boltpatternhq-mcp
Supplies standardized wheel fitment specifications for Shopify e-commerce storefronts, facilitating accurate product data integration.
Supplies standardized wheel fitment specifications for WooCommerce e-commerce storefronts, facilitating accurate product data integration.
π BoltPatternHQ MCP Server
Official Model Context Protocol (MCP) Server for BoltPatternHQ β providing AI coding assistants (Claude, Cursor, Windsurf, VS Code) with instant, zero-latency automotive wheel fitment, PCD (Pitch Circle Diameter), center bore, thread size, and offset reference data.
π Quick Links & Resources
π Official Website & Live Search Engine: https://boltpatternhq.com/
π MCP & API Documentation: https://boltpatternhq.com/data/
β‘ Get Full 11,601-Row B2B Dataset ($29 Lifetime License): https://boltpatternhq.com/data/
π¨βπ» Developer Profile & Blog: https://double2.hatenablog.com/
Related MCP server: sahmk-mcp
β‘ Why Use BoltPatternHQ MCP?
When developing automotive e-commerce storefronts (Shopify / WooCommerce), wheel fitment calculators, CAD parts models, or ERP systems, LLMs often suffer from hallucinated vehicle wheel specifications.
The BoltPatternHQ MCP Server bridges your AI programming environment directly to standardized, OEM-verified automotive engineering specifications:
0ms Offline Querying: Built-in curated sample library of iconic JDM, Euro, and American vehicles (Mazda MX-5 Miata, Suzuki Jimny, Toyota Raize/Rocky, BMW 3 Series, VW Golf GTI, Ford Mustang, Tesla Model 3/Y, etc.).
Standardized Engineering Metrics: PCD (e.g.,
4x100,5x114.3,5x139.7), Center Bore (in mm), Offset Range (ET in mm), Lug Nut Thread Sizes (M12x1.5,M14x1.25, Ball/Spherical seat notes), and lug bolt counts.Seamless B2B Integration: Easily prototype your automotive scripts with our sample dataset, then scale seamlessly to our complete 11,601-row master CSV database.
π οΈ Available MCP Tools
This server exposes 3 standardized AI tools via stdio:
1. search_bolt_pattern
Search vehicle wheel specs by manufacturer make, model name, chassis code, year, or exact PCD string.
Input:
{ "query": "Jimny" }or{ "query": "5x114.3" }or{ "query": "Roadster" }Output: Detailed fitment report including center bore, offset tolerance, and OEM hub notes.
2. get_make_models
List all supported automotive brand manufacturers and highlighted models available in the public MCP library.
Input:
{}Output: Categorized markdown overview of makes and vehicle generations.
3. get_sample_data
Export the full curated JSON sample dataset for direct ingestion into CAD workflows, SQL databases, or unit tests.
Input:
{}Output: Standardized JSON array of vehicle fitment objects.
π¦ Installation & Client Configuration
You can run the server instantly without installing any Python virtual environments using Node.js and npx.
1. Claude Desktop
Add the following configuration to your Claude Desktop config file:
macOS:
~/Library/Application Support/Claude/claude_desktop_config.jsonWindows:
%APPDATA%\Claude\claude_desktop_config.json
{
"mcpServers": {
"boltpatternhq": {
"command": "npx",
"args": ["-y", "boltpatternhq-mcp"]
}
}
}2. Cursor IDE
In Cursor, open Settings -> Features -> MCP Servers -> Add new MCP server:
Name:
boltpatternhqType:
commandCommand:
npx -y boltpatternhq-mcp
3. Smithery CLI
To run or install via Smithery:
npx -y @smithery/cli install @double2dev/boltpatternhq-mcp --client claude4. VS Code (Cline / Roo Code / Continue) & Windsurf
Add to your workspace or global MCP settings JSON:
{
"mcpServers": {
"boltpatternhq": {
"command": "npx",
"args": ["-y", "boltpatternhq-mcp"]
}
}
}π Building & Running Locally from Source
If you prefer to clone and modify the source code:
# Clone repository
git clone https://github.com/double2dev/boltpatternhq-mcp.git
cd boltpatternhq-mcp
# Install dependencies
npm install
# Compile TypeScript
npm run build
# Test server stdio launch
npm startπ’ B2B Commercial Licensing & Master Dataset
This MCP server provides instant access to the BoltPatternHQ Public Sample Library for prototyping and AI debugging.
For production e-commerce websites, global tire/wheel export operations, and commercial parts-lookup systems, unlock the complete master database:
11,601 Verified Model-Year Records (1992β2026)
66 Global Automotive Manufacturers (JDM, USDM, Euro, ADM, EV platforms)
Standardized UTF-8 CSV & JSON Formats ready for instant SQL/ERP import
One-Time Buy-Once Lifetime License ($29 USD) β no recurring monthly MRR API fees!
π Download Master Database Here: https://boltpatternhq.com/
π MCP Directory & Ecosystem Verification
This project is structured and verified for inclusion in the following global AI ecosystem registries:
Official MCP Registry (
.mcp/server.json)
π License
This MCP server wrapper and public sample data are open-sourced under the MIT License. Built with β€οΈ by double2 @εδΊΊιηΊθ .
Available Tools
3 toolsget_make_modelsA
List all automotive manufacturers and supported model highlights available in the BoltPatternHQ sample library.
Inputs: no named parameters.
get_sample_dataA
Export the complete curated 50-row JSON sample dataset for CAD integration, wheel fitment calculators, and B2B testing.
Inputs: no named parameters.
search_bolt_patternA
Search automotive wheel fitment specifications (PCD / bolt pattern, center bore, offset ET, thread size, lug count) by vehicle make, model, year, or exact PCD (e.g. 'Jimny', 'Roadster', '5x114.3', 'Raize', 'BMW 3 Series').
Inputs: query (required).
Tool Schema Changelog
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
TDQS
Scored across 3 tools
Each tool has a clearly distinct purpose: searching fitments, listing manufacturers/models, and exporting sample data. No overlap in functionality.
All tool names follow a consistent verb_noun pattern using snake_case (search_bolt_pattern, get_make_models, get_sample_data), making them predictable and easy to understand.
Three tools is reasonable for a focused automotive fitment data server. While the set is small, each tool serves a distinct need without feeling sparse.
The tool set covers the core operations: search, list models, and export data. It misses update/delete operations, but these are likely unnecessary for a read-only database server.
Maintenance
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