Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
VIN decode, Canadian listings, market quotes, TC+NHTSA recalls. Full API: https://cardog.app/docs.md
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.
Pick the AI app you use, then copy the settings.
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Works in Claude on the web, desktop and mobile:
https://mcp.cardog.io/mcp?api_key={api_key}The address contains {…} parts that only you know (such as your account), so copy it and fill them in.
Run this in your terminal
claude mcp add --transport http cardog 'https://mcp.cardog.io/mcp?api_key={api_key}'The address contains {…} parts that only you know (such as your account), so copy it and fill them in.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"cardog": {
"url": "https://mcp.cardog.io/mcp?api_key={api_key}"
}
}
}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.
The address contains {…} parts that only you know (such as your account), so copy it and fill them in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"cardog": {
"type": "http",
"url": "https://mcp.cardog.io/mcp?api_key={api_key}"
}
}
}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.
ChatGPT connects only to servers on the internet:
https://mcp.cardog.io/mcp?api_key={api_key}The address contains {…} parts that only you know (such as your account), so copy it and fill them in.
Menu names can differ slightly by plan and over time.
Your choice stays on this device in a cookie; no account needed.
These 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 6, 2026
The registry name was verified against the domain cardog.app (the registry checks domain ownership)
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
The address needs your own account values, so we cannot check it for you
The address needs your own account values, so we cannot check it for you
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.
The registry does not list a required key, though some servers ask you to sign in on first use.
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 (2.0.1) reached the registry 3 months 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, Fomu MCP
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.
Kenya government form guides: checklists, draft letters, eCitizen, Huduma, timelines. Sample data.
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Connect AI applications to automotive data through the Model Context Protocol.
Server URL: https://mcp.cardog.io/sse
claude mcp add cardog https://mcp.cardog.io/sse --transport sse
Enter your API key when prompted. Get one at cardog.app/account/api.
Add to ~/Library/Application Support/Claude/claude_desktop_config.json:
{
"mcpServers": { "cardog": { "command": "npx", "args": ["-y", "mcp-remote", "https://mcp.cardog.io/sse?api_key=YOUR_API_KEY"] } } }
https://mcp.cardog.io/sse| Tool | Description |
|---|---|
search_listings | Search vehicle inventory with filters for make, model, year, price, mileage |
| Tool | Description |
|---|---|
get_vin_analysis | Market analysis for a specific VIN |
overview | Market statistics for make/model/year |
price_distribution | Price histogram data |
get_odometer_analysis | Mileage vs price correlation |
get_geographic_analysis | Regional price variations |
get_market_trends | Time series pricing data |
get_listing_market_position | Individual listing analysis |
pulse | Overall market health indicators |
| Tool | Description |
|---|---|
search_lineups | Available models for a manufacturer |
get_model_year | Trim levels and specs for a model year |
search_recalls | Safety recalls (US & Canada) |
| Tool | Description |
|---|---|
search_electric_stations | EV charging stations |
search_gas_stations | Fuel stations with prices |
API key required. Provide via:
| Method | Format |
|---|---|
| Query Parameter | ?api_key=YOUR_KEY |
| Header | Authorization: Bearer YOUR_KEY |
| Header | x-api-key: YOUR_KEY |
Get your API key: cardog.app/account/api
Find vehicles:
"Find Toyota RAV4s under $30,000 with less than 50,000 miles"
Market analysis:
"What's the market like for 2022 Honda Civics?"
VIN lookup:
"Check this VIN: 2T3P1RFV8NC123456"
Recall check:
"Are there any recalls on 2020-2023 Honda CR-Vs?"