domain cluster

Data & AI

Machine learning, LLMs, and data processing.

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machine-learning
9

calibrate

Post-launch AI feature calibration workflow. Document error patterns, review eval performance, and decide on agency promotion. Based on CC/CD framework for continuous calibration of AI products.

breethomas
breethomas
data-ai
open
machine-learning
9

prompt-engineering

Expert prompt optimization system for building production-ready AI features. Use when users request help improving prompts, want to create system prompts, need prompt review/critique, ask for prompt optimization strategies, want to analyze prompt effectiveness, mention prompt engineering best practices, request prompt templates, or need guidance on structuring AI instructions. Also use when users provide prompts and want suggestions for improvement.

breethomas
breethomas
data-ai
open
llm-ai
9

effect-ai-language-model

Master the Effect AI LanguageModel service for text generation, structured output, streaming, and tool calling. Use when working with LLM interactions, schema-validated responses, or building conversational AI systems.

front-depiction
front-depiction
data-ai
open
llm-ai
9

ai-multimodal

Multimodal AI processing via Google Gemini API (2M tokens context). Capabilities: audio (transcription, 9.5hr max, summarization, music analysis), images (captioning, OCR, object detection, segmentation, visual Q&A), video (scene detection, 6hr max, YouTube URLs, temporal analysis), documents (PDF extraction, tables, forms, charts), image generation (text-to-image, editing). Actions: transcribe, analyze, extract, caption, detect, segment, generate from media. Keywords: Gemini API, audio transcription, image captioning, OCR, object detection, video analysis, PDF extraction, text-to-image, multimodal, speech recognition, visual Q&A, scene detection, YouTube transcription, table extraction, form processing, image generation, Imagen. Use when: transcribing audio/video, analyzing images/screenshots, extracting data from PDFs, processing YouTube videos, generating images from text, implementing multimodal AI features.

samhvw8
samhvw8
data-ai
open
llm-ai
9

kasperjunge-writing-style

Write LinkedIn posts in Kasper Junge's distinctive Danish style. Use when asked to write LinkedIn content, social media posts, or project announcements in Kasper's voice. Triggers include "skriv i min stil", "LinkedIn post", "del dette på LinkedIn", or when user wants casual Danish tech communication.

kasperjunge
kasperjunge
data-ai
open
llm-ai
9

generate-note

Generate new text or code content from scratch using natural language prompt via LLM. Use to collect thoughts or generate a coherent statement on a topic

bdambrosio
bdambrosio
data-ai
open
llm-ai
9

image-generation

Generate or edit images with Gemini Pro. Use when user says "generate an image", "create a picture", "make me a logo", "edit this image", "remove the background", "change the style", "combine these images", "add text to image", "style transfer", "make a sticker", "product mockup", or any image creation/manipulation request. Handles t2i (text-to-image), i2i (image-to-image editing), and multi-reference composition.

gupsammy
gupsammy
data-ai
open
data-analysis
9

mc-local-grid-visualize

Generates interactive 3D HTML visualization of the session-local occupancy grid. Opens in browser.

bdambrosio
bdambrosio
data-ai
open
data-analysis
9

senior-data-scientist

World-class data science skill for statistical modeling, experimentation, causal inference, and advanced analytics. Expertise in Python (NumPy, Pandas, Scikit-learn), R, SQL, statistical methods, A/B testing, time series, and business intelligence. Includes experiment design, feature engineering, model evaluation, and stakeholder communication. Use when designing experiments, building predictive models, performing causal analysis, or driving data-driven decisions.

rickydwilson-dcs
rickydwilson-dcs
data-ai
open
data-analysis
9

geospatial-visualization

Master geographic and mapping visualizations with GeoViews. Use this skill when creating interactive maps, visualizing point/polygon/line geographic data, building choropleth maps, performing spatial analysis (joins, buffers, proximity), working with coordinate reference systems, or integrating tile providers and basemaps.

uw-ssec
uw-ssec
data-ai
open
data-analysis
9

mc-map-visualize

Generates zoomable HTML visualization of the spatial map showing walkability, hazards, resources, and observation confidence.

bdambrosio
bdambrosio
data-ai
open
data-analysis
9

xarray-for-multidimensional-data

Work with labeled multidimensional arrays for scientific data analysis using Xarray. Use when handling climate data, satellite imagery, oceanographic data, or any multidimensional datasets with coordinates and metadata. Ideal for NetCDF/HDF5 files, time series analysis, and large datasets requiring lazy loading with Dask.

uw-ssec
uw-ssec
data-ai
open
data-analysis
9

advanced-rendering

Master high-performance rendering for large datasets with Datashader. Use this skill when working with datasets exceeding 100M+ points, optimizing visualization performance, or implementing efficient rendering strategies with rasterization and colormapping techniques.

uw-ssec
uw-ssec
data-ai
open
data-analysis
9

plotting-fundamentals

Master quick plotting and interactive visualization with hvPlot. Use this skill when creating basic plots (line, scatter, bar, histogram, box), visualizing pandas DataFrames with minimal code, adding interactivity and hover tools, composing multiple plots in layouts, or generating publication-quality visualizations rapidly.

uw-ssec
uw-ssec
data-ai
open
data-analysis
9

jupyter-notebooks

Comprehensive Jupyter notebook operations - create, execute, and analyze notebooks with full cell manipulation

pacphi
pacphi
data-ai
open
data-analysis
9

calculate

Numerically evaluate mathematical expressions using SymPy

bdambrosio
bdambrosio
data-ai
open
data-engineering
9

scaffold-write

Guide for adding a new write operation (command/mutation) to the Backend. Focuses on Event Sourcing, Wolverine commands, and Projections.

aalmada
aalmada
data-ai
open
data-engineering
9

senior-data-engineer

World-class data engineering skill for building scalable data pipelines, ETL/ELT systems, real-time streaming, and data infrastructure. Expertise in Python, SQL, Spark, Airflow, dbt, Kafka, Flink, Kinesis, and modern data stack. Includes data modeling, pipeline orchestration, data quality, streaming quality monitoring, and DataOps. Use when designing data architectures, building batch or streaming data pipelines, optimizing data workflows, or implementing data governance.

rickydwilson-dcs
rickydwilson-dcs
data-ai
open
llm-ai
9

registry-search

Search the ComfyUI custom nodes registry for plugins and extensions. Use when the user wants to find specific custom nodes, ComfyUI extensions, or plugins by name, functionality, or description.

Comfy-Org
Comfy-Org
data-ai
open
llm-ai
9

streaming-architecture

LiteLLM-RS Streaming Architecture. Covers UnifiedSSEParser, SSETransformer trait, VecDeque buffering, provider-specific transformers, and real-time event handling.

majiayu000
majiayu000
data-ai
open
llm-ai
9

skill-creator-pro

Creates production-grade, reusable skills that extend Claude's capabilities. This skill should be used when users want to create a new skill, improve an existing skill, or build domain-specific intelligence. Gathers context from codebase, conversation, and authentic sources before creating adaptable skills.

Rehan-Ul-Haq
Rehan-Ul-Haq
data-ai
open
llm-ai
9

pydantic-ai-common-pitfalls

Avoid common mistakes and debug issues in PydanticAI agents. Use when encountering errors, unexpected behavior, or when reviewing agent implementations.

existential-birds
existential-birds
data-ai
open
llm-ai
9

pydantic-ai-tool-system

Register and implement PydanticAI tools with proper context handling, type annotations, and docstrings. Use when adding tool capabilities to agents, implementing function calling, or creating agent actions.

existential-birds
existential-birds
data-ai
open
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