AF arcgis-agent
ArcGIS Agent - drive 2500+ ArcGIS Pro geoprocessing tools across 46 toolboxes (buffer/clip/intersect, slope/aspect/viewshed, kriging/IDW, hotspot/Moran's I, image analysis, GeoAI deep learning, multidimensional rasters, utility networks, geocoding and more) with natural language, via a local HTTP API. Use when the user asks for GIS/spatial analysis, ArcGIS automation, or arcpy operations. Requires Windows + ArcGIS Pro 3.x. 通过自然语言驱动 ArcGIS Pro 的 2500+ 个 arcpy 空间分析工具，覆盖 46 个工具箱（缓冲区/裁剪/相交、坡度/可视域、克里金/IDW、热点分析、影像分析、GeoAI 深度学习、多维栅格、公共设施网络、地址匹配等）。适用于 GIS 与空间分析、ArcGIS 自动化、arcpy 操作等需求。需要 Windows + ArcGIS Pro 3.x。
ArcGIS Agent - drive 2500+ ArcGIS Pro geoprocessing tools across 46 toolboxes (buffer/clip/intersect, slope/aspect/viewshed, kriging/IDW, hotspot/Moran's I…
As a process F 54/100 · Will not run — References files that are not bundled: scripts/start_server.bat
How to improve
- The text references files that are not there: add them or drop the references.
- Your own cases (evals/evals.json, 4–6 real requests with expected answers): the full check would then run those instead of a model-drafted suite.
- A spec.yaml with trigger phrases and assertions — a behaviour contract for CI; `skilltest init` writes a template.
Guard findings · 0
✓ No critical or high findings
Files scanned: 6. Evidence is masked. Grey chips explain why severity was lowered.
Against the Agent Skills spec
- warning
missing-refreference to a missing file: scripts/start_server.bat
Process rating: all ten parameters 54/100
- 0Tools and files. 1 referenced file(s) missing: scripts/start_server.bat
- 0Result and completion. Does not say what the result is
- 0Progress reporting. Says nothing while it works
- 50Failures and branches. 0 branches, has a failure section
- 70When it triggers. States when to use, but not when not to
- 70Inputs and preconditions. Inputs and preconditions are listed
- 100Steps. 20 steps
- 100Consistency. Name and required fields are in place
- 100Execution cost. Instruction body is 2314 tokens
- 100Running it twice. Mutating operations check current state
- medium Safety rules and hard prohibitions inside a skill: they belong in the system prompt, here they protect nothing
Everything here is measured from the skill text rather than judged by a model, so the numbers are checkable. A parameter weighs more when it is a more common reason for the process to stall.
Quality signals
- +5Description has no quoted example phrases that should trigger the skill
- +4Description does not say when NOT to use the skill (false activations)
- +3Output format is not stated: the model decides each time
- -2localhost URLs: will not work for another user
- -31 of 2 scripts are never mentioned in SKILL.md
- +1No license
- +2Single-language instructions
- +3Description length 611: enough signal without eating the budget
- +4Structure: 17 headings
- +3Step-by-step instructions: 20 items
- +4Has examples (6 code blocks)
- +4Reference files are cited in the instructions (1 of 1)
Quality base 70; lint remarks subtract, signals add up to 100. Result: 77.