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652036

ArcGIS Pro MCP

by 652036

Forest Based Forecast

arcgis_pro_forest_based_forecast
Idempotent

Run a forest-based forecast on a space-time cube to predict future values, with whitelisted parameters for trees, window, depth, and sampling.

Instructions

对时空 cube 运行 Forest-based Forecast,白名单化树、窗口、深度和抽样参数。

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
in_cubeYes
environmentNo
output_cubeYes
sample_sizeNo
time_windowNo
maximum_depthNo
outlier_optionNoNONE
number_of_treesNo
output_featuresYes
analysis_variableYes
forecast_approachNoVALUE
minimum_leaf_sizeNo
level_of_confidenceNo90%
number_for_validationNo
maximum_number_of_outliersNo
number_of_time_steps_to_forecastYes

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observedv2.0.0

TDQS

C2.6/5.0
Behavior2/5

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

Annotations already declare readOnlyHint=false, destructiveHint=false, and idempotentHint=true, so the safety profile is covered. The description adds no further behavioral context, such as that the tool creates an output cube and output features, or any permission or runtime constraints.

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?

The description is a single front-loaded sentence, which is efficient. However, the phrase '白名单化树、窗口、深度和抽样参数' is unclear and non-standard, reducing the structural clarity of an otherwise compact statement.

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?

Given 16 parameters, five required, 0% schema description coverage, and an output schema, the description is too thin. It should at least clarify the required inputs and the tool's role among the other forecast siblings, even though return values need not be explained because an output schema exists.

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

Parameters2/5

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

Schema description coverage is 0% for 16 parameters, so the description must compensate but only vaguely names four categories: trees, window, depth, and sampling. It does not explain the required parameters (in_cube, analysis_variable, output_features, output_cube, number_of_time_steps_to_forecast) or provide formats, ranges, defaults, or meanings.

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?

States a specific verb (run) and resource (Forest-based Forecast on a spatiotemporal cube), which distinguishes it from generic geoprocessing siblings. However, it does not explicitly name competing forecast tools such as curve_fit_forecast or exponential_smoothing_forecast, leaving sibling differentiation mostly implicit.

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 guidance on when to choose this tool over curve_fit_forecast, exponential_smoothing_forecast, or arcgis_pro_gp_forest. The only context is that it operates on a spatiotemporal cube, which is not enough to route an agent confidently.

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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