Augmenting RAG Agents with MCP Servers
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Embeddings
An embedding is a list of numbers — a vector — that represents the meaning of a piece of text. Two sentences that say similar things will produce vectors that point in nearly the same direction, even if they use completely different words. For example, The weather is nice today and It's a beautiful day outside would have very similar embeddings, while The stock market crashed would be far away from both.
Practical MCP with FastMCP & LangChain
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