Firecrawl vs LlamaIndex

Firecrawl (Web data API for AI) and LlamaIndex both appear on the Smoower Developer Ecosystem Index.

LlamaIndex (rank #63) holds a narrow lead over Firecrawl (rank #122) on the overall Smoower ecosystem score (59 vs 54). The gap of 5 points reflects composite signals across code, docs, community and reach.

On code quality (the state of repositories, tests, releases and polish), LlamaIndex is ahead of Firecrawl. On education (docs, guides and learning material for developers), Firecrawl is ahead of LlamaIndex. On community (issue response, PR reviews and discussion health), LlamaIndex is slightly ahead of Firecrawl. On reach (how visible the ecosystem is beyond its own repos), LlamaIndex is clearly ahead of Firecrawl. On momentum (release cadence and how fast the ecosystem moves), LlamaIndex is clearly ahead of Firecrawl.

Firecrawl carries 199,181 GitHub stars across 101 public repos, with 28 repositories active in the last 90 days and 130 external contributors on record. LlamaIndex shows 99,809 stars across 135 public repos, 48 active in the last 90 days and 241 external contributors.

Firecrawl is the stronger read for anyone weighting education. LlamaIndex looks better where momentum is the deciding factor. The table below breaks the scores down pillar by pillar; the linked profiles cover the underlying repos, docs and community signals in full.