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Best RAG & Search Tools

RAG and search tools, each scored against our published rubric. Our RAG framework guide compares the published plan prices for a team knowledge assistant. Self-hosted versus managed vector search prices a first million vectors. Workflows that start with a web page often need a scraper: the web scraping tools category prices the main ones per page. For loading web pages into a RAG index we recommend Firecrawl, a web scraping API that returns pages as clean Markdown for AI apps. Try Firecrawl (we earn a commission if you sign up through this link; it never affects our scores).

23 tools, each scored against our published methodology

There are 23 RAG & Search tools here. 91.3% have a free tier, and the median score is 6.8. Open source is the most common pricing model at 77.3%.

23Tools
91.3%Free tier
78.3%Open source
6.8Median score

Pricing breakdown

  • Open source 77.3%
  • Freemium 13.6%
  • Paid 9.1%

Share of the 22 tools whose pricing model we have confirmed.

Guides covering RAG & Search tools

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