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githubbuilder

Research a topic into a user-defined JSON extraction schema

At a glance

LangChain's enrichment template searches and reads the web, extracts facts into a supplied schema, and checks completeness, with configurable models and tools in LangGraph Studio. This workflow is listed under builder, langgraph, data-enrichment, json-schema, web-research.

Agents / tools
LangGraph, LangSmith, Tavily, Claude or OpenAI

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Prompt excerpt

Open the repository in the documented LangGraph setup and configure search and model credentials. Provide a narrowly defined topic plus a JSON schema with required fields. Run the graph, inspect evidence for each populated field, and mark unsupported values as unknown. Adjust the schema and rerun a small sample before bulk enrichment.
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