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Instructor

RAG Frameworks · Open source

Structured-output library that adds validation, retries, and typed extraction across LLM providers and multiple languages.

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Crawl4AI

RAG Frameworks· crawl4ai.com

Open source

Open-source crawling and extraction framework for feeding RAG and agent pipelines with markdown, structured data, and browser-backed collection flows.

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Kit for AI

RAG Frameworks· kitforai.com

Freemium

Persistent memory, document conversion, retrieval, and structured extraction for AI agents through REST and MCP interfaces.

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Tavily

RAG Frameworks· tavily.com

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Search and extraction API for AI agents that need live web context, retrieval, and structured research inputs.

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Python

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pip install instructor
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