bulk-chain and bulk-chain-shell

A provides the core API framework for schema-based reasoning while B is a shell client that consumes that framework, making them complements designed to be used together.

bulk-chain
48
Emerging
bulk-chain-shell
30
Emerging
Maintenance 10/25
Adoption 6/25
Maturity 25/25
Community 7/25
Maintenance 2/25
Adoption 1/25
Maturity 15/25
Community 12/25
Stars: 23
Forks: 2
Downloads:
Commits (30d): 0
Language: Python
License: MIT
Stars: 1
Forks: 1
Downloads:
Commits (30d): 0
Language: Python
License: MIT
No Dependents
Stale 6m No Package No Dependents

About bulk-chain

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.

LLM application development large-scale text processing natural language understanding data augmentation AI integration

About bulk-chain-shell

NOOBKABHA/bulk-chain-shell

Shell client 📺 for shema-based reasoning 🧠 over your data via custom LLM provider 🌌

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