{"repo":"linkml/linkml-store","free":true,"listed":false,"github":"https://github.com/linkml/linkml-store","clone":"git clone https://github.com/linkml/linkml-store.git","description":"wrapper for multiple linkml storage engines","language":"Python","stars":26,"topics":["data-stack","database-wrapper","duckdb","linkml","mongodb","triplestore","data-lake","hdf5","mongo","nosql-database"],"license":"MIT","category":"ecommerce","readme_excerpt":"linkml-store An AI-ready data management and integration platform. LinkML-Store provides an abstraction layer over multiple different backends (including DuckDB, MongoDB, Neo4j, and local filesystems), allowing for common query, index, and storage operations. For full documentation, see https://linkml.io/linkml-store/ See these slides for a high level overview. Warning LinkML-Store is still undergoing changes and refactoring, APIs and command line options are subject to change! Quick Start Install, add data, query it: Index it, search it: Validate it: Basic usage Command Line Python API Streamlit applications The CRUDSI pattern Most database APIs implement the CRUD pattern: Create, Read, Update, Delete. LinkML-Store adds Search and Inference to this pattern, making it CRUDSI . The notion of \"Search\" and \"Inference\" is intended to be flexible and extensible, including: Search Traditional keyword search Search using LLM Vector embeddings ( without a dedicated vector database) Pluggable specialized search, e.g. genomic sequence (not yet implemented) Inference (encompassing validation , repair , and inference of missing data) Classic rule-based inference Inference using LLM Retrieval Augmented Generation (RAG) Statistical/ML inference Features Multiple Adapters LinkML-Store is designed to work with multiple backends, giving a common abstraction layer MongoDB DuckDB Solr Neo4j Ibis - Universal database adapter supporting DuckDB, PostgreSQL, SQLite, BigQuery, Snowflake, and many mo","default_branch":null,"files":null,"tree":[],"storefront":"/r/linkml","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/linkml/linkml-store/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}