Tree-based, vectorless document RAG framework. Connect any LLM via URL/API key.
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Apr 7, 2026 - TypeScript
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vectorless-rag
Here are 10 public repositories matching this topic...
Agentic RAG for long documents, Tree and Graph based reasoning. Cited answers down to the pixel
pdf ocr graph indexing citations knowledge-graph question-answering vlm nanonets rag document-ai llm rag-pipeline vlm-ocr vectorless-rag
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Apr 8, 2026 - Python
Vectorless RAG using reasoning over hierarchical document structure instead of embeddings or vector databases.
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Apr 6, 2026 - Python
Implements a vectorless RAG architecture using PageIndex APIs and Groq LLMs, enabling efficient document retrieval and response generation without traditional vector databases.
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Apr 9, 2026 - Jupyter Notebook
An enterprise-grade, hybrid Retrieval-Augmented Generation (RAG) pipeline that completely bypasses traditional vector databases.
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Feb 28, 2026 - Python
Reasoning-based, vectorless RAG over a large document using a hierarchical tree (PageIndex) and a Vision-Language Model (Llama 4 Scout), no embeddings, no vector store, no text chunking.
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Mar 13, 2026 - Jupyter Notebook
A retrieval-augmented generation (RAG) system for querying ML/AI research papers using BM25 sparse retrieval — no vector embeddings or external APIs required. Users ask natural language questions and receive grounded answers with citations to the source papers.
python nlp arxiv bm25 qna scientific-papers rag streamlit local-llm retrieval-augmented-generation ollama vectorless-rag
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Apr 6, 2026 - Python
Serverless Vectorless RAG on AWS — upload documents, ask questions, get grounded answers using LLM reasoning instead of embeddings or vector databases. Built with Amazon Bedrock (Claude 3 Haiku), Lambda, DynamoDB, API Gateway, React, and Terraform.
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Apr 10, 2026 - Python
⚡ The Agent-Native Retrieval Engine — Hybrid Vector + Reasoning + Memory for AI Agents. HNSW indexing, tree-based reasoning retrieval, multi-agent orchestration, MCP server, and built-in RAG.
multi-agent semantic-search ai-agents rag hnsw hybrid-retrieval mcp-server agent-memory vectorless-rag reasoning-rag hybrid-rtree-index
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Mar 10, 2026 - JavaScript
devops cloud-computing ai-agents rag huggingface huggingface-transformers llms rag-pipeline agentic-ai vectorless-rag
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Apr 6, 2026
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