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652036

ArcGIS Pro MCP

by 652036

Emerging Hot Spot Analysis

arcgis_pro_emerging_hot_spot_analysis
Idempotent

Detects emerging hot spots in a space-time cube, validates neighborhood distance, time window, and polygon mask, then writes output features.

Instructions

对受控时空 cube 执行新兴热点分析,校验邻域距离、时间窗口和 mask。

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
in_cubeYes
environmentNo
polygon_maskNo
output_featuresYes
analysis_variableYes
conceptualizationNoFIXED_DISTANCE
number_of_neighborsNo
define_global_windowNoENTIRE_CUBE
neighborhood_distanceNo
neighborhood_time_stepNo

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observedv2.0.0

TDQS

C2.4/5.0
Behavior2/5

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

Annotations declare readOnlyHint=false and idempotentHint=true, indicating a mutating analysis that writes output features. The description says nothing about whether it creates new output features, whether it overwrites existing output, permission requirements, or that it is idempotent. For a 10-parameter analysis tool that produces output_features, more behavioral context is expected.

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

Conciseness3/5

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

It is a single short sentence and not padded, so it is concise. However, the front-loaded portion does not carry the most important information, and the sentence is too sparse to guide invocation, so brevity here reflects under-specification rather than efficient communication.

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 10 parameters, 3 required, no schema descriptions, and an existing output schema, the description is far too thin. It omits required inputs, output behavior, and key optional parameters, leaving an agent unable to call the tool correctly without guessing. It is not complete for the complexity of the tool.

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

Parameters1/5

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

Schema description coverage is 0% and the description only vaguely mentions neighborhood distance, time window, and mask. It does not explain the required parameters (in_cube, analysis_variable, output_features) nor the many optional parameters (conceptualization, define_global_window, neighborhood_time_step, environment). With 0% coverage, the description must compensate but does not.

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 states a specific verb+resource ('执行新兴热点分析' / run Emerging Hot Spot Analysis on a space-time cube), which is clear enough to identify the tool. However it does not distinguish this from sibling tools like arcgis_pro_gp_hot_spots, arcgis_pro_gp_optimized_hot_spots, or arcgis_pro_create_space_time_cube, so an agent cannot easily tell when this differs from those. Purpose is identifiable but lacks sibling differentiation.

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

Usage Guidelines3/5

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

The phrase '对受控时空 cube' (on a controlled space-time cube) implies the input requirement and prerequisites, giving implicit usage context. But it provides no explicit when-to-use vs. the multiple other hot-spot/spatial-statistics tools in the sibling list, and no when-not-to-use 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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