
Firecrawl Knowledge Base
This workflow turns websites or topics into organized markdown that LLMs can actually work with. Point it at documentation sites, API references, or even just a topic, and it'll use Firecrawl's map and scrape tools to pull everything down into a structured knowledge base. The onboarding is refreshingly sparse,it infers what you want and only asks clarifying questions if truly blocked. You get different output modes depending on whether you're building RAG chunks, fine-tuning datasets, or just mirroring docs locally. The parallel execution for large sites and the opinionated file structure make it feel production-ready rather than proof-of-concept. Good fit if you're tired of manually organizing web content for AI context.
- skills.sh installs
- 32.9K
- GitHub stars
- 221
- last updated
- Aug 21, 2026
Install
$ npx -y skills add firecrawl/firecrawl-workflows --skill firecrawl-knowledge-base --agent claude-codeInstalls into .claude/skills of the current project.
Files
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
Sponsors
Details
- Repository
- github.com/firecrawl/firecrawl-workflows
- Categories
- DevOps & CI/CD, Documentation, AI & Agent Building
- First seen
- Jun 3, 2026
More from firecrawl/firecrawl-workflows
All 16- Firecrawl Market Research32.7K
- Firecrawl Seo Audit32.3K
- Firecrawl Dashboard Reporting31.9K
- Firecrawl Lead Gen31.7K
- Firecrawl Lead Research31.7K
- Firecrawl Company Directories31.6K
- Firecrawl Qa31.6K
- Firecrawl Knowledge Ingest31.6K
- Firecrawl Shop31.6K
- Firecrawl Competitive Intel31.5K
- Firecrawl Demo Walkthrough31.3K
- Firecrawl Deep Research35.9K
- Firecrawl Research Papers34.1K
- Firecrawl Website Design Clone33.5K
- Firecrawl Workflows32.9K