Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
NHTSA & EU car recalls, UK MOT stats, EU car specs/WLTP CO2, EU VAT (VIES), LEI & Cyprus companies
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
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This address needs a key in a request header, which the add-connector menu cannot set. Use Claude Code, Cursor or VS Code instead.
Run this in your terminal
claude mcp add --transport http car-helper-tools 'https://mcp.apify.com/?tools=jyaussie/vehicle-year-risk-comparator,jyaussie/eu-vehicle-recall-monitor,jyaussie/uk-mot-failure-stats,jyaussie/cyprus-company-vat-check,jyaussie/eu-car-specs-co2' --header 'Authorization: your-value'Fill in the empty values before running it.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"car-helper-tools": {
"url": "https://mcp.apify.com/?tools=jyaussie/vehicle-year-risk-comparator,jyaussie/eu-vehicle-recall-monitor,jyaussie/uk-mot-failure-stats,jyaussie/cyprus-company-vat-check,jyaussie/eu-car-specs-co2",
"headers": {
"Authorization": "your-value"
}
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"car-helper-tools": {
"type": "http",
"url": "https://mcp.apify.com/?tools=jyaussie/vehicle-year-risk-comparator,jyaussie/eu-vehicle-recall-monitor,jyaussie/uk-mot-failure-stats,jyaussie/cyprus-company-vat-check,jyaussie/eu-car-specs-co2",
"headers": {
"Authorization": "your-value"
}
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
This address needs a key in a request header, which the add-connector menu cannot set. Use Claude Code, Cursor or VS Code instead.
Your choice stays on this device in a cookie; no account needed.
Authorization secret HTTP headerThese settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
We have not read this server’s tool list yet; we check endpoints in rotation.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 7, 2026
The registry name was verified with the GitHub account car-helper-tool, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
Not checked yet; we check endpoints in rotation
Not checked yet; we check endpoints in rotation
Not checked yet; we read the tool list when we check the endpoint
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
You need to fill in: Authorization
It runs in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.
The GitHub repo last changed –, and the latest version (1.0.0) reached the registry 20 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.
In the same category: Spec Driven Development, Remote Desktop Commander, AvaHR
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Read hiring data and create inactive assessment and questionnaire drafts for human review.
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Five official-open-data tools for AI agents, in one MCP server. Ask your agent about car recalls (US NHTSA and EU Safety Gate), the best and worst model years of a car, UK MOT failure rates, EU car specifications (engine, kW/hp, WLTP CO2, fuel consumption), or Cyprus company status, EU VAT number validation (VIES) and LEI lookup. Built and maintained by Car Helper Tools and served through Apify's hosted MCP server, so there's nothing to install.
https://mcp.apify.com/?tools=jyaussie/vehicle-year-risk-comparator,jyaussie/eu-vehicle-recall-monitor,jyaussie/uk-mot-failure-stats,jyaussie/cyprus-company-vat-check,jyaussie/eu-car-specs-co2
Transport: Streamable HTTP. Auth: OAuth (sign in to Apify in your browser) or an Apify API token as Authorization: Bearer . Agents without an Apify account can pay per call through Apify's agentic payments (all five tools are pay-per-event).
| Tool (MCP name) | What it answers | Data source | Price per event |
|---|---|---|---|
Best & Worst Car Years: NHTSA Recalls & Complaints (jyaussie/vehicle-year-risk-comparator) | NHTSA car recalls, owner complaints and NCAP crash ratings for every model year of a car, with a 0-100 risk score and a best pick / avoid verdict | US NHTSA (recalls, complaints, NCAP) | $0.01 per model year analysed |
EU Car Recall Check & Monitor (Safety Gate) (jyaussie/eu-vehicle-recall-monitor) | EU car recalls for cars, vans, trucks and motorcycles by make, model, production year, date, country or risk. 6,400+ alerts since 2005, updated weekly; can return only new recalls | EU Safety Gate (RAPEX) | $0.005 per recall alert returned |
UK MOT Failure Stats by Make, Model & Year (DVSA) (jyaussie/uk-mot-failure-stats) | UK MOT fail rate, most common MOT failures and advisories by make, model and first-registration year, compared with same-age cars (car reliability statistics, not a single-plate MOT history) | DVSA MOT results, 34 million tests (2025), Open Government Licence | $0.01 per make/model/year returned |
EU Car Specs Lookup: WLTP CO2, Power & Fuel Use (jyaussie/eu-car-specs-co2) | Car specs per variant: engine size, power (kW/hp), WLTP CO2 g/km, fuel consumption l/100 km, electricity use, weight and registrations for every new car sold in the EU 2022-2025 | European Environment Agency CO2 monitoring data (CC BY 4.0) | $0.005 per variant returned |
Cyprus Company Search & EU VAT Validator (VIES) (jyaussie/cyprus-company-vat-check) | Cyprus company search by name or HE number (status in English, registration date, registered office), EU VAT number validation in VIES for all EU countries, and LEI lookup via GLEIF | Cyprus Registrar of Companies on data.gov.cy (CC BY 4.0), EU VIES, GLEIF | $0.015 per company record, $0.005 per VAT check |
Not-found lookups are free on every tool. There's no monthly fee and no extra charge for platform usage: you pay only for the results you get.
Claude, ChatGPT, Cursor, VS Code or any client with remote MCP support (OAuth, recommended):
{
"mcpServers": { "car-helper-tools": { "url": "https://mcp.apify.com/?tools=jyaussie/vehicle-year-risk-comparator,jyaussie/eu-vehicle-recall-monitor,jyaussie/uk-mot-failure-stats,jyaussie/cyprus-company-vat-check,jyaussie/eu-car-specs-co2" } } }
On first use, your browser opens so you can sign in to Apify and approve access.
With an Apify API token instead of OAuth:
{
"mcpServers": { "car-helper-tools": { "url": "https://mcp.apify.com/?tools=jyaussie/vehicle-year-risk-comparator,jyaussie/eu-vehicle-recall-monitor,jyaussie/uk-mot-failure-stats,jyaussie/cyprus-company-vat-check,jyaussie/eu-car-specs-co2", "headers": { "Authorization": "Bearer " } } } }
Get a token under Apify Console > Settings > API & Integrations.
Claude Code:
claude mcp add --transport http car-helper-tools "https://mcp.apify.com/?tools=jyaussie/vehicle-year-risk-comparator,jyaussie/eu-vehicle-recall-monitor,jyaussie/uk-mot-failure-stats,jyaussie/cyprus-company-vat-check,jyaussie/eu-car-specs-co2"
Only need one tool? Use https://mcp.apify.com/?tools=jyaussie/ , for example https://mcp.apify.com/?tools=jyaussie/uk-mot-failure-stats.
All five tools use official open data only and return no personal data.
Results are for information only. Check anything safety- or compliance-critical against the official source.
This repository holds the listing metadata (server.json for the official MCP Registry, glama.json for Glama). The tools run on Apify, and the MCP server is Apify's open-source apify-mcp-server.
License: MIT (this repository's contents).