{"repo":"masterFoad/NanoSage","free":true,"listed":false,"github":"https://github.com/masterFoad/NanoSage","clone":"git clone https://github.com/masterFoad/NanoSage.git","description":"Local LLM Powered Recursive Search & Smart Knowledge Explorer","language":"Python","stars":266,"topics":["ai-researcher","gemma","knowledge-base","local","monte-carlo-search","ollama","python3","rag","recursive-search","report"],"license":"Apache-2.0","category":"ai-agents","readme_excerpt":"🧙‍♂️ NanoSage: Advanced Recursive Search & Report Generation Deep Research assistant that runs on your laptop, using tiny models. - all open source! How is NanoSage different than other Assistant Researchers? It offers a structured breakdown of a multi-source, relevance-driven, recursive search pipeline. It walks through how the system refines a user query, builds a knowledge base from local and web data, and dynamically explores subqueries—tracking progress through a Table of Contents (TOC). With Monte Carlo-based exploration, the system balances depth vs. breadth, ranking each branch's relevance to ensure precision and avoid unrelated tangents. The result? A detailed, well-organized report generated using retrieval-augmented generation (RAG), integrating the most valuable insights. I wanted to experiment with new research methods, so I thought, basically, when we research a topic, we randomly explore new ideas as we search, and NanoSage basically does that! It explores and records its journey, where each (relevant) step is a node... and then sums it up to you in a neat report! Where the table of content is basically its search graph. 🧙 --- 📅 Latest Update - October 17, 2025 Major System Enhancement : Tavily Integration & Hybrid Embedding Architecture - Tavily Search API Integration : Replaced unreliable free search engines with Tavily's robust API, enabling access to high-quality academic sources including PubMed, research journals, and scholarly databases - Hybrid Embed","default_branch":null,"files":null,"tree":[],"storefront":"/r/masterFoad","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/masterFoad/NanoSage/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."}