Skill Claude CodeCodex
Use when building browser-based 3D globes, 3D Tiles visualization, time-dynamic geospatial data, or virtual globe applications. CesiumJS: high-performance WebGL 3D geospatial engine for interactive earth visualization.
Skill Claude CodeCodex
Use when programming against GDAL/OGR in C, C++, Python, or .NET for raster/vector I/O, coordinate transformation, or custom geospatial algorithms. GDAL API: low-level programming interface for reading/writing 70+ geospatial formats.
Skill Claude CodeCodex
Use when processing geospatial raster/vector data via command line — format conversion (Shapefile to GeoJSON), reprojection, DEM analysis, NDVI calculation, mosaicking. GDAL/OGR CLI: the industry standard for batch geospatial data processing with 50+ command-line tools (ogr2ogr, gdalwarp, gdaltranslate, gdalcalc).
Skill Claude CodeCodex
Use when working with Esri geometry types (Point, Polyline, Polygon, Envelope) in Java — spatial operations, JSON/GeoJSON/WKT I/O, geodesic calculations. Esri Geometry API for Java.
Skill Claude CodeCodex
Use when working with Esri geometry types (Point, Polyline, Polygon, Envelope) in .NET/C# — spatial operations, JSON/GeoJSON/WKT I/O, geodesic calculations. Esri Geometry API for .NET.
Skill Claude CodeCodex
Use when performing vector spatial data analysis in Python — reading/writing shapefiles, spatial joins, overlay operations, choropleth maps. GeoPandas: extends pandas DataFrames with geometry columns for Pythonic spatial analysis.
Skill Claude CodeCodex
Use when building AI-driven GIS data pipelines with YAML-defined steps — format conversion, spatial validation, QC reporting, PostGIS loading, WMS publishing. GeoPipe Agent: YAML-driven GIS ETL pipeline agent with quality control.
Skill Claude CodeCodex
Use when deploying GeoServer on Kubernetes as cloud-native microservices with auto-scaling, service discovery, and centralized configuration. GeoServer Cloud: break monolithic GeoServer into independently scalable WMS/WFS/WCS services.
Skill Claude CodeCodex
Use when automating GeoServer management — programmatic workspace, datastore, and layer creation, style upload, service configuration via REST API. GeoServer REST API: manage GeoServer without GUI using curl, Python, or any HTTP client.
Skill Claude CodeCodex
Use when deploying OGC-compliant map services (WMS, WFS, WMTS, WCS) or configuring SLD styling, security, and tile caching. GeoServer: the leading open-source Java map server for publishing spatial data to the web.
Skill Claude CodeCodex
Use when building Java GIS applications — feature reading/writing, coordinate transformations, map styling, spatial filters, WMS/WFS clients. GeoTools: the Java GIS toolkit and OGC standards reference implementation.
Skill Claude CodeCodex
Use when performing precise 2D computational geometry in Java — spatial predicates (contains, intersects), overlay operations, buffering, triangulation. JTS (Java Topology Suite): the canonical geometry engine used as blueprint for GEOS, Shapely, and NetTopologySuite.
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Decision support and brainstorming consultant. Use for open-ended questions, brainstorming, evaluating approaches, best-practice advice, and answering what-should-I-do questions.
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Heavy-lift implementer. Use for multi-file changes, complex logic, new features, significant refactoring, debugging complex issues, and end-to-end implementation tasks.
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Codebase search specialist. Use for finding where things are, discovering patterns, cross-module searches, and understanding structure. Fire multiple instances in parallel for broad searches.
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External research specialist. Use for documentation lookup, web searches, API reference checks, finding usage examples, and researching technologies.
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Lightweight executor. Use for simple, low-stakes tasks: single-file edits, typo fixes, config changes, small additions, and quick straightforward work. Also handles miscellaneous tasks that don't fit other specialists.
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Deep code analyst and debugger. Use for root cause analysis, understanding complex code, reading and interpreting diffs, tracing bugs, and deep comprehension tasks. Avoid for simple lookups or first-attempt fixes.
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Main entry point. Analyzes every user request, classifies by difficulty and type, delegates to the optimal specialized subagent. Use for all incoming tasks.
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Strategic planner. Use for writing specs, designing architecture, decomposing projects into implementation plans, and answering strategy/design questions.
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Code reviewer (escalation, not a default step). Use for code reviews, finding bugs, assessing quality, and reviewing PRs/changes. Never modifies code.
znlgis/my-opencode-deepseek-config
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Frontend and UI specialist. Use for building UI components, styling, layouts, CSS/HTML, frontend frameworks, visual design, and any user-facing interface work.
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Multimodal specialist. Use for tasks involving images, screenshots, diagrams, charts, UI mockups, or any visual input that needs understanding or description. Runs on the deepseek-v4-flash-vision-exp model.
znlgis/my-opencode-deepseek-config
Skill Claude CodeCodex
Lightweight single-pass code review for a diff/branch/PR. Use when reviewing changes, checking a PR, or the task mentions "code review", "review my changes", "review this PR", "找 bug", "审查代码". Reports blockers (critical/major) and notes (minor/nit) with evidence; never rewrites code.