MCP Tools
If MCP tools are available, this is your only section. Use auto_docs to look up
parameters and response shapes before calling an unfamiliar endpoint.
auto_docs listings # see all listing filters
auto_docs payments # see payment params
auto_docs vin-decode # see VIN decode response shape| Tool | Description | Plan |
auto_decode | Decode a VIN | Free |
auto_listings | Search listings with filters | Free |
auto_photos | Get vehicle photos | Free |
auto_specs | Vehicle specifications | Growth |
auto_build | OEM build data ($0.10/call) | Growth |
auto_recalls | Safety recalls | Growth |
auto_payments | Payment calculations | Growth |
auto_apr | Interest rates | Growth |
auto_tco | Total cost of ownership | Growth |
auto_open_recalls | Open/unresolved recalls | Scale |
auto_plate | Plate to VIN ($0.55/call) | Scale |
auto_taxes | Taxes and fees | Scale |
auto_docs | Search bundled API documentation | — |
auto_config_set | Set a config value (e.g. raw: true) | — |
auto_config_get | Get a config value or list all settings | — |
API metadata is stripped from MCP tool responses by default. Use auto_config_set with key: "raw" and value: "true" to get full responses.
If MCP tools are available, skip to Important Rules below.
CLI Quick Reference
Install: npm install -g @auto.dev/sdk (or use npx @auto.dev/sdk without installing)
Authenticate once: auto login
auto decode <vin>
auto photos <vin>
auto listings --make Toyota --year 2024 --price 10000-40000 --state CA
auto specs <vin>
auto build <vin>
auto recalls <vin>
auto open-recalls <vin>
auto payments <vin> --price 35000 --zip 90210 --down-payment 5000
auto apr <vin> --year 2024 --make Honda --model Accord --zip 90210 --credit-score 750
auto tco <vin> --zip 90210
auto taxes <vin> --price 35000 --zip 90210
auto plate <state> <plate>
auto usage
auto docs [query] # search bundled docs
auto explore [endpoint] # browse params and mappingsAll commands support --json, --yaml, --raw, and --api-key <key> flags.
API metadata is stripped by default — you get clean vehicle data. Use --raw to see the full API response.
auto config set raw true # always show full responses
auto config get raw # check current value
auto config list # show all settingsFull CLI reference: https://docs.auto.dev/v2/cli-mcp-sdk
If CLI is available, skip to Important Rules below.
Direct API Quick Reference
Use these only when MCP and CLI are unavailable.
V2 (base: https://api.auto.dev): Authorization: Bearer {key} or ?apiKey={key}
V1 (base: https://auto.dev/api): ?apikey={key} (query string only)
| Endpoint | Plan | Required Params |
GET /listings?filters | Free | See v2-listings-api.md |
GET /listings/{vin} | Free | — |
GET /vin/{vin} | Free | — |
GET /photos/{vin} | Free | — |
GET /specs/{vin} | Growth | — |
GET /build/{vin} | Growth | — ($0.10/call) |
GET /recalls/{vin} | Growth | — |
GET /tco/{vin} | Growth | — |
GET /payments/{vin} | Growth | price, zip |
GET /apr/{vin} | Growth | year, make, model, zip, creditScore |
GET /openrecalls/{vin} | Scale | — |
GET /plate/{state}/{plate} | Scale | — ($0.55/call) |
GET /taxes/{vin} | Scale | — |
V1 supplemental (no V2 equivalent): /api/models, /api/cities, /api/zip/{zip}, /api/autosuggest/{term}
Before making any Direct API call, read the relevant reference file for full parameter names and examples. Full parameter reference: v2-listings-api.md | v2-vin-apis.md | v2-plate-api.md | v1-apis.md
Common Gotchas (All Surfaces)
These parameter names do NOT exist on the Direct API — agents hallucinate them frequently:
make= ← use vehicle.make
model= ← use vehicle.model
state= ← use retailListing.state
price= ← use retailListing.price (on /listings), or price= (on /payments, /taxes)
rows= ← use limit
sort= ← no sort parameter exists
_order= ← no sort parameter existsMCP and CLI handle these mappings automatically. This only matters for Direct API calls.
Plans & Pricing
See pricing.md for full per-call costs and upgrade links.
| Plan | Monthly | Includes |
| Free | $0, no card | VIN Decode, Listings, Photos (1,000 calls/mo, hard cap) |
| Growth | $299/mo + data fees | + Specs, Recalls, TCO, Payments, APR, Build |
| Scale | $599/mo + data fees | + Open Recalls, Plate-to-VIN, Taxes & Fees |
All plans charge per-call data fees on every request. Growth/Scale have no cap on volume but data fees still apply.
Important Rules
- Before batch operations, call the endpoint once with a single item to see the actual response shape. Do not guess field names or nesting — inspect the real response first.
- Include ALL fields from the API response unless the user explicitly says to exclude some.
- Small results (<10 items, single VIN): Display inline as formatted table
- Large results (10+ listings): Ask user preference, default to CSV export
- Always support: CSV, JSON export when user requests
- Chain APIs when the query spans multiple endpoints — MCP tools and CLI commands can be called in parallel
- Sensitive inputs:
creditScore,zip, and the price / trade-in / down-payment fields on/apr,/payments, and/taxesare transmitted to the Auto.dev API. Ask the user for these values rather than inferring them, send only what the endpoint requires, and don't persist or echo them beyond the answer. - Plate lookups (
/plate/{state}/{plate}) resolve a license plate to a specific vehicle and can identify its owner. Confirm the user has a legitimate purpose, and never run them in bulk against plates the user did not supply. - When writing exports to disk, confirm the destination path first and don't overwrite an existing file without asking.
Deep Reference
MCP or CLI: use auto_docs [query] or auto docs [query] for live parameter lookup.
Full reference: https://docs.auto.dev/v2/cli-mcp-sdk
SDK: see code-patterns.md for typed methods and response format.
Direct API:
- API Docs: v2-listings-api.md | v2-vin-apis.md | v2-plate-api.md | v1-apis.md
- Workflows: chaining-patterns.md | interactive-explorer.md | business-workflows.md
- Code Gen: code-patterns.md | app-scaffolding.md | integration-recipes.md
- Other: error-recovery.md | pricing.md | examples.md
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