MCP MeasureMCP Measure

índice observado

Motley — NYC Neighborhoods, Schools & Admissions

Find, compare, and rank NYC neighborhoods and schools, plus how NYC school admissions works.

¿Debería usar esto?

Calidad y seguridad

A
Calidad de la descripción
93%
Integridad del esquema
97%
Calidad de los nombres
65%
Riesgo de envenenamiento
100%
Coincidencia de permisos
90%
Cumplimiento del protocolo
100%

Hallazgos (17)

  • LOWTool 'compare-neighborhoods' description lacks action verben compare-neighborhoods
  • LOWTool 'search-neighborhoods' doesn't follow camelCase/snake_caseen search-neighborhoods
  • LOWTool 'get-neighborhood' doesn't follow camelCase/snake_caseen get-neighborhood
  • LOWTool 'get-neighborhood-summary' doesn't follow camelCase/snake_caseen get-neighborhood-summary
  • LOWTool 'get-schools' doesn't follow camelCase/snake_caseen get-schools
  • LOWTool 'browse-schools' doesn't follow camelCase/snake_caseen browse-schools
  • LOWTool 'get-resources' doesn't follow camelCase/snake_caseen get-resources
  • LOWTool 'get-activities' doesn't follow camelCase/snake_caseen get-activities
  • LOWTool 'get-safety' doesn't follow camelCase/snake_caseen get-safety
  • LOWTool 'get-comparable' doesn't follow camelCase/snake_caseen get-comparable

Basado en el análisis automatizado de las definiciones de herramientas y el cumplimiento del protocolo.

Costo de contexto

~6,225Tokens (definiciones de herramientas)
~3.6 KBTamaño de respuesta típico
Impacto significativo en la atención (4.86% del contexto de 128k)

Este es el número aproximado de tokens que se consumen cada vez que las herramientas del servidor se cargan en el contexto de un modelo. Los recuentos más altos reducen la atención disponible para otras tareas.

Instalar

Instalación con un clic

Agrega esto a tu archivo `claude_desktop_config.json`:

{
  "mcpServers": {
    "mcp": {
      "url": "https://mcp.motley.nyc/mcp"
    }
  }
}

Puntos de conexión remotos

https://mcp.motley.nyc/mcpstreamable-http

Qué puede hacer

Inventario de herramientas

Herramientas (15)

🟢 Solo lectura🟡 Escritura🔴 Eliminación⚪ Desconocido
🟢search-neighborhoods(borough, query, limit)

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

Esquema de entrada

{
  "type": "object",
  "properties": {
    "borough": {
      "type": "string",
      "enum": [
        "Manhattan",
        "Brooklyn",
        "Queens",
        "Bronx",
        "Staten Island"
      ],
      "description": "Filter by borough"
    },
    "query": {
      "type": "string",
      "description": "Search NTA name (case-insensitive)"
    },
    "limit": {
      "type": "number",
      "minimum": 1,
      "maximum": 50,
      "default": 20,
      "description": "Max results"
    }
  },
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Esquema de salida

{
  "type": "object",
  "properties": {
    "count": {
      "type": "number",
      "description": "Number of neighborhoods returned"
    },
    "neighborhoods": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "nta_code": {
            "type": "string"
          },
          "nta_name": {
            "type": [
              "string",
              "null"
            ]
          },
          "borough": {
            "type": [
              "number",
              "null"
            ]
          },
          "borough_name": {
            "type": [
              "string",
              "null"
            ]
          },
          "slug": {
            "type": [
              "string",
              "null"
            ]
          },
          "lat": {
            "type": [
              "number",
              "null"
            ]
          },
          "lng": {
            "type": [
              "number",
              "null"
            ]
          }
        },
        "required": [
          "nta_code",
          "nta_name",
          "borough",
          "borough_name"
        ],
        "additionalProperties": true
      }
    }
  },
  "required": [
    "count",
    "neighborhoods"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢get-neighborhood(nta_code)

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.

Esquema de entrada

{
  "type": "object",
  "properties": {
    "nta_code": {
      "type": "string",
      "maxLength": 6,
      "description": "NTA code (e.g. BK0101)"
    }
  },
  "required": [
    "nta_code"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Esquema de salida

{
  "type": "object",
  "properties": {
    "nta_code": {
      "type": "string"
    },
    "nta_name": {
      "type": [
        "string",
        "null"
      ]
    },
    "borough": {
      "type": [
        "number",
        "null"
      ]
    },
    "borough_name": {
      "type": [
        "string",
        "null"
      ]
    }
  },
  "required": [
    "nta_code",
    "nta_name",
    "borough",
    "borough_name"
  ],
  "additionalProperties": true,
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢get-neighborhood-summary(nta_code)

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.

Esquema de entrada

{
  "type": "object",
  "properties": {
    "nta_code": {
      "type": "string",
      "maxLength": 6,
      "description": "NTA code (e.g. BK0101)"
    }
  },
  "required": [
    "nta_code"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Esquema de salida

{
  "type": "object",
  "properties": {
    "nta_code": {
      "type": "string"
    },
    "nta_name": {
      "type": [
        "string",
        "null"
      ]
    },
    "borough": {
      "type": [
        "number",
        "null"
      ]
    },
    "borough_name": {
      "type": [
        "string",
        "null"
      ]
    },
    "summary": {
      "type": "string"
    }
  },
  "required": [
    "nta_code",
    "nta_name",
    "borough",
    "borough_name",
    "summary"
  ],
  "additionalProperties": true,
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢get-schools(nta_code, count_only, limit, offset)

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).

Esquema de entrada

{
  "type": "object",
  "properties": {
    "nta_code": {
      "type": "string",
      "maxLength": 6,
      "description": "NTA code"
    },
    "count_only": {
      "type": "boolean",
      "default": false,
      "description": "Return only counts by governance type"
    },
    "limit": {
      "type": "integer",
      "minimum": 1,
      "maximum": 200,
      "default": 50,
      "description": "Max schools to return (ignored when count_only)"
    },
    "offset": {
      "type": "integer",
      "minimum": 0,
      "default": 0,
      "description": "Number of schools to skip, for paging through the full list"
    }
  },
  "required": [
    "nta_code"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Esquema de salida

{
  "type": "object",
  "properties": {
    "total": {
      "type": "number"
    }
  },
  "required": [
    "total"
  ],
  "additionalProperties": true,
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢browse-schools(borough, district, grade_band, governance, admissions_method, ...)

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.

Esquema de entrada

{
  "type": "object",
  "properties": {
    "borough": {
      "type": "string",
      "enum": [
        "Manhattan",
        "Brooklyn",
        "Queens",
        "Bronx",
        "Staten Island"
      ],
      "description": "Limit to one borough. Omit unless the family named one."
    },
    "district": {
      "type": "array",
      "items": {
        "type": "integer",
        "minimum": 1,
        "maximum": 32
      },
      "minItems": 1,
      "maxItems": 8,
      "description": "Community school district numbers, 1-32. A borough is NOT a district — for 'schools in the Bronx' use `borough` and omit this. Never guess one."
    },
    "grade_band": {
      "type": "string",
      "enum": [
        "prek",
        "elementary",
        "middle",
        "high"
      ],
      "description": "prek (K-12 schools that also run 3-K/pre-K), elementary (K-5), middle (6-8), high (9-12)"
    },
    "governance": {
      "type": "array",
      "items": {
        "type": "string",
        "enum": [
          "public",
          "charter",
          "private"
        ]
      },
      "minItems": 1,
      "maxItems": 3,
      "description": "School type. Omit unless the family named one."
    },
    "admissions_method": {
      "type": "array",
      "items": {
        "type": "string",
        "enum": [
          "zoned",
          "unscreened",
          "limited_unscreened",
          "screened",
          "ed_opt",
          "audition",
          "shsat",
          "charter_lottery",
          "private_admissions",
          "prek_universal"
        ]
      },
      "minItems": 1,
      "maxItems": 10,
      "description": "How the school admits students; matches a school admitting by ANY listed method. Call get-admissions-methods or explain-admissions-method for what each one means."
    },
    "program_categories": {
      "type": "array",
      "items": {
        "type": "string",
        "enum": [
          "academic",
          "arts",
          "sports",
          "stem",
          "language",
          "extracurricular"
        ]
      },
      "minItems": 1,
      "maxItems": 6,
      "description": "Program focus; matches a school offering ANY listed focus. 'arts' covers art, music, dance, drama and theater; 'extracurricular' means clubs. Tagged on public and charter schools ONLY."
    },
    "limit": {
      "type": "integer",
      "minimum": 1,
      "maximum": 50,
      "default": 20,
      "description": "Max schools to return"
    },
    "offset": {
      "type": "integer",
      "minimum": 0,
      "maximum": 200,
      "default": 0,
      "description": "Number of schools to skip, for paging"
    }
  },
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Esquema de salida

{
  "type": "object",
  "properties": {
    "total": {
      "type": "number"
    },
    "returned": {
      "type": "number"
    },
    "filters_applied": {
      "type": "object",
      "additionalProperties": {
        "type": "string"
      }
    },
    "schools": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "dbn": {
            "type": "string"
          },
          "name": {
            "type": "string"
          },
          "address": {
            "type": [
              "string",
              "null"
            ]
          },
          "governance": {
            "type": [
              "string",
              "null"
            ]
          },
          "grade_levels": {
            "type": [
              "string",
              "null"
            ]
          },
          "district": {
            "type": [
              "number",
              "null"
            ]
          },
          "neighborhood": {
            "type": [
              "string",
              "null"
            ]
          },
          "nta_code": {
            "type": [
              "string",
              "null"
            ]
          },
          "borough": {
            "type": [
              "string",
              "null"
            ]
          },
          "slug": {
            "type": [
              "string",
              "null"
            ]
          },
          "programs": {
            "type": "array",
            "items": {
              "type": "object",
              "properties": {
                "category": {
                  "type": "string"
                },
                "label": {
                  "type": "string"
                },
                "examples": {
                  "type": "array",
                  "items": {
                    "type": "string"
                  }
                }
              },
              "required": [
                "category",
                "label",
                "examples"
              ],
              "additionalProperties": false
            }
          }
        },
        "required": [
          "dbn",
          "name",
          "address",
          "governance",
          "grade_levels",
          "district",
          "neighborhood",
          "nta_code",
          "borough",
          "slug"
        ],
        "additionalProperties": false
      }
    }
  },
  "required": [
    "total",
    "returned",
    "filters_applied",
    "schools"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢get-resources(nta_code)

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

Esquema de entrada

{
  "type": "object",
  "properties": {
    "nta_code": {
      "type": "string",
      "maxLength": 6,
      "description": "NTA code"
    }
  },
  "required": [
    "nta_code"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Esquema de salida

{
  "type": "object",
  "properties": {
    "ntaCode": {
      "type": "string"
    }
  },
  "required": [
    "ntaCode"
  ],
  "additionalProperties": true,
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢get-activities(nta_code, count_only, limit, offset)

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.

Esquema de entrada

{
  "type": "object",
  "properties": {
    "nta_code": {
      "type": "string",
      "maxLength": 6,
      "description": "NTA code"
    },
    "count_only": {
      "type": "boolean",
      "default": false,
      "description": "Return only category counts"
    },
    "limit": {
      "type": "integer",
      "minimum": 1,
      "maximum": 200,
      "default": 50,
      "description": "Max activities to return (ignored when count_only)"
    },
    "offset": {
      "type": "integer",
      "minimum": 0,
      "default": 0,
      "description": "Number of activities to skip, for paging through the full list"
    }
  },
  "required": [
    "nta_code"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Esquema de salida

{
  "type": "object",
  "properties": {
    "total": {
      "type": "number"
    }
  },
  "required": [
    "total"
  ],
  "additionalProperties": true,
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢get-safety(nta_code)

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.

Esquema de entrada

{
  "type": "object",
  "properties": {
    "nta_code": {
      "type": "string",
      "maxLength": 6,
      "description": "NTA code"
    }
  },
  "required": [
    "nta_code"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Esquema de salida

{
  "type": "object",
  "properties": {
    "ntaCode": {
      "type": "string"
    }
  },
  "required": [
    "ntaCode"
  ],
  "additionalProperties": true,
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢get-comparable(nta_code, limit)

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.

Esquema de entrada

{
  "type": "object",
  "properties": {
    "nta_code": {
      "type": "string",
      "maxLength": 6,
      "description": "NTA code to find similar neighborhoods for"
    },
    "limit": {
      "type": "number",
      "minimum": 1,
      "maximum": 20,
      "default": 5,
      "description": "Number of comparable neighborhoods"
    }
  },
  "required": [
    "nta_code"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Esquema de salida

{
  "type": "object",
  "properties": {
    "source": {
      "type": "object",
      "properties": {
        "nta_code": {
          "type": "string"
        },
        "nta_name": {
          "type": "string"
        },
        "borough": {
          "type": [
            "number",
            "null"
          ]
        },
        "borough_name": {
          "type": [
            "string",
            "null"
          ]
        },
        "viability_score": {
          "type": "number"
        },
        "scores_as_of": {
          "type": [
            "string",
            "null"
          ]
        }
      },
      "required": [
        "nta_code",
        "nta_name",
        "borough",
        "borough_name",
        "viability_score",
        "scores_as_of"
      ],
      "additionalProperties": false
    },
    "comparables": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "nta_code": {
            "type": "string"
          },
          "nta_name": {
            "type": [
              "string",
              "null"
            ]
          },
          "similarity": {
            "type": "number"
          }
        },
        "required": [
          "nta_code",
          "nta_name",
          "similarity"
        ],
        "additionalProperties": true
      }
    }
  },
  "required": [
    "source",
    "comparables"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢find-neighborhood(address, lat, lng)

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.

Esquema de entrada

{
  "type": "object",
  "properties": {
    "address": {
      "type": "string",
      "minLength": 3,
      "description": "A NYC street address or place name (e.g. \"350 5th Ave, Manhattan\"). Geocoded via OpenStreetMap, NYC-bounded. Provide this OR lat+lng."
    },
    "lat": {
      "type": "number",
      "minimum": 40.49,
      "maximum": 40.92,
      "description": "Latitude (NYC box). Provide with lng instead of an address."
    },
    "lng": {
      "type": "number",
      "minimum": -74.26,
      "maximum": -73.68,
      "description": "Longitude (NYC box). Provide with lat instead of an address."
    }
  },
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Esquema de salida

{
  "type": "object",
  "properties": {
    "query": {
      "type": "object",
      "properties": {
        "address": {
          "type": [
            "string",
            "null"
          ]
        },
        "lat": {
          "type": [
            "number",
            "null"
          ]
        },
        "lng": {
          "type": [
            "number",
            "null"
          ]
        }
      },
      "required": [
        "address",
        "lat",
        "lng"
      ],
      "additionalProperties": false
    },
    "nta": {
      "type": "object",
      "properties": {
        "nta_code": {
          "type": "string"
        },
        "nta_name": {
          "type": [
            "string",
            "null"
          ]
        },
        "borough": {
          "type": [
            "number",
            "null"
          ]
        },
        "borough_name": {
          "type": [
            "string",
            "null"
          ]
        },
        "slug": {
          "type": [
            "string",
            "null"
          ]
        }
      },
      "required": [
        "nta_code",
        "nta_name",
        "borough",
        "borough_name",
        "slug"
      ],
      "additionalProperties": false
    }
  },
  "required": [
    "query",
    "nta"
  ],
  "additionalProperties": true,
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢rank-neighborhoods(weights, priorities, borough, limit, min_population)

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).

Esquema de entrada

{
  "type": "object",
  "properties": {
    "weights": {
      "type": "object",
      "properties": {
        "family_density": {
          "type": "number",
          "minimum": 0
        },
        "education_orientation": {
          "type": "number",
          "minimum": 0
        },
        "wealth_index": {
          "type": "number",
          "minimum": 0
        },
        "neighborhood_stability": {
          "type": "number",
          "minimum": 0
        },
        "transit_accessibility": {
          "type": "number",
          "minimum": 0
        },
        "safety_score": {
          "type": "number",
          "minimum": 0
        },
        "health_environment": {
          "type": "number",
          "minimum": 0
        }
      },
      "additionalProperties": false,
      "description": "Per-metric importance (0+; higher = matters more). Any subset; normalized internally. Overrides priorities when both are given."
    },
    "priorities": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "description": "Ranked priority keywords, most important first — e.g. [\"safety\",\"schools\",\"affordability\"]. Mapped to metric weights with rank decay (used only when `weights` is absent)."
    },
    "borough": {
      "type": "string",
      "enum": [
        "Manhattan",
        "Brooklyn",
        "Queens",
        "Bronx",
        "Staten Island"
      ],
      "description": "Restrict the ranking to one borough"
    },
    "limit": {
      "type": "integer",
      "minimum": 1,
      "maximum": 50,
      "default": 10,
      "description": "How many top neighborhoods to return"
    },
    "min_population": {
      "type": "integer",
      "minimum": 0,
      "default": 1000,
      "description": "Residential floor — drops parks/cemeteries/airports that score ~100 by having almost no residents (default 1000)."
    }
  },
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Esquema de salida

{
  "type": "object",
  "properties": {
    "weights_used": {
      "type": "object",
      "properties": {
        "family_density": {
          "type": "number",
          "minimum": 0
        },
        "education_orientation": {
          "type": "number",
          "minimum": 0
        },
        "wealth_index": {
          "type": "number",
          "minimum": 0
        },
        "neighborhood_stability": {
          "type": "number",
          "minimum": 0
        },
        "transit_accessibility": {
          "type": "number",
          "minimum": 0
        },
        "safety_score": {
          "type": "number",
          "minimum": 0
        },
        "health_environment": {
          "type": "number",
          "minimum": 0
        }
      },
      "required": [
        "family_density",
        "education_orientation",
        "wealth_index",
        "neighborhood_stability",
        "transit_accessibility",
        "safety_score",
        "health_environment"
      ],
      "additionalProperties": false
    },
    "scope": {
      "type": "object",
      "properties": {
        "borough": {
          "type": [
            "string",
            "null"
          ]
        }
      },
      "required": [
        "borough"
      ],
      "additionalProperties": false
    },
    "count": {
      "type": "number"
    },
    "scores_as_of": {
      "type": [
        "string",
        "null"
      ]
    },
    "neighborhoods": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "rank": {
            "type": "number"
          },
          "nta_code": {
            "type": "string"
          },
          "nta_name": {
            "type": [
              "string",
              "null"
            ]
          },
          "borough_name": {
            "type": [
              "string",
              "null"
            ]
          },
          "slug": {
            "type": [
              "string",
              "null"
            ]
          },
          "fit_score": {
            "type": "number"
          },
          "scores": {
            "type": "object",
            "properties": {
              "family_density": {
                "$ref": "#/properties/weights_used/properties/family_density"
              },
              "education_orientation": {
                "$ref": "#/properties/weights_used/properties/education_orientation"
              },
              "wealth_index": {
                "$ref": "#/properties/weights_used/properties/wealth_index"
              },
              "neighborhood_stability": {
                "$ref": "#/properties/weights_used/properties/neighborhood_stability"
              },
              "transit_accessibility": {
                "$ref": "#/properties/weights_used/properties/transit_accessibility"
              },
              "safety_score": {
                "$ref": "#/properties/weights_used/properties/safety_score"
              },
              "health_environment": {
                "$ref": "#/properties/weights_used/properties/health_environment"
              }
            },
            "required": [
              "family_density",
              "education_orientation",
              "wealth_index",
              "neighborhood_stability",
              "transit_accessibility",
              "safety_score",
              "health_environment"
            ],
            "additionalProperties": false
          }
        },
        "required": [
          "rank",
          "nta_code",
          "nta_name",
          "borough_name",
          "slug",
          "fit_score",
          "scores"
        ],
        "additionalProperties": false
      }
    }
  },
  "required": [
    "weights_used",
    "scope",
    "count",
    "scores_as_of",
    "neighborhoods"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢compare-neighborhoods(nta_codes)

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.

Esquema de entrada

{
  "type": "object",
  "properties": {
    "nta_codes": {
      "type": "array",
      "items": {
        "type": "string",
        "maxLength": 6
      },
      "minItems": 2,
      "maxItems": 6,
      "description": "2–6 NTA codes to compare side by side (from search-neighborhoods). Unscored codes are dropped."
    }
  },
  "required": [
    "nta_codes"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Esquema de salida

{
  "type": "object",
  "properties": {
    "neighborhoods": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "nta_code": {
            "type": "string"
          },
          "nta_name": {
            "type": [
              "string",
              "null"
            ]
          },
          "borough_name": {
            "type": [
              "string",
              "null"
            ]
          },
          "slug": {
            "type": [
              "string",
              "null"
            ]
          }
        },
        "required": [
          "nta_code",
          "nta_name",
          "borough_name",
          "slug"
        ],
        "additionalProperties": false
      }
    },
    "metrics": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "key": {
            "type": "string"
          },
          "label": {
            "type": "string"
          },
          "values": {
            "type": "array",
            "items": {
              "type": "object",
              "properties": {
                "nta_code": {
                  "type": "string"
                },
                "score": {
                  "type": [
                    "number",
                    "null"
                  ]
                },
                "band": {
                  "type": "string"
                },
                "phrase": {
                  "type": "string"
                }
              },
              "required": [
                "nta_code",
                "score",
                "band",
                "phrase"
              ],
              "additionalProperties": false
            }
          },
          "leader_nta_code": {
            "type": [
              "string",
              "null"
            ]
          }
        },
        "required": [
          "key",
          "label",
          "values",
          "leader_nta_code"
        ],
        "additionalProperties": false
      }
    },
    "scores_as_of": {
      "type": [
        "string",
        "null"
      ]
    }
  },
  "required": [
    "neighborhoods",
    "metrics",
    "scores_as_of"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢get-admissions-methods(band, governance)

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.

Esquema de entrada

{
  "type": "object",
  "properties": {
    "band": {
      "type": "string",
      "enum": [
        "middle",
        "high"
      ],
      "description": "Filter the MS/HS methods to one grade band"
    },
    "governance": {
      "type": "string",
      "enum": [
        "public",
        "charter"
      ],
      "description": "Filter the MS/HS program counts to public or charter schools"
    }
  },
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Esquema de salida

{
  "type": "object",
  "properties": {
    "note": {
      "type": "string"
    },
    "filters": {
      "type": "object",
      "properties": {
        "band": {
          "type": [
            "string",
            "null"
          ]
        },
        "governance": {
          "type": [
            "string",
            "null"
          ]
        }
      },
      "required": [
        "band",
        "governance"
      ],
      "additionalProperties": false
    },
    "entry_points": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "key": {
            "type": "string"
          },
          "label": {
            "type": "string"
          },
          "stage": {
            "type": "string"
          },
          "short": {
            "type": "string"
          },
          "full": {
            "type": "string"
          },
          "typical_window": {
            "type": "string"
          }
        },
        "required": [
          "key",
          "label",
          "stage",
          "short",
          "full",
          "typical_window"
        ],
        "additionalProperties": false
      }
    },
    "methods": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "key": {
            "type": "string"
          },
          "label": {
            "type": "string"
          },
          "short": {
            "type": "string"
          },
          "full": {
            "type": "string"
          },
          "typical_window": {
            "type": "string"
          },
          "program_count": {
            "type": "number"
          },
          "special_badge": {
            "type": [
              "string",
              "null"
            ]
          }
        },
        "required": [
          "key",
          "label",
          "short",
          "full",
          "typical_window",
          "program_count",
          "special_badge"
        ],
        "additionalProperties": false
      }
    }
  },
  "required": [
    "note",
    "filters",
    "entry_points",
    "methods"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢explain-admissions-method(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).

Esquema de entrada

{
  "type": "object",
  "properties": {
    "method": {
      "type": "string",
      "description": "An admission 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)."
    }
  },
  "required": [
    "method"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Esquema de salida

{
  "type": "object",
  "properties": {
    "kind": {
      "type": "string",
      "enum": [
        "entry_point",
        "method"
      ]
    },
    "key": {
      "type": "string"
    },
    "label": {
      "type": "string"
    },
    "short": {
      "type": "string"
    },
    "full": {
      "type": "string"
    },
    "typical_window": {
      "type": "string"
    },
    "stage": {
      "type": "string"
    },
    "program_count": {
      "type": "number"
    },
    "special_requirements": {
      "type": "object",
      "properties": {
        "badge": {
          "type": "string"
        },
        "headline": {
          "type": "string"
        },
        "requirements": {
          "type": "array",
          "items": {
            "type": "string"
          }
        },
        "extra_documents": {
          "type": "array",
          "items": {
            "type": "object",
            "properties": {
              "label": {
                "type": "string"
              },
              "required": {
                "type": "boolean"
              },
              "notes": {
                "type": "string"
              }
            },
            "required": [
              "label",
              "required",
              "notes"
            ],
            "additionalProperties": false
          }
        }
      },
      "required": [
        "badge",
        "headline",
        "requirements",
        "extra_documents"
      ],
      "additionalProperties": false
    }
  },
  "required": [
    "kind",
    "key",
    "label",
    "short",
    "full",
    "typical_window"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢get-admissions-demand(dbn)

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.

Esquema de entrada

{
  "type": "object",
  "properties": {
    "dbn": {
      "type": "string",
      "maxLength": 40,
      "description": "School DBN (e.g. 02M475 for Stuyvesant, 13K430 for Brooklyn Tech)"
    }
  },
  "required": [
    "dbn"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Esquema de salida

{
  "type": "object",
  "properties": {
    "dbn": {
      "type": "string"
    },
    "school_name": {
      "type": [
        "string",
        "null"
      ]
    },
    "governance": {
      "type": [
        "string",
        "null"
      ]
    },
    "note": {
      "type": "string"
    },
    "programs": {
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "program": {
            "type": [
              "string",
              "null"
            ]
          },
          "method": {
            "type": [
              "string",
              "null"
            ]
          },
          "seats": {
            "type": [
              "number",
              "null"
            ]
          },
          "applicants": {
            "type": [
              "number",
              "null"
            ]
          },
          "apps_per_seat": {
            "type": [
              "number",
              "null"
            ]
          },
          "offer_rate": {
            "type": [
              "number",
              "null"
            ]
          },
          "fill_rate": {
            "type": [
              "number",
              "null"
            ]
          },
          "competitiveness": {
            "type": [
              "string",
              "null"
            ]
          },
          "description": {
            "type": [
              "string",
              "null"
            ]
          }
        },
        "required": [
          "program",
          "method",
          "seats",
          "applicants",
          "apps_per_seat",
          "offer_rate",
          "fill_rate",
          "competitiveness",
          "description"
        ],
        "additionalProperties": false
      }
    }
  },
  "required": [
    "dbn",
    "school_name",
    "governance",
    "note",
    "programs"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Prompts recomendados

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