Individual skill
universal-scraping-architect
Build a scraper or extractor for sites, PDFs or paginated APIs and validate the fields (Firecrawl or local Python). Load whenever the user wants data pulled from pages, files or an API, or a scraper broke.
engineering/universal-scraping-architect/skills/universal-scraping-architect/SKILL.md
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SKILL.mdcore · 5,104 bytesSKILL.mdcore · 5,104 bytesreferences/firecrawl-technical-guide.mddoc · 2,809 bytesreferences/local-extraction-patterns.mddoc · 2,571 bytesreferences/scraping-ethics-security.mddoc · 2,573 bytesrequirements.txtdoc · 300 bytesscripts/firecrawl_example.pyruns · 7,836 bytesscripts/local_bs4_example.pyruns · 10,228 bytesscripts/validate_extraction.pyruns · 1,339 bytes
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# Universal Scraping Architect
Design complete, robust data-extraction pipelines with intelligent routing, validation, and token-budget tracking — not brittle one-off scripts.
**Dependency Notice:** BYOK (Bring Your Own Key) pattern for Firecrawl; API keys must only be loaded via environment variables. Per-script dependencies:
| Script | Dependencies | Exact CLI |
|---|---|---|
| `scripts/validate_extraction.py` | stdlib only | `python3 scripts/validate_extraction.py output.json --json` |
| `scripts/firecrawl_example.py` | `firecrawl`, `requests` (template; `--sample` runs offline) | `python3 scripts/firecrawl_example.py --sample` |
| `scripts/local_bs4_example.py` | `beautifulsoup4`, `pandas` (template; `--sample` runs offline) | `python3 scripts/local_bs4_example.py --sample` |
## Before Starting
**Check for context first:**