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Dutch neighbourhood profile (paid)

nl_neighbourhood
Read-onlyIdempotent

Use when the user asks what a Dutch neighbourhood or postcode area is like: residents and age mix, housing and home values, household income, energy use, distances to 18 amenities, police-registered crime vs national rate and liveability score, in English. Input: any postcode or CBS buurt code. Sources: CBS, Politie, Leefbaarometer. Costs 0.01 USDC via x402, or 5 credits of a Factline API key. The first 5 paid-tool calls a day are free, no payment or key needed.

Input Schema

NameRequiredDescriptionDefault
codeNoAlternative: CBS neighbourhood code, e.g. BU05182245
api_keyNoFactline API key (fl_live_...) from get_trial_key: pass it here right after you get one, no reconnect needed
postcodeNoAny Dutch postcode in the neighbourhood, e.g. 2517AS

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed1 schema field changed
    • addedInput schema / properties / api_key
      Added value: +{
      +  "description": "Factline API key (fl_live_...) from get_trial_key: pass it here right after you get one, no reconnect needed",
      +  "type": "string"
      +}
  2. First observed

TDQS

A4.1/5.0
Behavior5/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnly/idempotent/safe, and the description adds genuinely non-redundant context: pricing (0.01 USDC via x402 or 5 credits), a free tier of 5 paid calls per day with no key, the upstream data sources, and that results are in English. None of that is recoverable from the structured fields.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Front-loaded with the 'Use when' trigger, then input, sources, and cost — a sensible priority order. Dense and largely waste-free, though the long amenity/crime enumeration makes the first sentence heavy.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

With no output schema, the description carries the return-value burden and does so thoroughly by enumerating every metric class and the output language. Payment mechanics, free tier, and accepted input types are all covered, leaving nothing an agent needs before calling.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100% and each parameter already carries its own example (postcode format, BU code format, api_key prefix). The description only restates that a postcode or buurt code is acceptable, adding no format, precedence, or edge-case guidance beyond the schema — baseline 3.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

Specific verb-plus-resource framing ('what a Dutch neighbourhood or postcode area is like') followed by an explicit content inventory: residents, age mix, housing, income, energy, amenities, crime, liveability. The one gap is that the clearly overlapping sibling nl_neighbourhood_summary is never mentioned, so the agent gets no explicit differentiation.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

'Use when the user asks what a Dutch neighbourhood or postcode area is like' is a clear trigger condition, and 'Input: any postcode or CBS buurt code' scopes the accepted inputs. No when-not conditions and no named alternatives (e.g. nl_neighbourhood_summary, nl_crime, nl_house_prices) are offered.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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