Data skills

This skill helps you create, review, and improve data visualisations using SWD principles for clearer charts, narratives, and decision-ready reports.

This skill helps you discover and validate configuration schemas from schemastore.org to ensure correct structure and supported options.

This skill helps design and optimize retrieval-augmented generation systems with vector databases, chunking, and evaluation for reliable knowledge grounding.

This skill helps you optimize large language model fine-tuning using parameter-efficient methods, dataset validation, and production deployment.

This skill helps you design and operate production-grade ML pipelines, orchestrating training, feature stores, and experiment tracking for reliable ML

This skill helps you train and export Piper TTS voices for offline deployment, covering data prep, validation, fine-tuning, and ONNX export.

This skill acts as a senior pandas pro to optimize data cleaning, transformation, and analysis with vectorized, memory-efficient operations for large

This skill extracts key insights, actionable takeaways, and notable quotes from YouTube transcripts, blogs, and texts to inform decisions quickly.

This skill helps you design scalable GraphQL schemas and federations with DataLoader, subscriptions, and query optimization.

This skill helps design scalable distributed systems by defining service boundaries, data ownership, and resilience patterns for microservices.

This skill creates papers/extraction_table.csv from included papers following the protocol schema and preserves provenance in auditable form.

This skill initializes a new workspace by copying the standard artifact template into the target directory and ensuring core files exist.

This skill expands and refines search keywords to improve queries.md recall and precision while keeping scope under control.

This skill writes evidence-backed survey drafts from approved outlines and citations, producing coherent, thesis-driven prose that integrates multiple sources.

This skill writes a structured synthesis of evidence from papers/extraction_table.csv, detailing themes, biases, and limitations for transparent systematic

This skill generates non-prose visuals for surveys, creating timeline milestones and figure specs grounded in citations for easy verification.

This skill generates an auditable screening_log.csv from the protocol and candidate lists, producing transparent inclusion decisions with protocol-grounded

This skill builds a prerequisite concept graph from a tutorial spec and saves it as outline/concept_graph.yml to guide sequencing.

This skill bootstrap taxonomy seeds from existing survey papers to accelerate taxonomy-builder alignment and scoping.

This skill builds a novelty matrix aligning each claim against closest prior work, detailing overlaps, deltas, and evidence.

This skill executes safe read-only MySQL queries across configured databases to explore schemas and analyze data without risking writes.