Python · MIT
benmaster82/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.
★ 612
Stars
60 forks · 3 open issues
+2.0/wk
Growth · measured
Stars counted between two of our own snapshots roughly a week apart. The repository page gives the exact span.
32.2
Momentum / 100
see the breakdown below
6mo ago
Created
last push 6d ago
Star history
How this score was built
| Component | Weight | Earned | Why |
|---|---|---|---|
| Velocity | 55 | 2.1 | +2.0/wk, log-scaled against a 750/day ceiling |
| Acceleration | 15 | 7.3 | last week ran 1.49× the monthly pace |
| Freshness | 15 | 14.7 | last push 6d ago; decays to zero at 180 days |
| Scale | 15 | 8.1 | 612 stars, log-scaled against 150k — stops a 3-star repo topping the board |
| Momentum | 100 | 32.2 | sum of the above |
Detail
| Topics | claude-codeembeddingsgraph-ragknowledge-graphllama-indexllmmarkdownmcpmcp-toolsmdnatural-languageobsidianobsidian-notesobsidian-vaultofflineoffline-firstollamaragrag-chatbotterminal-ui |
| Matched on | RAG (embeddings, rag) |
| Short window | +2 stars over 7 days = 0.3/day |
| Long window | +5 stars over 26 days = 0.2/day |
| Lifetime average | 3.09 stars/day over 198 days |
| First seen here | 2026-10-11 |
| Last read | 2d ago |