CarClever Find My Car

CarClever Find My Car

An MCP server for used-vehicle matching, offering tools to find matching vehicles, fetch photos, and resolve dealer URLs using Auto.dev endpoints. Currently a scaffold with stubs for search logic.

Category
Visit Server

README

CarClever - Find My Car

A lean MCP server for fast, trustworthy used-vehicle matching, built on Starter-tier Auto.dev endpoints only (VIN Decode, Listings, Photos).

This is a scaffold — structure, real reusable modules, and tool stubs are in place; the actual search/match/scoring logic is not yet implemented. See app/[transport]/route.ts for TODOs.

Design source of truth

Full design decisions live in the carclever-widget repo (GitHub), not here:

  • DECISIONS.md — SYS-20260812-001 through 027 covers the full design arc
  • specs/CarClever_Snap_Build_Spec_v0.1.md — stack + reuse/rebuild verdict
  • specs/FindMyCar_Response_Schema_v0.1.md — response schema, canonical schema alignment, intent parsing reference
  • reference/source-exports/ — real confirmed source for the ported modules

What's real vs. stubbed

  • lib/edmunds-cj.ts, lib/fuel-type.ts, lib/dealer-name.ts — ported verbatim from the confirmed flagship source (SYS-20260812-020). Real, not placeholders.
  • lib/corpus-count.ts — ported pattern, but the fallback figure is deliberately vague ("several million") pending resolution of a real discrepancy (3.6M live vs. 4.4M hardcoded fallback, SYS-20260812-021).
  • lib/capabilities.ts — the modular capability-flag pattern (SYS-20260812-012).
  • app/[transport]/route.ts — three tools registered (find_matching_vehicle, get_vehicle_photos, resolve_dealer_url) with locked names/descriptions, but the actual search/scoring pipeline is a stub.

Hosting

Target: findmycar.getcarwise.app (Vercel, CNAME from Porkbun — not yet configured, SYS-20260812-026).

Not yet started

Intent parser, diversity pass, VIN cross-check, Match Score calculation, relaxation-penalty formula (deliberately deferred pending real data, SYS-20260812-013).

Recommended Servers

playwright-mcp

playwright-mcp

A Model Context Protocol server that enables LLMs to interact with web pages through structured accessibility snapshots without requiring vision models or screenshots.

Official
Featured
TypeScript
Magic Component Platform (MCP)

Magic Component Platform (MCP)

An AI-powered tool that generates modern UI components from natural language descriptions, integrating with popular IDEs to streamline UI development workflow.

Official
Featured
Local
TypeScript
Audiense Insights MCP Server

Audiense Insights MCP Server

Enables interaction with Audiense Insights accounts via the Model Context Protocol, facilitating the extraction and analysis of marketing insights and audience data including demographics, behavior, and influencer engagement.

Official
Featured
Local
TypeScript
VeyraX MCP

VeyraX MCP

Single MCP tool to connect all your favorite tools: Gmail, Calendar and 40 more.

Official
Featured
Local
graphlit-mcp-server

graphlit-mcp-server

The Model Context Protocol (MCP) Server enables integration between MCP clients and the Graphlit service. Ingest anything from Slack to Gmail to podcast feeds, in addition to web crawling, into a Graphlit project - and then retrieve relevant contents from the MCP client.

Official
Featured
TypeScript
Kagi MCP Server

Kagi MCP Server

An MCP server that integrates Kagi search capabilities with Claude AI, enabling Claude to perform real-time web searches when answering questions that require up-to-date information.

Official
Featured
Python
E2B

E2B

Using MCP to run code via e2b.

Official
Featured
Neon Database

Neon Database

MCP server for interacting with Neon Management API and databases

Official
Featured
Exa Search

Exa Search

A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This setup allows AI models to get real-time web information in a safe and controlled way.

Official
Featured
Qdrant Server

Qdrant Server

This repository is an example of how to create a MCP server for Qdrant, a vector search engine.

Official
Featured