MCP servernyc.motley/mcp

Find NYC schools citywide by what a family wants — borough, community school district (1-32), grade band (pre-K/elementary/middle/high), school type (public/charter/private), admis

Compare 2–6 NYC neighborhoods side by side across the 9 family-fit metrics (Family Fit, Families, Affordability, Schools, Neighborhood Character, Transit, Safety, Health, Activitie

Explain one NYC admission entry point or method in full — the plain-English explainer, its typical deadline window, and, when the method asks a family for more than a ranked applic

Find which NYC neighborhood (NTA) an address or coordinate is in. Pass a NYC address (geocoded via OpenStreetMap) OR lat+lng. Returns the NTA code, name, borough, and a decision-re

Get kids' activities and businesses in a neighborhood — classes, sports, arts, tutoring, etc. from Foursquare data. Use count_only for category breakdown, or limit/offset to page t

Get how competitive admission to one specific school is, program by program: seats vs. applicants, applicants-per-seat, offer/fill rate, and a family-readable competitiveness tier

Get the full NYC school-admissions reference: every entry point from 3-K and Pre-K through Kindergarten, Gifted & Talented, and the 8 middle/high admission methods (SHSAT, audition

Find neighborhoods most similar to a given one based on a 9-dimension score vector (family density, wealth, education, safety, transit, etc.). Returns similarity scores.

Get full details for a single NYC neighborhood including demographics, raw 0-100 scores, location, and a family-readable interpretation (labeled score bands + cached editorial blur

Get a decision-ready, family-readable summary of one NYC neighborhood: a one-paragraph fit verdict, labeled score bands (e.g. 'Peace of Mind: strong (78/100)'), and cached editoria

Get family resource counts for a neighborhood: recreation centers, playgrounds, libraries, hospitals, farmers markets, ADA subway stations.

Get safety and health environment indicators for a neighborhood: crime complaints, collisions, HPD violations, air quality, lead levels, asthma rates — plus a family-readable inter

Get schools within a neighborhood — public, charter, and private. Includes quality ratings, grade levels, contact info. Use count_only for a quick summary, or limit/offset to page

Rank NYC neighborhoods by what a family cares about. Pass per-metric weights (family density, schools, affordability, neighborhood character, transit, safety, air & water quality)

Search and filter NYC neighborhoods by borough or name. Returns NTA codes, names, boroughs, and centroid coordinates.