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Crawlora MCP

datasets_airbnb_nearby

Read-only

Airbnb markets density map near a coordinate.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
latYesRequired center latitude, from -90 through 90.
lonYesRequired center longitude, from -180 through 180.
countryNoOptional ISO-3166-1 alpha-2 country filter, e.g. US.
radius_mYesRequired search radius in meters, from 1 through 50000.
precisionNoOptional geohash precision, from 1 through 12; defaults to a value derived from the radius.
superhostNoOptional filter to count only Superhost listings.
min_ratingNoOptional minimum rating, from 0 through 5.
active_sinceNoOptional freshness filter, an ISO-8601 date (YYYY-MM-DD).
min_listingsNoOptional minimum listings per cell; raises the small-cell suppression floor.

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
dataYesThe tool result payload (shape varies per tool; see each tool's docs resource).

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

B3.2/5.0
Behavior3/5

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

Annotations already declare readOnlyHint and openWorldHint, so safety is covered. The description adds one genuinely useful behavioral signal beyond the annotations: the result is a 'density map', i.e. aggregated spatial counts rather than individual listings. It says nothing about cell suppression, pagination, or precision defaults, which matters for a tool with a min_listings suppression parameter.

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?

A single tight sentence with the resource and scope front-loaded and zero filler. It is efficient, though borderline under-specified rather than elegantly minimal.

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

Completeness3/5

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

An output schema exists, so return values need not be explained, and annotations cover the safety profile. Still, for a nine-parameter geo tool the description is thin on the aggregation semantics (cell size, suppression, precision) that distinguish it from a plain search.

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 description coverage is 100%, so the schema already documents all nine parameters including ranges, defaults, and formats. The description adds no parameter-level meaning, so the baseline 3 applies.

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?

The description names a specific resource (Airbnb markets), an output shape (density map), and a scope constraint (near a coordinate), so an agent can distinguish this geo-aggregation tool from siblings like datasets_airbnb_search or datasets_airbnb_item. It stops short of explicitly naming those siblings, so differentiation is inferable rather than stated.

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

Usage Guidelines2/5

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

There is no when-to-use guidance and no mention of the alternative Airbnb dataset tools. The phrase 'near a coordinate' hints at a geospatial use case but never states the condition under which this beats datasets_airbnb_search, leaving the agent to guess.

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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