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Simple types & utilities built for the OpenAI Chat Completions API specification.

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💭 prompted | (*formerly chatspec)

A tiny & rapid prototyping library for working with the OpenAI Chat Completions, Google A2A & Anthropic Model Context Protocol protocols.

This library was built for my own personal use, but provides an interface that is incredibly simple to master & understand.

chatspec's base implementation is meant to provide non-client utilities and types for these various protocols, both for common utilities as well as helpers for implementations of patterns found commonly within LLM & agent based applications. Optionally, you can install the chatspec[create] package to install a very flexible & easy to user interface built from litellm & instructor.

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