MCP for developers

Current status

The hosted MCP endpoint is live at https://mcp.boatpartfinder.ai/mcp. Version 0.0.2 of the npm and PyPI packages points MCP clients to that hosted Streamable HTTP endpoint.

npx boatpartsmanual-mcp@0.0.2

pip install boatpartsmanual-mcp==0.0.2

boatpartsmanual-mcp is a read-only Model Context Protocol server for the marine parts catalog at BoatPartFinder.ai. It resolves marine part identifiers to BoatPartFinder.ai catalog products using product names, manufacturer part numbers, and GTINs. Results include catalog facts and BoatPartFinder.ai product links.

Exact manufacturer part numbers and GTIN/EAN values are matched before product names. Exact identifiers may be two characters or longer; partial product-name matching requires at least four characters. Each returned product states which field matched and whether the match was exact or partial.

What it does

The marine parts ecosystem is fragmented: the same physical part shows up under different names and identifiers across catalogs. BoatPartFinder.ai maps those clues to catalog products so AI agents can answer specific product lookup questions without scraping the public site.

Available tools

• Product lookup - resolve a product name, manufacturer part number, or GTIN to matching catalog products, including identity, taxonomy path, and BoatPartFinder.ai product links. Anchored queries only; no bulk catalog enumeration.
• Brand directory - look up manufacturers and brands in the catalog.

Install and licence

Client packages ship under Apache 2.0:

pip install boatpartsmanual-mcp

npm install boatpartsmanual-mcp

Client packages are Apache-2.0 licensed. The hosted MCP endpoint at mcp.boatpartfinder.ai is operated by Oish AB and is subject to the terms of service.

Attribution

Responses include BoatPartFinder.ai attribution and product links when a catalog match is available.

Contact

If you are a developer or marine-software vendor with questions about the MCP server, email info@boatpartfinder.ai with subject MCP.