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652036

ArcGIS Pro MCP

by 652036

Gp Average Nearest Neighbor

arcgis_pro_gp_average_nearest_neighbor
Read-onlyIdempotent

Measure spatial clustering or dispersion of features by calculating average nearest neighbor ratio, with optional area and distance method settings.

Instructions

ArcGIS Pro:averagegp average nearest neighbor。返回可验证的结构化结果;写入和路径限制以服务能力为准。

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
areaNo
in_featuresYes
distance_methodNoEUCLIDEAN_DISTANCE
generate_reportNo

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observedv2.0.0

TDQS

D1.9/5.0
Behavior2/5

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

Annotations already declare readOnlyHint=true, idempotentHint=true, and destructiveHint=false, so the safety profile is covered. The description adds only generic boilerplate ('returns verifiable structured results; write and path restrictions depend on service capabilities') that conveys no concrete behavior and does not contradict the annotations.

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?

It is short, but nearly every token is redundant filler (repeated tool name, generic Chinese boilerplate about 'verifiable structured results'). Brevity here reflects under-specification rather than disciplined conciseness.

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?

An output schema exists, so return values need not be described, but the description still leaves the four input parameters and the tool's analysis purpose undocumented, which is inadequate for a geoprocessing statistics tool with a rich sibling set.

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% for four parameters (in_features, area, distance_method, generate_report), and the description explains none of them — not the input feature class, the optional study area, the distance method enum values, or the report flag. The description fully fails to compensate for the coverage gap.

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

Purpose2/5

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

The description essentially restates the tool name ('average nearest neighbor') plus a vague Chinese gloss ('averagegp average nearest neighbor') without stating what the tool computes (an average nearest neighbor ratio/z-score for spatial pattern analysis). No verb+resource distinction from siblings like arcgis_pro_gp_near or arcgis_pro_gp_spatial_autocorrelation is offered.

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 on when to use this tool versus the many adjacent spatial-statistics siblings (hot spots, spatial autocorrelation, central feature, mean center). Usage is neither stated nor excluded; the agent must infer everything.

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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