transforming-data
Transform raw data into analytical assets using ETL/ELT patterns, SQL (dbt), Python (pandas/polars/PySpark), and orchestration (Airflow).
Sorting a stream of records into a picture
What it does
Transform raw data into analytical assets using modern transformation patterns, frameworks, and orchestration tools.
Use when building data pipelines, implementing incremental models, migrating from pandas to polars, or orchestrating multi-step…
You don’t need to name it. Ask for the job in your own words — your AI loads the skill when the request matches.
What it can touch
Includes 6 scripts
Your AI can run these when the skill is used — on your computer in a coding tool (which asks first unless you have told it not to), or in the AI’s own sandbox in Claude and ChatGPT.
How we know
Found in the skill’s folder: examples/python/airflow-data-pipeline.py, examples/python/pandas-basics.py, examples/python/polars-migration.py, examples/python/pyspark-transformations.py….
Installs other software
Following it will install packages (npm, pip, brew or similar). Those come from their own publishers, not from this skill.
How we know
The SKILL.md contains package-install commands.
No known risk pattern found
Launch7’s automated check read all 19 text files in this skill and matched none of its risk patterns. This is not a guarantee: a check like this can miss new or disguised tricks, and the author can change the files after the check.
How we know
Read 2026-10-04, commit 76551b7 by pipeline/trust/analyze.py — 40+ patterns for hidden text, prompt injection, downloads that run, credential access and more. It reads; it never runs the skill.
Updated this year
Its repository has had changes recently.
How we know
Last push to ancoleman/ai-design-components: 2025-12-11 (297 days before the scan).
Read automatically from the skill’s own files on GitHub on 4 Oct 2026. Launch7 does not run or manually review skills: this lists what the check saw, and nothing here means “safe”. How we check
Add it to your AI
Partly. Upload it in Claude’s settings — the instructions work; the scripts need the full folder.
Built in your browser from the SKILL.md on GitHub — nothing passes through Launch7.
In Claude, open Customize → Skills, press +, then Create skill → Upload a skill, and choose the .zip.
Make sure code execution is switched on (Settings → Capabilities). Skills need it.
Start a new chat and ask for the job in your own words — Claude picks the skill up when it fits.
This skill ships 6 scripts beside its instructions. The download here is the SKILL.md alone — enough for the instructions, not for the parts that run code. Use the command route, or take the full folder from the repository.
How Claude does this: support.claude.com · checked 28 Sep 2026 · “Supported” means documented by the vendor; Launch7 has not run it end to end
More from ancoleman
All from this publisher →- administering-linux
Manage Linux systems covering systemd services, process management, filesystems, networking, performance tuning, and troubleshooting.
- architecting-networks
Design cloud network architectures with VPC patterns, subnet strategies, zero trust principles, and hybrid connectivity.
- architecting-security
Design comprehensive security architectures using defense-in-depth, zero trust principles, threat modeling (STRIDE, PASTA), and control frameworks (NIST…
- assembling-components
Assembles component outputs from AI Design Components skills into unified, production-ready component systems with validated token integration, proper…
- building-ai-chat
Builds AI chat interfaces and conversational UI with streaming responses, context management, and multi-modal support.
