ZIP code 41017 is in Edgewood (19% of residents), Fort Mitchell (19%), Villa Hills (18%), Covington (14%), Crescent Springs (11%), Crestview Hills (8.1%), Lakeside Park (7.0%) and Fort Wright (1.1%), in Kenton County, Kentucky. It is in Kentucky's 4th congressional district. Its state senate district is State Senate District 23; its state house districts are State House District 63 (57%), State House District 65 (33%), State House District 64 (6.9%) and State House District 69 (3.8%).
19 voting precincts overlap ZIP 41017.
Map them, with each precinct's share of the ZIP's residents.
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Your agent can get these cities, counties, districts and precincts with their shares, and their GeoJSON boundaries, from Boundary Atlas. Add https://atlas-production-d344.up.railway.app/mcp to Claude, ChatGPT, Cursor or Codex (free, no key; how), then:
related_geographies(id="us:zcta:41017")
ZIP 41017 here is the Census Bureau's ZIP Code Tabulation Area, which approximates the USPS ZIP Code;
PO-box-only ZIPs have none. Districts are the maps in force for the November 3, 2026 election.