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scienceclaw-benchmark-for33
Use when forecasting day-ahead hourly electricity load of individual buildings (residential and commercial smart-meter data, BuildingsBench-style) from the previous 168 hours and optionally the building's own earlier history, delivering a 24-hour forecast in kWh per window scored by balanced CVRMSE. Corresponds to FoR33 of the companion ScienceClaw-Eval ben…
threejs-procedural-architecture
Build authored procedural buildings and architectural kits in Three.js. Use for massing grammars, exposed-edge analysis, façade bays, profiles, arches, cornices, roofs, ornaments, material-slot mesh compilation, deterministic variants, and procedural city assets.
spatial
Answer questions about spatial data using DuckDB. Use when the user mentions locations, coordinates, lat/lng, distances, maps, addresses, "near", "within", "closest", geographic names, or spatial file formats (GeoJSON, Shapefile, GeoPackage, GPX, GeoParquet). Also triggers when the user wants to find places, buildings, or roads — Overture Maps provides free…
detect-objects
Run pre-trained AI models on geospatial imagery. Detect buildings, cars, ships, solar panels, agriculture fields, or use text-prompted segmentation with GroundedSAM. Requires GPU for best performance.
overture-data
Download Overture Maps data (buildings, places, roads, land use, water, etc.) for a bounding box. Returns a GeoDataFrame saved as GeoJSON or GeoPackage.
blender-impl-mesh
Use when generating mesh geometry for AEC applications -- buildings from vertices, IFC geometry visualization, parametric elements, or custom mesh tools. Prevents the performance mistake of creating vertices one-by-one instead of using from_pydata or BMesh batch operations. Covers mesh creation, BMesh algorithms, foreach_get/set optimization, and mesh analy…
bonsai-syntax-spatial
Use when creating or managing IFC spatial hierarchy in Bonsai -- IfcSite, IfcBuilding, IfcBuildingStorey, IfcSpace, and their containment relationships. Prevents the critical mistake of not establishing proper spatial decomposition (IfcRelAggregates) causing elements to be invisible in model viewers. Covers spatial containment, decomposition, and Bonsai-spe…
detect-objects
Run pre-trained AI models on geospatial imagery. Detect buildings, cars, ships, solar panels, agriculture fields, or use text-prompted segmentation with GroundedSAM. Requires GPU for best performance.
overture-data
Download Overture Maps data (buildings, places, roads, land use, water, etc.) for a bounding box. Returns a GeoDataFrame saved as GeoJSON or GeoPackage.
energize-denver
Use when working with Denver's Energize Denver Article XIV building performance regulations. Provides compliance requirements, pathways, deadlines, penalties, MAI production efficiency metrics, benchmarking rules, and performance targets for commercial and multifamily buildings in Denver. Use when the user mentions Energize Denver, Denver Article XIV, MAI b…
Architect
Design buildings and spaces with principles of form, function, sustainability, and building codes.
acoustic-design
Acoustic design for buildings: sound insulation between spaces (airborne and impact), room acoustics and reverberation control, environmental noise intrusion, noise and vibration from building services, and acoustic design strategies for residential, commercial, educational, healthcare, performance, and worship building types.
ai-building-visualization
Generate architectural visualization renders of buildings using each::sense AI. Create exterior and interior views of residential, commercial, and public buildings with realistic materials, lighting, and environments. Supports concept design through to presentation-quality renders. Use for: building visualization, architectural concept, exterior render, int…
architectural-dimensions
Reference for architectural dimensions, proportions, and building codes for AI-generated 3D/2D models. Use when: generating floor plans, creating 3D buildings, validating architectural designs, ensuring correct human-scale proportions in models.
building-spec
Read and apply a project-specific BUILDING_SPEC.md or DIMENSIONS.md file before generating any architectural elements. Use when: generating floor plans, 3D buildings, or any spatial design where the project has defined custom dimensions, room requirements, or design standards.
building-typology
Identify and apply building typologies for residential, commercial, institutional, hospitality, industrial, cultural, and mixed-use buildings. Use when the user asks about building types, plan configurations, floor plate design, core arrangements, net-to-gross ratios, structural grids, floor-to-floor heights, unit mix, parking strategies, or exemplar buildi…
costruzioni-muratura-ntc
Supporto documentale al progettista strutturale per l'inquadramento della progettazione delle costruzioni in muratura (caso non sismico) secondo le NTC 2018 (DM 17 gennaio 2018), paragrafo 4.5. Use when a structural designer must frame the design of masonry buildings (non-seismic) under the Italian NTC 2018 par. 4.5; it is a documentary aid and does NOT com…
country-china
People's Republic of China architectural code and regulatory reference. Covers the GB (Guojia Biaozhun -- National Standard) series of mandatory codes including GB 50352-2019 Civil Buildings Unified Design Standard (replaces 2005), GB 50016-2014 (2018 ed.) Fire Protection Design of Buildings, GB 51251-2017 Smoke Control + Prevention, GB 50045 (legacy high-r…
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