Building practical tools at the intersection of local AI, 3D printing, CAD, slicing, and maker-commerce automation.
local-context is a local sidecar for coding agents. It helps agents ask narrow, version-pinned questions about third-party libraries and get short, cited answers from local source code instead of pulling huge documentation dumps into the main context window.
What I’m aiming for:
- smaller context usage for coding agents
- version-pinned answers grounded in real source files
- local-first model support through OpenAI-compatible endpoints
- practical install docs, examples, tests, and clear citations
- 3D printing + digital fabrication — CAD, FDM printing, slicer workflows, Bambu Studio, OpenSCAD, sustainable materials, and repeatable production setups.
- AI + developer tooling — MCP, local LLMs, coding-agent workflows, source-grounded answers, and small utilities that save context instead of wasting it.
- Maker-commerce automation — product listing generation, marketplace tooling, fulfilment/admin workflows, and practical software for real print-shop operations.
- Open-source hardware/software — tools and docs that help makers move from prototype to repeatable output.
| Project | Focus |
|---|---|
local-context |
Local MCP sidecar for version-pinned, source-grounded library answers. |
listing-genius |
AI-powered e-commerce listing generator for Amazon, Etsy, and eBay. |
agent-sandbox |
Testing ground for AI agent packages, Vercel AI SDK, LangChain, and related frameworks. |
BambuStudio |
Slicer workflow experiments and 3D-printer software contributions. |
ollama |
Local model/runtime experiments, GGUF workflows, and performance-focused issue work. |
- local AI tooling for coding agents, MCP servers, and source-grounded workflows
- 3D-printing utilities, slicer integrations, CAD automation, and maker-friendly docs
- sustainable digital fabrication initiatives and community workshop tooling
- practical issue triage, tests, examples, benchmarks, and small focused PRs
- preparing the next open-source release for a clean first impression
- improving install flow, docs, examples, and test coverage
- building tools that solve real production problems for makers, not just demos
- Email: jayson@yorkshire3d.com
- Website: Yorkshire3D
- X / Twitter: @y3dltd
- LinkedIn: Jayson @ Yorkshire3D