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Data & AI

Machine learning, LLMs, and data processing.

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llm-ai
7

mem-search

Search rad-mem's persistent cross-session memory database. Use when user asks "did we already solve this?", "how did we do X last time?", or needs work from previous sessions.

thedotmack
thedotmack
data-ai
open
llm-ai
7

ros2-custom-interfaces

Generate ROS 2 custom message (.msg) and service (.srv) interface definitions for educational content. This skill should be used when creating lessons that teach interface design, writing exercises involving custom data types, or generating worked examples for robotics communication protocols.

mjunaidca
mjunaidca
data-ai
open
llm-ai
7

session-info

Get current Claude Code session UUID and registry info. TRIGGERS - current session, session uuid, session id, what session, which session.

terrylica
terrylica
data-ai
open
llm-ai
7

anthropic-sdk

Official Anthropic SDK for Claude AI with chat, streaming, function calling, and vision capabilities

bobmatnyc
bobmatnyc
data-ai
open
llm-ai
7

session-compression

AI session compression techniques for managing multi-turn conversations efficiently through summarization, embedding-based retrieval, and intelligent context management.

bobmatnyc
bobmatnyc
data-ai
open
llm-ai
7

list-builder

Build comprehensive randomization lists for creative entropy. Use when you need to create or expand lists of story elements (professions, locations, objects, names, etc.) for use with entropy tools. Leverages research sources like Kiwix/Wikipedia to build lists with good variety and size.

jwynia
jwynia
data-ai
open
llm-ai
7

session-guidance

Configure Ralph loop guidance via AUQ flows - forbidden/encouraged items from constraint scan. TRIGGERS - session guidance, loop configuration, /ralph:start Step 1.6.

terrylica
terrylica
data-ai
open
llm-ai
7

chatkit-integration

Integrate OpenAI ChatKit framework with custom backend and AI agents. Handles ChatKit server implementation, React component integration, context injection, and conversation persistence.

mjunaidca
mjunaidca
data-ai
open
llm-ai
7

skill-builder

Build new agent skills. Use when creating diagnostic frameworks, CLI tools, or data-driven generators that follow the established skill patterns.

jwynia
jwynia
data-ai
open
llm-ai
7

perplexity-research

Use when conducting web research with Perplexity API - covers authentication, search strategies, structured output generation, and integration patterns for Claude-interpretable results

dbmcco
dbmcco
data-ai
open
llm-ai
7

ros2-service-pattern

Generate ROS 2 service server and client code examples for educational content. This skill should be used when creating lessons that teach request/response communication, writing exercises involving services, or generating worked examples for synchronous robot commands.

mjunaidca
mjunaidca
data-ai
open
machine-learning
7

using-dynamic-architectures

Use when building networks that grow, prune, or adapt topology during training. Routes to continual learning, gradient isolation, modular composition, and lifecycle orchestration skills.

tachyon-beep
tachyon-beep
data-ai
open
machine-learning
7

python-regression-statistics

Expert guidance for regression analysis, statistical modeling, and outlier detection in Python using statsmodels, scikit-learn, scipy, and PyOD - includes model diagnostics, assumption checking, robust methods, and comprehensive outlier detection strategies

jkitchin
jkitchin
data-ai
open
machine-learning
7

python-optimization

Expert guidance for mathematical optimization in Python - systematic problem classification, library selection (scipy, pyomo, cvxpy, GEKKO), solver configuration, and implementation patterns for LP, QP, NLP, MIP, convex, and global optimization problems

jkitchin
jkitchin
data-ai
open
machine-learning
7

framework-detector

Multi-signal framework detection with confidence scoring for 6 major frameworks

FortiumPartners
FortiumPartners
data-ai
open
machine-learning
7

using-neural-architectures

The architecture selection router for CNNs, Transformers, RNNs, GANs, GNNs by data modality and constraints

tachyon-beep
tachyon-beep
data-ai
open
machine-learning
7

adaptive-wfo-epoch

Adaptive epoch selection for Walk-Forward Optimization using efficient frontier analysis. Per-fold epoch sweeps with WFE-based selection and carry-forward priors. TRIGGERS - epoch selection, WFO epoch, walk-forward epoch, training epochs WFO, efficient frontier epochs, overfitting epochs, epoch sweep, BiLSTM epochs, WFE optimization, adaptive hyperparameter, Pardo WFE, epoch carry-forward.

terrylica
terrylica
data-ai
open
machine-learning
7

python-multiobjective-optimization

Expert guidance for multiobjective optimization in Python - Pareto optimality, evolutionary algorithms (NSGA-II, NSGA-III, MOEA/D), scalarization methods, Pareto front analysis, and implementation with pymoo, platypus, and DEAP

jkitchin
jkitchin
data-ai
open
llm-ai
6

data-storytelling

Transform data into compelling narratives using visualization, context, and persuasive structure. Use when presenting analytics to stakeholders, creating data reports, or building executive presentations.

rmyndharis
rmyndharis
data-ai
open
llm-ai
6

prd-v01-user-value-articulation

Transform validated pain points into articulated user value statements for PRD v0.1 Spark. Triggers on completing problem framing, defining user outcomes, articulating value propositions, or requests like "what value do users get", "define outcomes", "articulate the benefit", "finish v0.1", "pain to value", "what do they gain". Outputs CFD- entries tagged as value hypotheses with evidence tiers. Follows Problem Framing skill in workflow.

mattgierhart
mattgierhart
data-ai
open
llm-ai
6

review

Run expert review on a plan with parallel reviewer agents. Presents findings as Socratic questions. Use when asked to "review the plan", "get feedback on the design", "check this approach", or before implementation to validate architectural decisions. Optional argument: reviewer name (e.g., `/arc:review daniel-product-engineer` to use a specific reviewer)

howells
howells
data-ai
open
data-analysis
6

dev-swarm-mermaid

Create Mermaid diagrams and convert them to images. Use when needing to visualize flows, architecture, or data structures.

X-School-Academy
X-School-Academy
data-ai
open
llm-ai
6

prp-manager

Create and execute PRPs (Product Requirements Prompts) for feature implementation using Context Engineering principles. Use when planning new features, initializing PRP setup, executing existing PRPs, or when the user mentions "PRP", "feature planning", "implementation blueprint", or "context engineering". Helps achieve one-pass implementation success.

willywg
willywg
data-ai
open
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