Configure and optimize compression for Zarr arrays. Covers all numcodecs compressors (Blosc, Zstd, LZ4, Gzip, LZMA, BZ2), pre-compression filters (Delta, Quantize, FixedScaleOffset, PackBits), codec pipelines, Blosc thread safety, and the trade-offs between compression speed and ratio.
EnglishUse when running a heuristic evaluation, structuring a design critique, selecting which design framework to apply for a given project context, or auditing a UI against Gestalt/Nielsen/Rams principles.
EnglishCore Dockerfile best practices including multi-stage builds, layer caching, security hardening, base image selection, and language-specific patterns for Python, Node, Rust, R, Go, Julia, and C/C++.
EnglishSafely apply chunking configurations to Zarr datasets with validation, progress reporting, memory-bounded execution, and rollback safety. Supports local and cloud storage backends.
EnglishUse when designing or coding a new interface that needs a distinctive aesthetic direction, when reviewing visuals for hierarchy/brand alignment, or when an existing UI feels generic ("AI slop") and needs production-grade visual polish.
English
AGENT SKILLS ATLASIncludes Compression Codecs, Design Philosophies, Dockerfile Patterns, and other workflows.
Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLISupported by the Atlas install prompt. Skill-specific requirements vary.
Pack stats
What’s included
Compression Codecs
Configure and optimize compression for Zarr arrays. Covers all numcodecs compressors (Blosc, Zstd, LZ4, Gzip, LZMA, BZ2), pre-compression filters (Delta, Quantize, FixedScaleOffset, PackBits), codec pipelines, Blosc thread safety, and the trade-offs between compression speed and ratio.
Design Philosophies
Use when running a heuristic evaluation, structuring a design critique, selecting which design framework to apply for a given project context, or auditing a UI against Gestalt/Nielsen/Rams principles.
Dockerfile Patterns
Core Dockerfile best practices including multi-stage builds, layer caching, security hardening, base image selection, and language-specific patterns for Python, Node, Rust, R, Go, Julia, and C/C++.
Rechunking
Safely apply chunking configurations to Zarr datasets with validation, progress reporting, memory-bounded execution, and rollback safety. Supports local and cloud storage backends.
Visual Design
Use when designing or coding a new interface that needs a distinctive aesthetic direction, when reviewing visuals for hierarchy/brand alignment, or when an existing UI feels generic ("AI slop") and needs production-grade visual polish.
Quick start
- Choose your skills. Select individual skills above, or choose the entire pack.
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Try it with your agent
After installation, start with a request like:
Use the Compression Codecs skill to help with my task.
Ask me for the context you need before getting started.Requirements & license
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- Reported license for the skills shown: BSD-3-Clause. The author’s terms apply.