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Real Estate Market Insights — AI Analysis of Any Listings

real_estate_market_insights
Read-only

Point it at any real-estate listing scraper's dataset (Zillow, Redfin…. Point it at any real-estate listing scraper's dataset (Zillow, Redfin, Rightmove, Idealista…) and get AI market insights: price-per-area stats,…

Input Schema

NameRequiredDescriptionDefault
inputNoInput for Real Estate Market Insights — AI Analysis of Any Listings. See https://apify.com/noniner/real-estate-market-insights.

Schema Changelog

Changes observed during successful MCP inspections.

  1. Added

TDQS

C2.4/5.0
Behavior2/5

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

Annotations declare readOnlyHint=true and openWorldHint=true, so the safety profile is partly covered. But the description omits the operational facts that matter here: that this is an LLM-driven analysis (implying cost/latency), what input format the 'dataset' must be in, and whether it requires a pre-existing scraper run. For a nested-object input tool with no output schema, that is a meaningful gap.

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

Conciseness2/5

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

The description literally repeats its opening sentence twice and then cuts off with an ellipsis, leaving the most informative clause ('price-per-area stats,…') unfinished. It is short but not efficient — the duplication consumes the only space available.

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

Completeness2/5

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

With a nested-object input, no output schema, and openWorldHint=true (unknown/expensive external reach), the description should explain input shape and result nature. Instead it is truncated, so an agent cannot determine what to pass or what it will get back without consulting the external URL.

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 nominally 100%, so the baseline of 3 applies. But the single 'input' parameter is a nested object whose description is just a pointer to an external URL, so the description adds no meaning about what should go inside it beyond the vague 'point it at a dataset' phrasing.

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

Purpose3/5

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

The description names a verb (analyze) and resource (real-estate listing datasets) and lists concrete source platforms (Zillow, Redfin, Rightmove, Idealista), which is more specific than a tautology. However, the sentence is truncated mid-list and trails off into an ellipsis before stating what the output actually contains beyond 'AI market insights' and 'price-per-area stats'.

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?

The only guidance is the implied 'point it at any listing scraper's dataset' framing. There is no explicit when-to-use, no prerequisite dataset-format requirement, and no comparison against any of the ~80 sibling analysis tools that also produce market intelligence.

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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