firecrawl-knowledge-ingest
Utilize Firecrawl browser to ingest public or authenticated knowledge bases and documentation portals. It supports handling JS rendering, login-gated content, and pagination, extracting structured JSON/Markdown data for building and managing knowledge bases.
npx skills add https://github.com/firecrawl/firecrawl-workflows --skill firecrawl-knowledge-ingestBefore / After Comparison
1 组Manually collecting knowledge from JS-heavy, login-gated, or paginated documentation sites is time-consuming, error-prone, and difficult to keep updated.
Automatically and efficiently ingesting structured knowledge from complex documentation portals, ensuring data completeness and timeliness, significantly reducing manual effort and errors.
Firecrawl Knowledge Ingest
Use this when a docs portal needs browser navigation, auth, pagination, or JS rendering.
Onboarding Interview
Infer the portal URL, output format, auth needs, and page limit from context. If the portal is clear, proceed immediately.
Ask at most 1-3 concise questions only if blocked, such as the portal URL, whether authentication is required, or the desired output format.
Firecrawl Collection Plan
Use Firecrawl browser to:
- open the portal and inspect navigation
- identify sections, categories, sidebar links, and article URLs
- follow sidebar navigation, next links, pagination, load-more controls, or search
- scrape article content as markdown
- extract metadata such as title, section, last updated date, author, and tags
Try Firecrawl map as a supplement for public URLs, but use browser navigation for auth-gated or JS-heavy content.
Final Deliverable
# Knowledge Ingest: [Portal]
## Summary
[Pages extracted, sections covered, limitations]
## Output
[JSON/markdown/merged file path or content]
## Sections
[Section names and article counts]
## Failed Or Restricted Pages
[Any access/loading issues]
## Sources
[URLs extracted]
## Rerun Inputs
workflow: firecrawl-knowledge-ingest
url: [portal url]
format: [json/markdown/merged]
max_pages: [number]
JSON Shape
Use source, url, extractedAt, totalArticles, and sections[] with article title, url, section, content, and metadata.
Quality Bar
- Preserve code examples, tables, and formatting.
- Strip nav chrome, headers, and footers.
- Track extraction progress and page failures.
- Respect authentication boundaries.
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