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MCP server

The place layer agents read.

Sourced, dated facts, explained scores and change monitoring for every neighbourhood in England, Wales and Scotland, inside the assistant you already use. Sign in once.

Use it inside

  • ClaudeWeb, desktop and mobile
  • Claude CodeIn the terminal
  • CursorWith a key in a header
  • Any MCP clientHosted URL or the npm package

Your assistant asks. The engine answers. OneGoodArea is the intelligence layer for place. Twelve tools, every answer composed on our side from engine output and stamped with the methodology version, so the model reports numbers instead of inventing them. It is the same API behind the REST endpoints, delivered as a Model Context Protocol server.

12

Tools

43,064

Neighbourhoods

2.7M

Postcodes that resolve

500

Free calls a month

What your assistant can do

Twelve tools, grouped by product. Each one is a plain call the assistant makes on your behalf, and each answer comes straight from the engine.

Places

One input, the permanent place it names.

resolve_place

Turns a postcode, a place name, an official code or a place ID into the place it names, says whether a postcode is live or retired, and hands back an ID that survives boundary changes.

Scores

A single number for an area, for the decision in hand.

score_postcode

A 0 to 100 score for moving, business, investing or research, with seven dimensions, each with its confidence and the reasoning behind it, and the sources.

compare_postcodes

Up to eight places on the same preset in one table, best first. A place that cannot be scored is reported in its row while the rest still return.

Signals

Every public signal for an area, in one shape.

get_area_signals

Every signal for a place across crime, deprivation, property, schools, amenities, transport and environment, each with its value, percentile, confidence, source and period.

get_signals_by_category

The same, narrowed to one category when that is all the question needs.

Intelligence

Ask in plain English, and check the answer.

find_areas

A question in plain English becomes a typed query the database answers. The plan comes back with the rows, so the answer can be checked and run again.

find_peers

The neighbourhoods most like a given one, ranked by how closely they match across the signals they share.

Monitor

Watch a list of places and catch the moves that matter.

watch_portfolio

Starts watching a named list of places in one step and returns the portfolio to read later.

get_portfolio_changes

What moved across the portfolio between two periods, with direction, size and cause: the source data moved, or a methodology release did.

Brief

One ready-to-read brief per area, shaped for the reader.

area_brief

A brief for a lender, insurer, retailer or investor: the verdict, the dimensions that matter to that reader, the signals behind them, recommendations and sources.

Reference

Quick lookups that never touch your allowance.

methodology_for

How a scoring dimension is worked out: its source, how it is scored and its weight under each preset.

engine_version

The engine version in production, its release date and the latest methodology releases. The same version is stamped on every answer.

How it connects

Sign in from the client you already use. Nothing to install for Claude. One command for Claude Code. A URL or a package for everything else.

Claude, on the web and in the apps

Add OneGoodArea as a connector, sign in with your OneGoodArea account and allow access. The twelve tools are in your next chat on every device you use Claude on. Available today as a custom connector; submitted to the Claude directory.

Claude Code

One command adds the hosted endpoint, then /mcp and Authenticate opens the same sign-in in your browser. The tools are available in the terminal from the next prompt.

The plugin, with four skills

A Claude plugin in our public repository carries the connector and four skills written from the methodology: area research for lenders, site comparison for retail, reading confidence and dates, and portfolio watch.

Any MCP client

Cursor, VS Code and the rest reach the hosted endpoint with an API key in a header, or spawn the npm package locally. ChatGPT follows once the server is listed in the OpenAI apps directory.

Why you can trust what it says

The model reports. The engine computes. Nothing on this page is written by the assistant.

An assistant will happily invent a number. This server never gives it the chance: every brief, score and signal is composed on our side from engine output, and the assistant passes it on.

Source, period and confidence on every value

Every figure names its publisher and the period it covers, with a confidence and the reason for it. The sentence the assistant repeats carries its own footing.

No invented numbers

Thin evidence returns a caveat rather than a guess, a ten-sale floor sits under every price, and a missing value comes with its reason.

Each nation on its own geography

England and Wales on 2021 census areas, Scotland on 2022 data zones. Percentiles rank within each nation, never across borders, and Northern Ireland is not covered.

Versioned, every release published

The methodology version is on every answer and the changelog lists what each release moved, so a figure never changes unannounced.

Who builds on it

The AI feature in your product, with the place underneath it true. The same four kinds of builder as the rest of the layer. The assistant is theirs; the place is ours.

AI property products

An assistant that answers from the engine rather than from the model: a brief, a score or a comparison it can show with the sources, and nothing it had to make up.

Property platforms

Listings, lettings and site finders where the place drives the choice. The assistant in the product resolves the address, reads the neighbourhood and says what changed.

Property data and analytics

Analysts ask in Claude instead of writing the query. Rank, compare, find peers and watch a portfolio, with the plan behind every answer so it can be checked and run again.

Location data companies

Your own tools beside ours in one client. The structural picture of every neighbourhood, with source, period and confidence, next to the data only you hold.

What it costs

Included on every plan with API access. The server is free. Tool calls are ordinary API calls under your account.

The free sandbox covers 500 calls a month and the sign-in creates a key in your account like any other. From there the ladder is the one on the pricing page.

01 · Sandbox

500 calls a month, free

A developer key for your engineers to evaluate against, no card. Every product and the MCP server, not licensed for production.

02 · Pilot

40 days on one workflow

The missing context, the integration and one measured outcome, with us alongside you. Licence terms are drafted by day 30, so the pilot ends in a decision.

03 · Licence

Platform licence or data partnership

A platform licence covers showing OneGoodArea inside your product, in your own design, with attribution, from £2,000 a month. A data partnership adds redistribution rights for the feeds and exports your customers keep.

Frequently asked

Questions people ask before connecting.

Do I need an API key?

No. Sign in from your client and allow access. Approving creates an API key named after the app in your account, visible on the API usage page, and revoking it disconnects the app. Clients that cannot sign in send a key in a header instead.

What does it cost?

The server is free on every plan with API access. The sandbox gives 500 calls a month, with a ceiling of 100 a day and 100 plain-English questions, and the platform licences are on the pricing page.

Does the assistant make the numbers up?

It cannot. Every answer is composed on our side from engine output and stamped with the methodology version. The assistant can explain it, but it does not calculate anything.

Where is it covered?

England, Wales and Scotland, every neighbourhood. Northern Ireland is not covered, and a question about it says so rather than guessing.

How current is it?

Each publisher is loaded on its own calendar, from daily for police.uk to each new edition for the deprivation indices, and every value carries the period it covers.

How fast is it?

Most tools answer in a few seconds. Plain-English questions run through a planner first and take longer, around half a minute, and the plan comes back with the rows.

Is anything about my users stored?

No. We hold the places you ask about, the portfolios you choose to watch, your organisation and your keys. Everything returned is neighbourhood-level statistics. Training capture is off by default and a key can opt in.

Can we use it inside our own product?

Showing OneGoodArea data inside your product is covered by a platform licence, in your own design, with attribution, from £2,000 a month. Redistributing the data itself, in feeds or exports your customers keep, needs a data partnership. The free sandbox gives you 500 calls a month to evaluate, no card. Both are described on /pricing.

Put the place layer inside your assistant.

Sign up, connect from Claude or Claude Code, and ask about any neighbourhood in England, Wales or Scotland. The first answer carries its sources.