nyc.motley/mcp

Tools

• browse-schools

  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), admissions method (zoned, screened, unscreened, limited unscreened, ed-opt, audition, SHSAT, charter lottery, private, universal pre-K), and program focus (arts, sports, STEM, language, academic, clubs). Use this when the family describes the KIND of school they want; use get-schools when you already have an nta_code and want everything in that neighborhood. Pass only the filters actually stated — at least one is required, and an invented one returns nothing. Program focus is tagged on public and charter schools only.

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• compare-neighborhoods

  Compare 2–6 NYC neighborhoods side by side across the 9 family-fit metrics (Family Fit, Families, Affordability, Schools, Neighborhood Character, Transit, Safety, Health, Activities). Pass an array of NTA codes; returns a per-metric matrix with each neighborhood's band and the per-metric leader.

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• explain-admissions-method

  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 application, exactly what it requires (audition or portfolio, SHSAT registration, a demonstrated-interest sign-in, a private school's own test/interview track) plus the extra paperwork that comes with it. Pass a method key (shsat, audition, screened, ed_opt, limited_unscreened, unscreened, zoned, charter_lottery, private_admissions, prek_universal) or an early entry point (three-k, pre-k, kindergarten, gifted-talented).

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• explain-score

  Use this when a family asks how one of Motley's scores is computed — a neighborhood score (Family Fit, Schools, Safety / Peace of Mind, Affordability, Getting Around, Neighborhood Character, Air & Child Health, Things to Do) or the school rating — or whether the scores are biased toward wealthier areas. Returns what the score measures, its inputs and weights, how they combine, its share of Family Fit, its known limits, its sources, and how it moves with neighborhood income (Spearman's ρ with median household income). Relay the income figure plainly; don't reassure past it.

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• find-collections

  Use this when a family asks for lists of NYC schools or neighborhoods picked by a rule rather than a ranking: zoned schools that beat their district while serving high-need students; high school programs with more seats per applicant; schools where no group is a majority and families rate them highly (kind 'schools'); or affordable family neighborhoods with such a school, and family neighborhoods where no single group is a majority (kind 'neighborhoods'). Optionally one borough. Each list carries its rule, its true count and its first members. State the rule; don't call members 'best' or 'hidden gems'.

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• find-neighborhood

  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-ready family-fit summary. Use this to turn a real-world location into a neighborhood you can pass to the other tools.

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• find-school

  Use this to turn a school's name into its DBN — the official name, a common short form ('Brooklyn Tech', 'PS 321'), or a DBN to confirm. Returns candidate schools with their district, neighborhood, admission method and Motley page; pick the one that matches and pass its dbn to get-admissions-demand. Never guess a DBN. K-12 schools only (public, charter, private).

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• get-activities

  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 the full list (reports total/returned). Each place's last_refreshed is when we last verified it with Foursquare.

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• get-admissions-demand

  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 (Accessible / Competitive / Highly Competitive). Pass a school DBN (from get-schools). Sourced from MySchools — present mostly for screened/choice high-school programs; zoned, charter-lottery, and private schools usually have none.

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• get-admissions-methods

  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, screened, Ed-Opt, limited unscreened, unscreened, zoned, charter lottery) — each with its typical application window. The methods carry a live program count plus a special_badge naming any extra ask beyond the standard application (an audition, a test, an open-house sign-in), null when there is none; optional band/governance filters narrow the count. Knowledge only.

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• get-admissions-timeline

  Use this when a family asks what's coming for their child — which NYC school applications (3-K, Pre-K, Kindergarten, Gifted & Talented, middle school, high school) they'll make, and when. Pass each child's current grade, or an age (0–5) for a child not in school yet. Returns every transition in the next two years with the city's published dates where it has announced them, and the typical window where it hasn't. Never present a typical window as a date.

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• get-comparable

  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.

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• get-neighborhood

  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 blurbs). Use the nta_code from search-neighborhoods.

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• get-neighborhood-summary

  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 editorial blurbs — with raw scores still available. The interpretation-first front door; start here when a family wants an answer, not a data dump.

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• get-resources

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

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• get-safety

  Get safety and health environment indicators for a neighborhood: crime complaints, collisions, HPD violations, air quality, lead levels, asthma rates — plus a family-readable interpretation of the Peace of Mind and Air & Water Quality scores.

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• get-schools

  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 the full list (the response reports total/returned).

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• get-zoned-school

  Use this when a family asks which elementary school is zoned for a specific NYC address, such as an apartment or building they name. NYC draws school zones building by building, so pass the street address exactly as they typed it — building number and street, ideally with the borough — never the device's location. Returns the zoned K-5 school, the neighborhood, and how zoned admission works; some areas, like all of District 1, have no zoned school.

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• rank-neighborhoods

  Rank NYC neighborhoods by what a family cares about. Pass per-metric weights (family density, schools, affordability, neighborhood character, transit, safety, air & water quality) and/or ranked priority keywords; optionally scope to one borough. Returns the top neighborhoods with a fit score and the metric breakdown — a deterministic weighted sort (the per-child Smart Match stays in the Motley app).

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• search-neighborhoods

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

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