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Skills/firecrawl/firecrawl-workflows/firecrawl-knowledge-base
firecrawl-knowledge-base logo

firecrawl-knowledge-base

firecrawl/firecrawl-workflows
14K installs43 stars
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Installation

npx skills add https://github.com/firecrawl/firecrawl-workflows --skill firecrawl-knowledge-base

Summary

Build a knowledge base from web content with Firecrawl. Use for local reference docs, RAG-ready chunks, fine-tuning datasets, documentation mirrors, topic corpora, or LLM-ready markdown organized from web sources.

SKILL.md

Firecrawl Knowledge Base

Use this to turn URLs or topics into organized LLM-ready content.

Onboarding Interview

Infer the source, goal, depth, and output location from context. If the source and goal are clear, proceed immediately.

Ask at most 1-3 concise questions only if blocked, such as the source URL/topic, whether the output is reference/RAG/training/docs, or training format if training is requested.

Firecrawl Collection Plan

Use Firecrawl map for documentation sites, search for topic-based corpora, scrape pages into markdown, and preserve code examples and tables.

For files, follow the Firecrawl download-style convention:

.firecrawl/
  <hostname>/
    <path>/
      index.md

Parallel Work

If appropriate, use sub-agents or equivalent parallel task runners:

  • one docs section per researcher
  • official docs, tutorials, community discussions, and references by source type
  • source scraping vs chunk generation vs manifest generation

Output Modes

  • Reference: markdown files, index.md, and sources.json.
  • RAG: markdown files plus chunk files and manifest.json.
  • Training: scraped source files plus training-data.jsonl and training-metadata.json.
  • Docs mirror: complete markdown mirror with a table of contents.

Final Deliverable

# Knowledge Base: [Source]

## Summary
[What was collected and why]

## Output Structure
[Files/directories created]

## Coverage
[Sections, source types, counts]

## Usage Notes
[How to use in RAG, docs, training, or agent context]

## Sources
[URLs collected]

## Rerun Inputs
workflow: firecrawl-knowledge-base
source: [url/topic]
goal: [reference/rag/train/docs]
depth: [quick/thorough/exhaustive]
output_dir: [.firecrawl/]

Quality Bar

  • Preserve code examples and formatting.
  • Remove boilerplate navigation where possible.
  • Include source URLs in frontmatter or metadata.

Score

0–100
74/ 100

Grade

B

Popularity26/30

14,344 installs — strong, widely used.

Completeness27/30

Documented: full SKILL.md body, description, one-line install. Missing: category/license metadata.

Trust15/25

Community skill with a public GitHub source repository you can review.

Freshness6/15

No update timestamp is tracked for this skill in our catalog.

Scored automatically from popularity, completeness, trust, and freshness — computed only from data in our catalog, never fabricated.

Proud of your score? Add this badge to your README.

Paste a snippet into your GitHub README. The badge updates automatically and links back to this page.

Firecrawl Knowledge Base skill score badge previewScore badge

Markdown

[![Firecrawl Knowledge Base skill](https://www.remoteopenclaw.com/skills/firecrawl/firecrawl-workflows/firecrawl-knowledge-base/badges/score.svg)](https://www.remoteopenclaw.com/skills/firecrawl/firecrawl-workflows/firecrawl-knowledge-base)

HTML

<a href="https://www.remoteopenclaw.com/skills/firecrawl/firecrawl-workflows/firecrawl-knowledge-base"><img src="https://www.remoteopenclaw.com/skills/firecrawl/firecrawl-workflows/firecrawl-knowledge-base/badges/score.svg" alt="Firecrawl Knowledge Base skill"/></a>

Firecrawl Knowledge Base FAQ

How do I install the Firecrawl Knowledge Base skill?

Run “npx skills add https://github.com/firecrawl/firecrawl-workflows --skill firecrawl-knowledge-base” in your terminal. The skill is added to your agent's skills directory and picked up automatically on the next run — no restart or extra configuration needed.

What does the Firecrawl Knowledge Base skill do?

Build a knowledge base from web content with Firecrawl. Use for local reference docs, RAG-ready chunks, fine-tuning datasets, documentation mirrors, topic corpora, or LLM-ready markdown organized from web sources. The full SKILL.md on this page shows the exact instructions the skill gives your agent.

Is the Firecrawl Knowledge Base skill free?

Yes. Firecrawl Knowledge Base is a free, open-source skill published from firecrawl/firecrawl-workflows. As with any third-party skill, review the source repository before installing it into an agent with sensitive access.

Does Firecrawl Knowledge Base work with Claude Code and OpenClaw?

Yes. Skills use the portable SKILL.md format, so Firecrawl Knowledge Base works with Claude Code, OpenClaw, Codex, Hermes, and any other agent that reads SKILL.md skills.

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