Structured Data Extractor for AI Agents. Search your documents or the web for specific data and get it back in JSON or Markdown in a single tool call.

OpenAI's Structured Outputs with Logprobs

Iterate over scans of forms, and have gpt-4o pull data from them into a csv file

An extension of the LLM-based spatial layout generation from image description from https://github.com/Attention-Refocusing/attention-refocusing using OpenAI and Ollama structured outputs

A personalized quiz system using retrieval augmented generation.

A lite abstraction layer for structured LLM calls

Recommender system and using Langchain for book recommendations.

Demonstrates enforcing structured outputs from LLMs using LangChain (Google Gemini & HuggingFace) with Pydantic, TypedDict, and JSON Schema. Includes standalone examples for data validation and schema‑driven text generation. Quickly run each script to see how to produce reliably formatted AI responses.