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MarketcheckHub

MarketCheck MCP Apps

MarketCheck API & MCP Apps

45 interactive automotive market intelligence dashboards + 7 AI chat demos — usable as MCP UI Apps inside AI assistants, as a standalone web showcase, as embeddable iframe widgets, or as conversational AI chat interfaces.

Powered by MarketCheck real-time automotive data — VIN decoding, ML price predictions, active/sold inventory, and aggregated market analytics. The chat demos showcase the same API capabilities through 7 different chat SDKs.

Live demo: apps.marketcheck.com


4 Ways to Use

Mode

Description

Auth Required

Demo

Browse all 45 apps with realistic sample data

None

Live Data

Enter your MarketCheck API key for real market data

API Key (entered in the app UI)

Embed

Embed apps in your website/portal via iframe

OAuth Access Token (secure, 6hr TTL)

MCP / AI

Use inside Claude, VS Code Copilot, Goose, and other MCP hosts

API Key (server-side env var)

Don't have an API key? Sign up free at developers.marketcheck.com


Quick Start

Live Demo (hosted)

Visit apps.marketcheck.com — all 45 apps are available in demo mode. Enter your API key in the settings gear to switch to live data.

Self-hosted

# Install dependencies
npm install

# Build everything (gallery + 45 apps + server)
npm run build

# Start the server
npm run serve

Then open:

Demo Mode (no server needed)

Open any built HTML file directly in your browser — all apps have mock data:

open packages/apps/vin-market-report/dist/index.html
open packages/apps/deal-evaluator/dist/index.html
open packages/apps/car-search-app/dist/index.html

Connecting as an MCP Server

MCP Server URL

If hosted at apps.marketcheck.com:

https://apps.marketcheck.com/mcp

Authentication for MCP Mode

There are two ways to authenticate:

Pass your MarketCheck API key as a query parameter on the MCP URL:

https://apps.marketcheck.com/mcp?api_key=YOUR_API_KEY

This lets each user provide their own key. No server configuration needed.

Set MARKETCHECK_API_KEY on the server. All connected MCP clients share this key automatically — users don't need to provide one.

MARKETCHECK_API_KEY=your_api_key npm run serve

Priority order: If a client provides ?api_key= in the URL, it takes precedence over the server env var for that request. If no URL key is provided, the env var is used as fallback.

Don't have an API key? Sign up free at developers.marketcheck.com

Setting up in Claude

  1. Go to Settings → Connectors → Add Custom Connector

  2. Enter the MCP server URL:

    • With your own key: https://apps.marketcheck.com/mcp?api_key=YOUR_API_KEY

    • Without key (uses server default): https://apps.marketcheck.com/mcp

  3. Start a new chat and ask Claude to use any tool (e.g. "Evaluate this deal: VIN 5TDJSKFC2NS055758")

Custom connectors require a paid Claude plan (Pro, Max, or Team).

Setting up in Claude Code / VS Code / Other MCP Clients

Add to your MCP client configuration:

{
  "mcpServers": {
    "marketcheck-apps": {
      "url": "https://apps.marketcheck.com/mcp?api_key=YOUR_API_KEY"
    }
  }
}

Or without a personal key (server provides its own):

{
  "mcpServers": {
    "marketcheck-apps": {
      "url": "https://apps.marketcheck.com/mcp"
    }
  }
}

How is this different from the MarketCheck MCP Data Server?

MarketCheck offers two separate MCP servers:

Server

Purpose

Tools

MarketCheck MCP Data Server

Raw API access — search, decode, predict, etc.

search_active_cars, decode_vin_neovin, predict_price_with_comparables, etc.

MarketCheck MCP Apps (this project)

Interactive dashboards with visual UI

evaluate-deal, estimate-trade-in, generate-vin-market-report, etc.

Key differences:

  • The Data Server returns raw JSON data — the AI model processes and presents it

  • The Apps Server returns interactive HTML dashboards that render in the MCP host's UI panel — the user can interact with charts, tables, and filters directly

  • The Apps Server calls the same MarketCheck APIs under the hood, but wraps them in rich visual interfaces

  • You can use both servers simultaneously — they have different tool names and don't conflict

You do NOT need the Data Server to use the Apps Server. Each is independent. The Apps Server has its own server-side API key and makes its own API calls.


All 52 Apps

Consumer (9 apps)

App

Tool Name

Description

VIN Market Report

generate-vin-market-report

Complete VIN-based market intelligence report — embeddable widget

Car Search & Compare

search-cars, compare-cars

Visual car shopping with filters, photo cards, and side-by-side comparison

Car Search

Full search with SERP, vehicle details, and natural language search

Deal Evaluator

evaluate-deal

Buy/Negotiate/Pass verdict with gauge, negotiation toolkit, and alternatives

Incentive-Adjusted Deal Evaluator

evaluate-incentive-deal

True out-of-pocket cost after rebates and APR savings

Trade-In Estimator

estimate-trade-in

Instant 3-tier trade-in value with sold comp evidence

Used Car Market Index

get-market-index

Stock-ticker-style dashboard tracking used car prices ⚠️ Enterprise API

OEM Incentives Explorer

oem-incentives-explorer

Cash back, APR, and lease deals by ZIP

Incentive Deal Finder

find-incentive-deals

Search ALL OEM incentives by budget, not by brand

Dealer (5 apps)

App

Tool Name

Description

Lot Pricing Dashboard

scan-lot-pricing

Full lot inventory with market price gaps, aging heatmap, stocking hot list

Stocking Intelligence

stocking-intelligence

Demand heatmap, buy/avoid lists, VIN checker

Pricing Transparency Report

generate-pricing-report

Shareable market report dealers give buyers

Dealer Inventory Fit Scorer

score-dealer-fit

Which cars match your sales DNA? ML-scored acquisitions

Dealer Conquest Analyzer

analyze-dealer-conquest

Find competitors' best-sellers you should stock

Appraiser (4 apps)

App

Tool Name

Description

Appraiser Workbench

appraiser-workbench

Complete vehicle valuation studio

Comparables Explorer

comparables-explorer

Price distribution and market positioning

Depreciation Analyzer

depreciation-analyzer

Track how vehicles lose value over time

Market Trends Dashboard

market-trends-dashboard

The pulse of the automotive market

Dealership Group (3 apps)

App

Tool Name

Description

Group Operations Center

group-operations-center

Every store, one screen

Inventory Balancer

inventory-balancer

Move the right cars to the right stores

Location Benchmarking

location-benchmarking

Rank and compare your locations

Lender (4 apps)

App

Tool Name

Description

Underwriting Decision Support

evaluate-loan-application

Single-loan collateral valuation with LTV forecast

Portfolio Risk Monitor

portfolio-risk-monitor

Track collateral health across your loan book

Lender Portfolio Stress Test

stress-test-portfolio

What-if depreciation scenarios on your loan book

EV Collateral Risk Monitor

ev-collateral-risk

EV vs ICE depreciation risk tracking

Analyst (3 apps)

App

Tool Name

Description

Earnings Signal Dashboard

earnings-signal-dashboard

Pre-earnings channel check for auto tickers

Watchlist Monitor

watchlist-monitor

Morning signal scan across your portfolio

Dealer Group Scorecard

dealer-group-scorecard

Benchmark public dealer groups

Insurer (2 apps)

App

Tool Name

Description

Claims Valuation Workbench

claims-valuation

Total-loss determination with market evidence

Insurance Premium Benchmarker

benchmark-insurance-premiums

Segment-level replacement cost and risk analysis

Manufacturer (2 apps)

App

Tool Name

Description

Brand Command Center

brand-command-center

Your brands vs the competition

Regional Demand Allocator

regional-demand-allocator

Allocate inventory where demand is hottest

Auction House (2 apps)

App

Tool Name

Description

Auction Lane Planner

auction-lane-planner

Plan lanes, price consignments, target buyers

Auction Arbitrage Finder

find-auction-arbitrage

Wholesale vs retail spread — find profit opportunities

Wholesaler (1 app)

App

Tool Name

Description

Wholesale Vehicle Router

route-wholesale-vehicles

Paste VINs, get dealer-match rankings

Cross-Segment (4 apps)

App

Tool Name

Description

EV Market Monitor

ev-market-monitor

The EV transition in one dashboard

VIN History Detective

trace-vin-history

Full listing timeline — dealer hops, price changes, red flags

Market Anomaly Detector

detect-market-anomalies

Find underpriced vehicles and pricing outliers

UK Market Trends

get-uk-market-trends

Macro UK automotive market intelligence

Consumer UK (1 app)

App

Tool Name

Description

UK Market Explorer

search-uk-cars

Search and compare UK car listings in GBP

Dealer UK (1 app)

App

Tool Name

Description

UK Dealer Pricing

scan-uk-lot-pricing

UK lot inventory priced against the market

Auto Media (1 app)

App

Tool Name

Description

Auto Journalist Briefing

generate-market-briefing

One-page market briefing with quotable data points

Fleet Manager (1 app)

App

Tool Name

Description

Fleet Lifecycle Manager

manage-fleet-lifecycle

Fleet values, depreciation, and replacement planning

Rental/Subscription (1 app)

App

Tool Name

Description

Rental Fleet Valuator

value-rental-fleet

Mileage-adjusted fleet valuation with rotation timing

Lender Sales (1 app)

App

Tool Name

Description

Territory Pipeline

territory-pipeline

Find dealers who need floor plan

Chat Demos (7 apps)

Each chat demo uses a different SDK to showcase MarketCheck API capabilities through conversational AI interfaces:

App

SDK

Language

Description

AI Car Advisor

Vercel AI SDK

TypeScript/Next.js

Reference chat with useChat hook, streaming, and tool visualization

Dashboard Copilot

CopilotKit

React/Next.js

AI copilot overlay on existing dashboard UI

MarketCheck Chat

assistant-ui

React/Next.js

Custom-branded noir theme with rich tool result cards

Multi-Platform Bot

Chat SDK

TypeScript

Single codebase deploys to Slack, Discord, Telegram, Teams

Market Analyst

Chainlit

Python

MCP-native chat with built-in tool execution visualization

Quick Market Check

Streamlit

Python

Lightweight chat for data teams

AI Agent Explorer

LangChain

TypeScript/Next.js

LangGraph ReAct agent with visible reasoning chains

Running Chat Demos

TypeScript apps (Vercel AI SDK, CopilotKit, assistant-ui, LangChain):

cd packages/chat/vercel-ai-chat   # or copilotkit-chat, assistant-ui-chat, langchain-agent-chat
cp .env.local.example .env.local  # Add your ANTHROPIC_API_KEY and MARKETCHECK_API_KEY
npm install
npm run dev

Python apps (Chainlit, Streamlit):

cd packages/chat/chainlit-chat    # or streamlit-chat
cp .env.example .env              # Add your keys
pip install -r requirements.txt

# Chainlit:
chainlit run app.py -w

# Streamlit:
streamlit run app.py

Chat SDK Bot (Slack/Discord/Telegram):

cd packages/chat/chat-sdk-bot
cp .env.example .env              # Add API keys + platform bot tokens
npm install
npm run dev

API Access Modes

Apps support three data access paths, tried in order:

1. MCP Mode (AI assistants)

When running inside an MCP host (Claude, VS Code, etc.), apps call _safeApp.callServerTool() which routes through the MCP server. The server uses its MARKETCHECK_API_KEY env var — users don't provide a key.

2. Direct API Mode (web/embed)

When loaded in a browser with an API key, apps call the MarketCheck API directly from the browser:

Browser → https://api.marketcheck.com/v2/search/car/active?api_key=KEY&...

No proxy or server needed. The MarketCheck API supports CORS (Access-Control-Allow-Origin: *).

To use: enter your API key in the app's settings gear, or pass it as a URL parameter:

https://apps.marketcheck.com/apps/deal-evaluator/dist/index.html?api_key=YOUR_KEY

3. Demo Mode (no auth)

If no API key is available, apps display realistic mock data. Every app works fully offline.


Embedding Apps in Your Portal

Embed any app as an iframe in your website.

Option A: API Key (simple, for internal use)

<iframe
  src="https://apps.marketcheck.com/apps/deal-evaluator/dist/index.html?api_key=YOUR_KEY&embed=true&vin=5TDJSKFC2NS055758"
  width="100%" height="700"
  style="border:none;border-radius:8px;"
></iframe>

Exchange your API key + client secret for a short-lived token (server-side):

curl -X POST https://api.marketcheck.com/oauth2/token \
  -H "Content-Type: application/json" \
  -d '{"grant_type":"client_credentials","client_id":"YOUR_API_KEY","client_secret":"YOUR_SECRET"}'

Then embed with the token:

<iframe
  src="https://apps.marketcheck.com/apps/deal-evaluator/dist/index.html?access_token=TOKEN&embed=true&vin=5TDJSKFC2NS055758"
  width="100%" height="700"
  style="border:none;border-radius:8px;"
></iframe>

URL Parameters

Param

Description

access_token

OAuth token (secure, 6hr TTL)

api_key

API key (for personal/internal use)

embed=true

Hides chrome, full-bleed layout, auto-executes

vin

Pre-populate VIN field

zip

Pre-populate ZIP code

make, model

Pre-populate vehicle selection

miles

Pre-populate mileage

state

Pre-populate state

compact=true

Widget mode (VIN Market Report only)


Architecture

marketcheck-api-mcp-apps/
├── package.json                    # Monorepo root (npm workspaces)
├── packages/
│   ├── shared/                     # Shared utilities & types
│   │   └── src/
│   │       ├── types.ts            # Common TypeScript types
│   │       ├── formatters.ts       # Currency, percent, signal classifiers
│   │       ├── index-calculator.ts # Index computation, depreciation, D/S ratio
│   │       └── marketcheck-client.ts # Typed MarketCheck API wrapper (server-side)
│   ├── server/                     # MCP server (44 tools)
│   │   └── src/
│   │       ├── index.ts            # Express + MCP server
│   │       ├── register-app.ts     # Helper to register tool + UI resource pairs
│   │       ├── proxy.ts            # CORS proxy for legacy/fallback mode
│   │       └── tools/              # 44 tool handler files
│   ├── gallery/                    # Web gallery UI
│   ├── apps/                       # 45 app UI folders
│   │   ├── vin-market-report/
│   │   │   ├── src/main.ts         # Full app UI + direct API client
│   │   │   └── dist/index.html     # Built single-file HTML bundle
│   │   └── ... (44 more)
│   └── chat/                       # 7 AI chat demo apps
│       ├── shared/                 # Shared tool definitions & prompts
│       ├── vercel-ai-chat/         # Next.js + Vercel AI SDK
│       ├── copilotkit-chat/        # Next.js + CopilotKit
│       ├── assistant-ui-chat/      # Next.js + assistant-ui
│       ├── chat-sdk-bot/           # Multi-platform bot (Slack/Discord/Telegram)
│       ├── chainlit-chat/          # Python + Chainlit
│       ├── streamlit-chat/         # Python + Streamlit
│       └── langchain-agent-chat/   # Next.js + LangGraph
├── public/                         # Vercel deployment output
├── static/screenshots/             # App screenshots for gallery
└── scripts/                        # Build & migration utilities

How it works

  1. The MCP server registers 44 tools, each with a _meta.ui.resourceUri pointing to a ui:// resource

  2. When an MCP host (Claude, VS Code, etc.) calls a tool, it also fetches the UI resource — a single-file HTML bundle

  3. The app renders in a sandboxed iframe inside the host

  4. The app calls app.callServerTool() for data and app.updateModelContext() to push results back to the LLM

  5. In web mode, apps call the MarketCheck API directly from the browser (no proxy needed)

  6. All apps include mock data fallback for demo mode

Tech stack

  • Server: @modelcontextprotocol/sdk + @modelcontextprotocol/ext-apps + Express

  • UI: Vanilla TypeScript + Canvas 2D API (no chart libraries)

  • Build: Vite + vite-plugin-singlefile → single HTML file per app

  • Data: MarketCheck API (12 endpoints: VIN decode, price prediction, active/sold search, listing history, sold summary, OEM incentives, dealer/vehicle ranking, UK markets)

MarketCheck API Endpoints

Endpoint

Path

Purpose

VIN Decode

GET /v2/decode/car/neovin/{vin}/specs

VIN to full vehicle specs

Price Predict

GET /v2/predict/car/us/marketcheck_price/comparables

ML price prediction + comparables

Search Active

GET /v2/search/car/active

Current dealer listings with filters

Search Recent

GET /v2/search/car/recents

Recently sold/expired listings

Car History

GET /v2/history/car/{vin}

Listing timeline for a VIN

Sold Summary

GET /api/v1/sold-vehicles/summary

Aggregated market analytics

OEM Incentives

GET /v2/incentives/by-zip

Manufacturer incentives by ZIP

Rank Dealers

GET /v2/rank/dealers

Dealer-vehicle match scoring

Rank Vehicles

GET /v2/rank/vehicles

Vehicle-dealer fit scoring

UK Active

GET /v2/search/car/uk/active

UK market active listings

UK Recent

GET /v2/search/car/uk/recents

UK market recent listings


Deployment

Hosted at apps.marketcheck.com

The production instance is hosted at apps.marketcheck.com.

  • Gallery: https://apps.marketcheck.com/

  • MCP endpoint: https://apps.marketcheck.com/mcp

  • Individual app: https://apps.marketcheck.com/apps/{app-name}/dist/index.html

  • Health check: https://apps.marketcheck.com/health

Environment Variables

MARKETCHECK_API_KEY=your_api_key    # Required for MCP mode
PORT=3001                           # Server port (default 3001)

Self-hosting Options

Vercel (recommended for serverless):

npx vercel --prod

Docker / Cloud Run / Railway / Render / Fly.io:

npm install && npm run build
PORT=3001 MARKETCHECK_API_KEY=your_key npm run serve

MCP Host Compatibility

MCP Apps are supported by:


Development

Build all apps

npm run build

Build a single app

cd packages/apps/deal-evaluator
npx vite build

Add a new app

  1. Create packages/apps/my-new-app/ with package.json, tsconfig.json, vite.config.ts, index.html, src/main.ts

  2. Create packages/server/src/tools/my-new-app.ts with the tool handler

  3. Add to packages/server/src/index.ts toolModules array

  4. Add to packages/gallery/src/main.ts APPS array

  5. Run npm install && npm run build

Project stats

Metric

Value

Total apps

45 dashboard apps + 7 chat demos

Segments

18 (including Chat Demos)

API endpoints used

12

Built HTML bundles

45 (~400KB each, ~98KB gzipped)

External chart libraries

0 (all Canvas 2D)

Mock data

Every app has full offline fallback


License

MIT

F
license - not found
-
quality - not tested
C
maintenance

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