by benmaster82 · MCP Server · ★ 75
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Kwipu 中文文档 A local Graph RAG system that turns your markdown notes into a queryable knowledge graph. Ask questions in natural language and get answers that connect information across multiple files. Built for Obsidian vaults but works with any folder of markdown files. What's New MCP Server - use Kwipu as a tool inside Claude Desktop, Cursor, Windsurf, or any MCP-compatible agent. All processing runs locally via Ollama. Incremental updates - editing a note no longer rebuilds the entire graph. Modified files are updated in-place in seconds. CLI model override - switch LLM or embedding model without editing code: , Startup validation - checks that Ollama is running and models are available before starting. Clear erro
| Stars | 75 |
| Forks | 12 |
| Language | Python |
| Category | MCP Server |
| License | MIT |
| Quality Score | 69.0321251122647/100 |
| Open Issues | 1 |
| Last Updated | 2026-05-18 |
| Created | 2026-04-21 |
| Platforms | claude-code, mcp, python |
| Est. Tokens | ~28k |
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Kwipu is 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 & YAM. It is categorized as a MCP Server with 75 GitHub stars.
Kwipu is primarily written in Python. It covers topics such as claude-code, embeddings, graph-rag.
You can find installation instructions and usage details in the Kwipu GitHub repository at github.com/benmaster82/Kwipu. The project has 75 stars and 12 forks, indicating an active community.
Kwipu is released under the MIT license, making it free to use and modify according to the license terms.
The top alternatives to Kwipu on Agent Skills Hub include Awareness-Local, cognithor, zettelkasten-mcp. Each offers a different approach to the same problem space — compare them side-by-side by stars, quality score, and community activity.