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HouseData — Zillow data

zillow_market_stats

Read-onlyIdempotent

Monthly market statistics for a region, newest first: market temperature with Zillow's buyer/seller label, for-sale inventory, new listings, new pending, median days to pending, and the share sold above and below list — up to 100 months. Give location (a place name) or regionId; latest carries the newest row of each series.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
expandNofalse (default): the compact form - the headline of a record or a search row, or the answer minus photo and tour links. true: the complete response from the data API (a full record is ~17 KB). Same price either way.
monthsNoHow many months back, up to 100 (default 12). (1-100, default 12)
locationNoA city, ZIP, neighborhood, county or metro as typed into Zillow.
regionIdNoA Zillow region id, instead of location.

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A3.6/5.0
Behavior4/5

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

Annotations already cover read-only and idempotent behavior. The description adds useful behavioral details beyond annotations: results are newest first, limited to 100 months, and 'latest' contains the newest row of each series. This is meaningful context for invoking and interpreting results.

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

Conciseness5/5

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

The description is a single, dense sentence that front-loads the main output and then covers input and ordering constraints. There is no filler or redundancy that fails to earn its place.

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

Completeness4/5

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

Given the absence of an output schema, the description does a good job summarizing the returned series and the special 'latest' field. It does not mention the expand parameter or default months, but those are fully documented in the schema, so the description is reasonably complete for an agent to call the tool.

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%, so the baseline is 3. The description adds the either/or relationship between location and regionId, but this is already implied by the schema's 'instead of location' text. No additional parameter semantics are provided beyond what the schema already states.

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 clearly identifies the tool as providing monthly market statistics for a region and enumerates the specific metrics returned. It does not explicitly distinguish itself from sibling tools, but the content is specific enough that an agent can infer its purpose.

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?

No guidance is given about when to use this tool versus siblings like zillow_region or zillow_property_facts. The instruction to provide location or regionId is input guidance, not tool-selection guidance.

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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