Data

Database Design provides patterns for designing schemas, writing migrations, and optimizing queries in PostgreSQL, MySQL, and NoSQL databases. Use it when setting up a new schema, planning a migration, or tuning slow queries.

XLSX opens, edits, creates, and analyzes spreadsheet files like .xlsx, .csv, and .tsv, using openpyxl and pandas to handle formulas, formatting, and data cleaning. Use it when the deliverable is a spreadsheet file rather than a report or script.

Financial Analysis helps calculate revenue, cost, profit, and ratio metrics from provided data. Use it when you need a financial analysis report or want to evaluate a company or project.

Financial Analysis helps calculate financial ratios, review revenue, costs, profits, and margins, and produce structured analysis reports. Use it when you need to evaluate a company or project using provided financial data.

Experiment Analysis analyzes ML experiment outputs, computes summary statistics, and builds comparison tables. Use it to compare runs, check reproducibility, and interpret results from JSON or CSV files.

Paper Figures generates publication-quality plots and tables from experiment data for papers. Use it for training curves, method comparisons, multi-panel figures, and LaTeX comparison tables.

Data Formats helps inspect and parse binary, text, structured, and custom files. Use it when a file type is unknown, mixed, or needs format-specific handling.

Diagram Design helps create research diagrams with Excalidraw MCP tools. Use it for comparisons, process flows, timelines, architectures, and other structured research findings.

Reproducible Analysis Modules organizes multi-step scientific analyses into self-contained modules with scripts, inputs, figures, tables, and methods. Use it for workflows like QC→PCA→DEG→GSEA when you need traceable outputs and recorded versions.

Session extracts human-readable conversation turns from AI coding session history files in JSONL format. Use it to convert Claude Code, Codex, or Cursor session logs into cleaned user and assistant text.

Xlsx extracts rows from .xlsx and .csv files into comma-separated text. Use it when you need to read spreadsheet data from Excel or CSV inputs.

Asc Analytics Reports collects App Store Connect Analytics report instances, downloads every segment, and verifies file size and MD5 before analysis. Use it when you need to find usable requests, filter by processing date or granularity, or preserve the raw report files.