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How To Use Langchain

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What it is

LangChain is MIT-licensed and maintained by LangChain Inc. (Harrison Chase and team). In 2024 it split into langchain-core (Runnables and interfaces), langchain (high-level chains), partner packages like langchain-openai and langchain-anthropic, and langchain-community for third-party integrations. JavaScript lives in a separate monorepo with equivalent modules.

Install

A three-step LCEL chain that answers a question with structured output:

First run

LangChain’s surface area is enormous and documentation lags behind code. Pin versions, read the source when docs conflict, and avoid deeply nested chains you cannot trace. A 5-line chain you understand beats a 50-line chain you copied from a tutorial.

Everyday workflows

Production caveats matter: many community integrations are community-maintained, meaning patchy reliability. Wrap external tools with retries, timeouts, and circuit breakers; never trust a retriever to return within SLA without measuring it first.

Gotchas and tips

Teams that want the broadest integration ecosystem and are willing to pay the complexity tax. Tip: LangSmith tracing is the single biggest quality-of-life upgrade — turn it on before you write your second chain.

Who it’s for