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# Singapore / Johor Bahru 15-Minute City Explorer: 5 WebMCP tools for AI agents

![](https://www.google.com/s2/favicons?domain=sgjburbansideprojects.brianhar.site&sz=96)

Public services · sgjburbansideprojects.brianhar.site

## Singapore / Johor Bahru 15-Minute City Explorer

Open study of walking access in Singapore and Johor Bahru. Agents can query city stats, rank neighbourhoods and run walk-time checks.

[Open sgjburbansideprojects.brianhar.site](https://sgjburbansideprojects.brianhar.site/)

## Ask an agent to

-   What share of Singapore residents can walk to all six essentials?
-   Rank Johor Bahru neighbourhoods by walking completeness
-   Check which essentials are within 15 minutes' walk of a point

## 5 tools

-   `find_neighbourhoods`read-only
    
    Search or rank neighbourhoods (Singapore planning areas, Johor Bahru state constituencies) by name, completeness or population. Returns walking-access statistics and a link that opens the neighbourhood in the Explorer.
    
    query: string?, city: string?, sort: string?, limit: integer?
    
-   `get_city_summary`read-only
    
    Headline results for Singapore and/or Johor Bahru: share of residents who can walk to all six everyday essentials (a grocery or provision shop, a clinic, hospital or pharmacy, a school or childcare centre, a park of…
    
    city: string?
    
-   `get_footpath_scenario`read-only
    
    The one-footpath scenario: the single short public footpath in Johor Bahru that would bring the most residents an extra everyday essential within a 15-minute walk, with its effect, sample routes, sensitivity, ranked…
    
-   `open_explorer`
    
    Show a view in the interactive Explorer map: choose the essential, time budget, walking speed, population group, an alternative assumption, a car-park-to-hub scenario, a point to walk from, or a neighbourhood, shown…
    
    metric: string?, minutes: integer?, speed: string?, people: string?, taxonomy: string?, network: string?, poi: string?, scenario: string?, … (list cut; the site may define more)
    
-   `walk_from`read-only
    
    Walk the street network from a point in Singapore or Johor Bahru and report which of the six essentials are reachable within the time budget, with the nearest destination for each.
    
    lon: number, lat: number, minutes: integer?, speed: string?
    

Tools

5

Registered with

JavaScript

Scan finished

Oct 19, 2026

Tool names and descriptions are what sgjburbansideprojects.brianhar.site/ registered when we loaded it in Chrome 154 on Browser Use Cloud. The summary and the “ask an agent” lines are AI-written from them. To call the tools yourself, see [Chrome’s WebMCP docs](https://developer.chrome.com/docs/ai/webmcp). [How we found it](https://browser-use.com/webmcp#method).