Open Nshipyard cleans Canada's messy civic data, exposing $15.1B phantom spend, with MCP tools for agents

RichardsonDx · x · 2026-10-16

Open Nshipyard, an open-source project inspired by Build Canada, turns unusable government open data into open infrastructure: explorer interfaces for humans plus documented APIs and MCP tools for AI agents.

Starting with Toronto/Canadian civic data, it documents 722,000 hand-entered street-name variants, 57.8% non-numeric building-permit cost fields, and $15.1B of phantom spend inside published vendor totals. Sub-projects include a drug-shortage ranking (3 companies hold 29 of 59 critical shortages; 1,742 open ones have run 647 days) and a facility-identity table matching pollutant records to carbon emitters. One showcase finding: a new detached house pays $137,846 in Toronto development charges, while 2–6 homes on the same lot pay $0.

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