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Scored on public signals; components with none are listed as Unranked · Formula

RankScoreComponentDescriptionEvidenceLast commitInstall
1Unrankeddata-engineer-2skill · otherBuild scalable data pipelines, modern data warehouses, and real-time streaming architectures. Implements Apache Spark, dbt, Airflow, and cloud-native…No signals yetNo commit datelisted armory install data-engineer-2 --cli claude
2Unrankeddata-throughput-acceleratorskill · otherUse when large data ingestion, backfill, export, ETL, warehouse loading, manifest catch-up, or table synchronization needs to become much faster while…No signals yetNo commit datelisted armory install data-throughput-accelerator --cli claude
3Unrankeddiagrammerskill · otherRender clean blueprint-style SVG diagrams from JSON specs. Use when users ask to draw, sketch, or diagram a request flow, neural net, transformer…No signals yetNo commit datelisted armory install diagrammer --cli claude
4Unrankeddocx-officialskill · otherUse this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files). Triggers include: any mention of 'Word doc'…No signals yetNo commit datelisted armory install docx-official --cli claude
5Unrankedexcel-analysisskill · otherAnalyze Excel spreadsheets, create pivot tables, generate charts, and perform data analysis. Use when analyzing Excel files, spreadsheets, tabular…No signals yetNo commit datelisted armory install excel-analysis --cli claude
6Unrankedraffle-winner-pickerskill · otherPicks random winners from lists, spreadsheets, or Google Sheets for giveaways, raffles, and contests. Ensures fair, unbiased selection with…No signals yetNo commit datelisted armory install raffle-winner-picker --cli claude
7Unrankedray-dataskill · otherScalable data processing for ML workloads. Streaming execution across CPU/GPU, supports Parquet/CSV/JSON/images. Integrates with Ray Train, PyTorch…No signals yetNo commit datelisted armory install ray-data --cli claude
8Unrankedspreadsheetskill · otherUse when tasks involve creating, editing, analyzing, or formatting spreadsheets (`.xlsx`, `.csv`, `.tsv`) using Python (`openpyxl`, `pandas`)…No signals yetNo commit datelisted armory install spreadsheet --cli claude
9Unrankedxlsxskill · other"Use this skill any time a spreadsheet file is the primary input or output. This means any task where the user wants to: open, read, edit, or fix an…No signals yetNo commit datelisted armory install xlsx --cli claude
10Unrankedxlsx-2skill · otherSpreadsheet toolkit (.xlsx/.csv). Create/edit with formulas/formatting, analyze data, visualization, recalculate formulas, for spreadsheet processing…No signals yetNo commit datelisted armory install xlsx-2 --cli claude

Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.

Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.

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