ContextGem

ContextGem is an open-source framework designed to simplify the extraction of structured data and insights from documents using large language models (LLMs). It provides a flexible, intuitive API that minimizes boilerplate code, enabling developers to build complex extraction workflows efficiently. ContextGem supports various document formats and integrates with multiple LLM providers, making it a versatile tool for tasks like contract analysis, anomaly detection, and information retrieval.

Features

Automated dynamic prompt generation for efficient LLM interactions
Built-in data modeling and validation using Pydantic
Precise reference mapping at paragraph and sentence levels
Justification generation to explain extracted information
Support for multiple LLM providers, including OpenAI and Anthropic
Built-in converters for DOCX files, preserving structure and metadata

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License

Apache License V2.0

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Additional Project Details

Operating Systems

Linux, Mac, Windows

Programming Language

Python

Related Categories

Python Artificial Intelligence Software

Registered

2025-04-25

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ContextGem

ContextGem: Effortless LLM extraction from documents

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