project
Location and traffic MCP integrations
Designed Model Context Protocol integrations that give AI agents structured access to location, routing, and traffic-analysis capabilities.
tag
#mcp
4 items · 3 projects · 1 feed item
projects
project
Traffic-analytics agent
Designed a multi-agent prototype for answering traffic-analysis questions with scoped tools, structured evidence, and a single grounded response.
project
Neighbourly, AI location analyser
Hackathon prototype that turns an address into a structured neighbourhood profile using a multi-step, tool-using AI workflow.
feed
post
Designing tools for LLMs: what makes a tool the model actually uses
Tool naming, description writing, argument schemas, error envelopes, idempotency. Lessons from authoring two production MCP servers, with the patterns I now reach for and the mistakes I've stopped making.