Redis' own guidance for FT.CREATE schema design, FT.SEARCH / FT.AGGREGATE / FT.HYBRID, HNSW vector similarity and RAG retrieval pipelines.
Firecrawl Build: Scrape
Summary
Integrate Firecrawl's /scrape endpoint into product code — turn a known URL into markdown, HTML, links, metadata or screenshots, with sensible defaults baked in.
Features
- Guides /scrape integration for single-page extraction
- Recommends markdown and onlyMainContent as defaults
- Escalation rules to /search and /interact when scrape is the wrong tool
- Covers ingestion, enrichment, changelog and pricing extraction patterns
- Supports hosted Firecrawl or a self-hosted deployment
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Skill Content
Usage Instructions
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Example Usage
Add a Firecrawl-backed endpoint that takes a docs URL and stores its main content as markdown.
Description
Firecrawl's build skills are for the case where you are shipping a feature that calls Firecrawl, not for an agent browsing the web on its own behalf. This one covers /scrape: the page-level primitive you reach for when the application already has a URL and needs its content.
What the skill actually contributes is judgement about defaults, which is where most first integrations go wrong. Return markdown unless the feature genuinely needs another format. Turn on onlyMainContent for article-shaped pages so navigation and footer chrome do not pollute the extraction. Add rendering waits only when a page demonstrably needs them, rather than as a reflex that slows every request.
It also encodes escalation rules, so an agent picks the right endpoint instead of forcing /scrape to do everything: if you do not have the URL yet, start from firecrawl-build-search; if getting the content requires clicking, typing or multi-step navigation, move up to firecrawl-build-interact. That routing is the difference between a working integration and a scraper that silently returns an empty shell for every JavaScript-heavy page.
Common patterns it targets are knowledge ingestion from known URLs, company and product page enrichment, pricing and changelog extraction, and page-level monitoring. Requires a Firecrawl account and FIRECRAWL_API_KEY; FIRECRAWL_API_URL points it at a self-hosted deployment instead. ISC-licensed, published by Firecrawl.
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