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andyliszewski/README.md

Andy Liszewski

Chartered mechanical engineer (CEng, IMechE). I design orthopedic implants and build AI tools that engineers can check.

Projects

  • grounding-ai: a local-first pipeline that turns documents into citation-tagged chunks, so agents can search a library over MCP and cite the source, page and section behind each answer. Includes a retrieval evaluation suite in CI and a grounded-answer benchmark comparing Claude with and without its sources.
  • webcrawl-mcp: an MCP server that gives Claude scrape, search, map and crawl tools, local extraction first.

Background

  • Eleven years designing orthopedic implants and instruments, the last six through FDA 510(k) submission (ISO 13485, 21 CFR 820)
  • First-named inventor, US 12,533,167 B2, "Interosseous coupler"
  • MEng Medical Engineering and MPhil Biomimetic Engineering, University of Bath
  • Founder of PayPlanr, a privacy-first iOS app on the App Store

andyliszewski.com · LinkedIn

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  1. webcrawl-mcp webcrawl-mcp Public

    Python 16 2

  2. grounding-ai grounding-ai Public

    Local-first document corpus pipeline for grounded AI agents

    Python 1