Research Index beats arXivQA benchmark by 18%
Firecrawl Research Index is a specialized index for agents pushing the frontier of AI/ML research with state-of-the-art recall on arXivQA, outperforming the next best provider by 18% at comparable cost.
Key features:
- Benchmark-leading performance — 53.3% recall on arXivQA versus 45.4% for the next best provider. 0.750 MRR puts the right paper in the top one or two results.
- Search millions of papers alongside their code — 3M+ arXiv papers plus GitHub artifacts from top research repos (issues, merged PRs, READMEs), refreshed daily.
- Complete toolset for research loops — Agents can retrieve papers, verify claims against full text, and pull code, going from literature to implementation with no manual review.
- Plugs into any agent harness — Works with Codex, Claude Code, Grok Build, and more.

Fetched June 25, 2026


