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

RankScoreComponentDescriptionEvidenceLast commitInstall
1Unrankedab-test-setupskill · front-endWhen the user wants to plan, design, or implement an A/B test or experiment. Also use when the user mentions "A/B test," "split test," "experiment,"…No signals yetNo commit datelisted armory install ab-test-setup --cli claude
2Unrankedanalytics-trackingskill · observabilityWhen the user wants to set up, improve, or audit analytics tracking and measurement. Also use when the user mentions "set up tracking," "GA4," "Google…No signals yetNo commit datelisted armory install analytics-tracking --cli claude
3Unrankedbenchling-integrationskill · back-endBenchling R&D platform integration. Access registry (DNA, proteins), inventory, ELN entries, workflows via API, build Benchling Apps, query Data…No signals yetNo commit datelisted armory install benchling-integration --cli claude
4Unrankedbigquery-basicsskill · databaseManages datasets, tables, and jobs in BigQuery, and integrates with BigQuery ML and Gemini for advanced data analytics and AI-driven insights. Use for…No signals yetNo commit datelisted armory install bigquery-basics --cli claude
5Unrankedclickhouse-ioskill · databaseClickHouse database patterns, query optimization, analytics, and data engineering best practices for high-performance analytical workloads.No signals yetNo commit datelisted armory install clickhouse-io --cli claude
6Unrankeddata-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
7Unrankeddata-scientist-2skill · observabilityExpert data scientist for advanced analytics, machine learning, and statistical modeling. Handles complex data analysis, predictive modeling, and…No signals yetNo commit datelisted armory install data-scientist-2 --cli claude
8Unrankeddata-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
9Unrankeddiagrammerskill · 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
10Unrankeddocx-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
11Unrankedexcel-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
12Unrankedgoogle-analyticsskill · observabilityAnalyze Google Analytics data, review website performance metrics, identify traffic patterns, and suggest data-driven improvements. Use when the user…No signals yetNo commit datelisted armory install google-analytics --cli claude
13Unrankednetlify-deployskill · devopsDeploy web projects to Netlify using the Netlify CLI (`npx netlify`). Use when the user asks to deploy, host, publish, or link a site/repo on Netlify…No signals yetNo commit datelisted armory install netlify-deploy --cli claude
14Unrankedpytorch-lightning-2skill · observabilityDeep learning framework (PyTorch Lightning). Organize PyTorch code into LightningModules, configure Trainers for multi-GPU/TPU, implement data…No signals yetNo commit datelisted armory install pytorch-lightning-2 --cli claude
15Unrankedraffle-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
16Unrankedray-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
17Unrankedsegment-cdpskill · back-endExpert patterns for Segment Customer Data Platform including Analytics.js, server-side tracking, tracking plans with Protocols, identity resolution…No signals yetNo commit datelisted armory install segment-cdp --cli claude
18Unrankedsenior-data-engineerskill · front-endWorld-class data engineering skill for building scalable data pipelines, ETL/ELT systems, and data infrastructure. Expertise in Python, SQL, Spark…No signals yetNo commit datelisted armory install senior-data-engineer --cli claude
19Unrankedsenior-data-scientistskill · front-endWorld-class data science skill for statistical modeling, experimentation, causal inference, and advanced analytics. Expertise in Python (NumPy…No signals yetNo commit datelisted armory install senior-data-scientist --cli claude
20Unrankedspreadsheetskill · 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
21Unrankedsql-pro-2skill · databaseMaster modern SQL with cloud-native databases, OLTP/OLAP optimization, and advanced query techniques. Expert in performance tuning, data modeling, and…No signals yetNo commit datelisted armory install sql-pro-2 --cli claude
22Unrankedx-apiskill · authX/Twitter API integration for posting tweets, threads, reading timelines, search, and analytics. Covers OAuth auth patterns, rate limits, and…No signals yetNo commit datelisted armory install x-api --cli claude
23Unrankedxlsxskill · 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
24Unrankedxlsx-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
25Unrankedxlsx-officialskill · back-endUse 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-official --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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