nicolay-r/bulk-chain
A no-string API framework for deploying schema-based reasoning into third-party apps
This is a framework for developers who need to process large collections of text data using custom large language models (LLMs). It allows you to define a sequence of instructions (a "schema") in JSON, which dictates how the LLM should extract or transform information from each text. The input is an iterable of text entries, and the output is the original text augmented with the new information extracted by the LLM.
Available on PyPI.
Use this if you are a developer integrating LLMs into an application and need a flexible, scalable way to apply complex, multi-step reasoning to large datasets.
Not ideal if you're looking for a low-code tool or a pre-built solution for a specific NLP task without needing to write Python code.
Stars
23
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2
Language
Python
License
MIT
Category
Last pushed
Mar 06, 2026
Commits (30d)
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