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POST
/
v1
/
poi
/
neighborhood
curl 'https://osm.buntinglabs.com/v1/poi/neighborhood' \
     --header "Content-Type: application/json" \
     --data '{
        "api_key": "YOUR_API_KEY_HERE",
        "address": "800 N Alameda St, Los Angeles, CA 90012"
     }'

{
  "coordinates": [
    -122.4384732,
    37.7794274
  ],
  "description": "The area is known for its many nearby Asian restaurants, and the convenience of having a Safeway right around the corner for all your grocery needs.",
  "attribution_text": "Map data from OpenStreetMap",
  "attribution_link": "https://www.openstreetmap.org/copyright"
}

Documentation Index

Fetch the complete documentation index at: https://docs.buntinglabs.com/llms.txt

Use this file to discover all available pages before exploring further.

This API generates a description of a neighborhood surrounding a location. It includes points of interest potential residents might want to know, including:
  • Nearby restaurants and cafes
  • Schools in walking distance
  • Grocery stores and supermarkets
This is especially useful for describing a rental or home listing on a website or contextualizing a potential investment opportunity for prospective investors. By providing an easy-to-read description, websites can enhance the viewer experience without copy-paste formatting.

​
Sample Output

The following was generated for an apartment near 1581 Webster St #235, San Francisco, CA 94115.
Welcome to Japantown, a vibrant and diverse neighborhood in San Francisco! The area is known for its many nearby Asian restaurants, and the convenience of having a Safeway right around the corner for all your grocery needs. The neighborhood is highly educated, with 29% of residents holding masters degrees. The area is very walkable and densely populated with 3-story buildings. The average home in the area sells for $1.2M. The nearby public schools are rated as 5/10, it may not be the best option for families with school-aged children. But for those that work in the Financial District, the SFMTA 24 and 38 buses provide good transit options into the city. This is a great neighborhood for those looking to be in the heart of the city, with easy access to all that San Francisco has to offer.

​
Request Parameters

​
address
string
required
The full address of the target location. Points of interest (POIs) in a circle around this location will be extracted and summarized as part of the description.
​
api_key
string
required
Your account’s API key. You can create an API key by registering for an account and copy and paste it from your account dashboard.
​
content-type
string
required
This endpoint requires that the Content-Type header be set to application/json.

​
Response

When features are successfully counted, a 200 OK response will be issued, with Content-Type: application/json.
​
description
string
The description of the surrounding neighborhood.
​
coordinates
string
After the input address is geocoded to the right location, this contains an array (in longitude, latitude order) of the location position.
​
attribution_text
string
Sample attribution text the end application could display.Attribution in your application is required by OpenStreetMap’s ODbL license. Because the description is generated using OpenStreetMap data, proper attribution is required for use in your application.See:
​
attribution_link
string
Link to the OpenStreetMap copyright page.
In the event of an error, an error response will be issued, usually with a 5xx error code. The error will be JSON-formatted, with an error field describing the cause.
​
error
string
The error message if the extract request parameters were incorrectly formatted.This response field will not be present if the extract succeeds.
curl 'https://osm.buntinglabs.com/v1/poi/neighborhood' \
     --header "Content-Type: application/json" \
     --data '{
        "api_key": "YOUR_API_KEY_HERE",
        "address": "800 N Alameda St, Los Angeles, CA 90012"
     }'

{
  "coordinates": [
    -122.4384732,
    37.7794274
  ],
  "description": "The area is known for its many nearby Asian restaurants, and the convenience of having a Safeway right around the corner for all your grocery needs.",
  "attribution_text": "Map data from OpenStreetMap",
  "attribution_link": "https://www.openstreetmap.org/copyright"
}