Bible as RAG Database
Made this in a free evening. Index an permissive license translation of the Bible (WEB) into a RAG database to allow returning passages of similar semantic meaning. Lots of fun. For example, "more money more problems" returns Ecclesiastes 5:9-13 which, I'll just say, is spot on.. "Moreover the profit of the earth is for all. The king profits from the field. He who loves silver shall not be satisfied with silver, nor he who loves abundance, with increase. This also is vanity. When goods increase, those who eat them are increased; and what advantage is there to its owner, except to feast on…
Bible as RAG Database launched on June 25, 2026 with 166 votes, #190 of 22,647 launches that month and more than 95% of that year's launches.
In plain words
Bible as RAG Database is a semantic search tool that indexes the World English Bible translation into a retrieval-augmented generation database. Users can input phrases or concepts and receive biblically relevant passages with similar meaning. For example, searching "more money more problems" returns passages from Ecclesiastes about wealth and its limitations. The tool is designed for anyone interested in exploring thematic connections within biblical text through natural language queries rather than traditional concordance searches.
written from the facts on this page · September 2026
From the sources
Read Scripture and search related passages by theme.
In the maker’s words, at launch
Made this in a free evening. Index an permissive license translation of the Bible (WEB) into a RAG database to allow returning passages of similar semantic meaning. Lots of fun. For example, "more money more problems" returns Ecclesiastes 5:9-13 which, I'll just say, is spot on.. "Moreover the profit of the earth is…
Does a similar job
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Biblos – Semantic Bible Embedded Vector Search and Claude LLM2023 · github.com · ▲136Introducing Biblos, a simple tool for semantic search and summarization of Bible passages. Leveraging Chroma for vector search with BAAI BGE embeddings, semantically find related verses across the Bible. The tool employs Anthropic's Claude LLM model for generating high-quality summaries of retrieved passages, contextualizing your search topic. Built on a Retrieval Augmented Generation (RAG) architecture, the app implements a simple Streamlit Web UI using Python. Deployed using render.com, the app is available at https://biblos.app Note: Search by just topic/keywords, e.g.…
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Demystifying Advanced RAG Pipelines2023 · github.com · ▲131I've built an advanced RAG (Retrieval-Augmented Generation) pipeline from scratch to demystify the complex mechanics of modern LLM-powered Question Answering systems. This repository features: -- An implementation of a sub-question query engine from scratch to answer complex user questions. -- Illustrative explanations that unveil the inner workings of the system. -- An analysis of the challenges I faced while working with the system, like prompt engineering and cost estimation. -- Qualitative comparison with similar frameworks like LlamaIndex, offering a broader perspective. Key Takeaway:…
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- SBSemantic Bible Search using OpenAI's latest embedding model2023 · siliconscripture.org · ▲8
Hey HN! My brothers and I have worked on this for the last 2 weeks. We use OpenAI's `text-embedding-ada-002` model to embed queries and a vector database to search for similar verses / blocks of verses. We'd like to see what you think and appreciate any feedback!
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