Slash Command

/cs-scrape

Route, extract, and validate a scraping job (URL or local file) via the universal-scraping-architect skill — refuses to deliver unvalidated data.

Invocation

How this command is triggered — by the user, by Claude, or both

Slash command

/universal-scraping-architect:cs-scrape <url-or-file-path> [desired output: csv|json|markdown]

Model invocable

No pre-commands

Context Preview

The summary Claude sees in its command listing — used to decide when to auto-load this command

# /cs-scrape

Run a gated extraction pipeline for `$ARGUMENTS` using `skills/universal-scraping-architect/SKILL.md`.

## Pre-flight gates (stop if any fails)

1. **Target stated?** If `$ARGUMENTS` is empty, ask for the URL or file path plus the desired output format — do not guess.
2. **Live-site etiquette:** for URLs, check `robots.txt` and plan rate limits; refuse disallowed targets.
3. **Privacy:** if the target is a local/sensitive file, do not send it to an external API — force Mode 2 (local Python).
4. **Secrets:** Firecrawl key only via `os.getenv('FIRECRAWL_API_KEY')`; if a key appe...

Command Content

37 lines · ~543 tokens

Stats

LanguagePython

Parent stars0

MaintenanceGood

Last CommitJun 23, 2026

Actions

View Source View Plugin View on GitHub View README

Stats

Actions

/cs-scrape

Run a gated extraction pipeline for $ARGUMENTS using skills/universal-scraping-architect/SKILL.md.

Pre-flight gates (stop if any fails)

Target stated? If $ARGUMENTS is empty, ask for the URL or file path plus the desired output format — do not guess.
Live-site etiquette: for URLs, check robots.txt and plan rate limits; refuse disallowed targets.
Privacy: if the target is a local/sensitive file, do not send it to an external API — force Mode 2 (local Python).
Secrets: Firecrawl key only via os.getenv('FIRECRAWL_API_KEY'); if a key appears inline anywhere, fix that first.

Workflow

Route — state the mode and why (per the skill's routing rules): Mode 1 Firecrawl (public/JS-heavy URL, bulk crawl) · Mode 2 local Python (local files, private data, simple static HTML) · Mode 3 hybrid (Firecrawl extract + pandas clean).
Budget — estimate API quota / token limits before multi-page jobs; add checkpointing + pagination.

Extract — start from the matching runner template (run from the plugin root; --sample previews the summary shape offline):

python3 skills/universal-scraping-architect/scripts/firecrawl_example.py --sample
python3 skills/universal-scraping-architect/scripts/local_bs4_example.py --sample

Validate (mandatory, exit-code gated):
```
python3 skills/universal-scraping-architect/scripts/validate_extraction.py extracted_output.json --json
```
- exit 0 (status: ok) → continue
- exit 1 (warning = empty output, error = malformed JSON) → fix and re-extract; never deliver unvalidated data
Then check required fields and duplicates against the job spec.
Deliver — CSV (tabular) / JSON (nested) / Markdown (docs, chunked), per the user's requested format, with a summary of mode chosen, row counts, empty values, and the validation verdict.