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firecrawl-knowledge-ingest

by @firecrawlv
4.6(120)

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.

web-scrapingdata-extractionknowledge-managementbrowser-automationdocumentationGitHub
Installation
npx skills add https://github.com/firecrawl/firecrawl-workflows --skill firecrawl-knowledge-ingest
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Before / After Comparison

1 组
Before

Manually collecting knowledge from JS-heavy, login-gated, or paginated documentation sites is time-consuming, error-prone, and difficult to keep updated.

After

Automatically and efficiently ingesting structured knowledge from complex documentation portals, ensuring data completeness and timeliness, significantly reducing manual effort and errors.

SKILL.md

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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Statistics

Installs31.3K
Rating4.6 / 5.0
Version
Updated2026年10月22日
Comparisons1

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4.6(120)
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3
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Compatible Platforms

🤖claude-code

Timeline

Created2026年5月22日
Last Updated2026年10月22日
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