build-dashboardBuild an interactive HTML dashboard — a Data Schematic — with charts, filters, and tables. Use when creating a dashboard, an executive overview with KPI cards, turning query results into a shareable self-contained report, building a team monitoring snapshot, or needing multiple charts with filters i
mcp-release-prepPrepare an MCP server and plugin release by bumping versions across all files and updating changelog
release-prepPrepare a qsv release by bumping versions across all files and updating changelog
review-respondRespond to all pending review comments on the current PR — fetch comments, apply fixes, verify accuracy, test, commit, and reply. Use when addressing Copilot reviews, GitHub PR reviews, or any batch of review feedback.
bls-queryQueries U.S. Bureau of Labor Statistics data using the BLS MCP server. Use when user asks about CPI, inflation, unemployment, employment, wages, jobs, labor statistics, producer prices, or any economic indicator tracked by BLS. Maps natural language to correct series IDs and tools. Copied from https
csv-queryRun SQL queries against CSV/TSV/Excel files using Polars SQL engine
csv-wranglingStandard workflow order, tool selection matrix, and composition patterns for qsv CSV data wrangling
data-cleanClean a CSV/TSV/Excel file - fix headers, trim whitespace, remove duplicates, validate
data-convertConvert between CSV, TSV, Excel, JSONL, Parquet, and other tabular formats
data-describeGenerate AI-powered Data Dictionary, Description, and Tags for a CSV/TSV/Excel file
data-joinJoin two datasets with automatic strategy selection (joinp vs join vs sqlp)
data-profileProfile a CSV/TSV/Excel file - detect format, compute statistics, show value distributions
data-qualityQuality dimensions quick reference and remediation decision tree for tabular data assessment
data-validateValidate data and analysis before sharing - methodology, accuracy, bias, and data quality checks
data-vizCreate publication-quality visualizations from CSV/TSV/Excel data using Python
genai-disclaimerStandard disclaimer and attribution templates for AI-generated or AI-assisted data analysis outputs
infer-ontologyInfer a semantic ontology from all files in the working directory - entities, attributes, relationships, domain taxonomy, and cross-file join paths. Outputs ONTOLOGY.md.
qsv-performancePerformance guide covering index files, stats cache, and frequency cache accelerators for qsv
reproducible-analysisMachine-readable journal format for reproducible data analysis operations
visual-data-dictionaryBuild a Data Schematic with its Data Dictionary beside it — an interactive qsv viz smart dashboard driven by an LLM-inferred JSON Schema data dictionary, browsable in-page next to the charts. Use when the user asks for a Data Schematic, a visual data dictionary, a documented dashboard or a dictionar