# benmaster82/Kwipu

<https://repo.masters-masters.com/en/repos/benmaster82/Kwipu>

[Home](https://repo.masters-masters.com/en) › [benmaster82](https://repo.masters-masters.com/en/owners/benmaster82) › [Kwipu](https://repo.masters-masters.com/en/repos/benmaster82/Kwipu)

benmaster82/Kwipu has 612 stars on GitHub. Its RepoMasters card: Alpha tier. Ask questions across your Markdown notes using a fully local Graph RAG engine…

| Field | Value |
| --- | --- |
| Owner | [benmaster82](https://repo.masters-masters.com/en/owners/benmaster82) |
| Stars | 612 |
| Forks | 60 |
| Language | [Python](https://repo.masters-masters.com/en/languages/python) |
| License | MIT |
| Created | 2026 |
| Topics | llm, md, natural-language, obsidian, ollama, rag, rag-chatbot, terminal-ui, embeddings, llama-index |
| Tier | [Alpha (250 to 699 ★)](https://repo.masters-masters.com/en/ranks/b_movie) |
| View on GitHub | [benmaster82/Kwipu](https://github.com/benmaster82/Kwipu) |

## Repository

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 clo…

The tier for repos with 250 to 699 ★. Published odds per card pulled: 20%. Rarity: Uncommon.

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Data: GitHub · Illustration drawn by RepoMasters from the repo’s ID and its language color.