Rank #1911 · on radar since 2026-07-03

Kwipu

Ask questions across your Markdown notes using a fully local Graph RAG engine. Built for Obsidian vaults, works with any folder of Markdown files. Extracts entity-relation triples from wikilinks & YAML frontmatter, retrieves answers via hybrid search (vector + BM25 + temporal). Multilingual. No cloud. Runs on Ollama.

Why it's ranked

Every score decomposes into published factors — the same math for every tool, paid or not. Read the methodology →