Analytics 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 optimize large language model fine-tuning using parameter-efficient methods, dataset validation, and production deployment.

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

This skill helps you design and implement comprehensive monitoring, logging, metrics, and alerting systems for reliable production observability.

This skill helps you analyse written content using rigorous logical reasoning, producing concise, actionable critique that preserves domain insights.

This skill delegates complex, long-running tasks to Manus for autonomous web research, analysis, and multi-source reports with parallel processing.

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

This skill designs both index and appendix table schemas with evidence-backed columns, ensuring fillability and verifiability before publication.

This skill writes a complete referee report grounded in extracted claims and evidence gaps, identifying actionable fixes for novelty, soundness, clarity, and

This skill helps you build a diverse, explainable paper-to-subsection mapping for outline coverage by producing outline/mapping.tsv and diagnostics.

This skill crafts concise H2 lead blocks that unify chapter subsections by presenting the lens, contrasts, and calibration without adding facts.

This skill audits citation anchoring to ensure citation markers stay within the same ### subsection after polishing, preventing drift.

This skill executes safe read-only MSSQL queries across multiple databases to explore schemas, analyze data, and check contents without risking writes.

This skill analyzes evidence artifacts and outputs an actionable upstream TODO plan to fix gaps and unblock writing.

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

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

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

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

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

This skill ensures numeric claims are reviewer-safe by enforcing minimal protocol context (task, metric, constraint) and avoiding underspecified model naming.

This skill helps you audit landing pages, uncover conversion blockers, and design evidence-based experiments to steadily boost your conversion rate.