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Unstructured

Turn PDFs and messy files into clean, chunked data ready for RAG and agents

Toolora score89Open source

Free open-source library; …

LlamaIndex

Parse messy PDFs into clean text and tables agents can actually use

Toolora score90Free tier

Free

Firecrawl

Turn websites into clean markdown and structured data for RAG and agents

Toolora score88Free tier

Free tier

SpecUnstructuredLlamaIndexFirecrawl
CategoryAI ToolsAI ToolsAI Tools
PricingFree open-source library; paid platform and enterpriseFree + LlamaCloud paidFree tier + paid scrape credits and team plans
Toolora score89/10090/10088/100
Best forrag, documents, etl, genairag, ocr, documents, agentsscraping, rag, markdown, agents
Top features
  • ·PDF and file parsing
  • ·Chunking and embeddings
  • ·Connectors
  • ·LlamaParse OCR
  • ·Schema extract
  • ·RAG indexing
  • ·Scrape to markdown
  • ·Crawl and map
  • ·Search