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RAGFreeOpen Source
LLMWARE
Enterprise RAG and agent workflows with small, specialized models
Apache-2.0
ABOUT
Integrating open-source small specialized models and connecting enterprise knowledge sources safely requires stitching together document parsing, chunking, embedding, retrieval, and model orchestration. llmware provides a complete, secure toolkit that runs locally on AI PCs, laptops, and edge devices across Windows, Mac, and Linux — eliminating cloud dependency, token costs, and data-leak risks while enabling fast enterprise RAG and agent workflows.
INSTALL
pip install llmwareINTEGRATION GUIDE
1. Build private, on-device RAG pipelines over thousands of documents with no data leaving the environment
2. Orchestrate multi-step agent workflows with function calling and specialized small models
3. Extract, summarize, and analyze documents at scale for IT service and support ticket automation
4. Run vision workflows that extract structured data from images and perform OCR or audio transcription
5. Generate natural-language-to-SQL queries and data analysis reports from raw enterprise datasets
TAGS
pythonragenterpriselocal-aiagent-workflowsdocument-processingedge-deployment