Kwipu

About 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.

claude-code embeddings graph-rag help-wanted knowledge-graph llama-index llm markdown mcp md

Quick Facts

Stars	374
Forks	47
Language	Python
Category	MCP Server
License	MIT
Quality Score	33.8/100
Open Issues	2
Last Updated	2026-09-07
Created	2026-04-21
Platforms	claude-code, mcp, python
Est. Tokens	~28k

Compatible Skills

These tools work well together with Kwipu for enhanced workflows:

claude-vault — semantic(0.25)+complementary+shared_fw(ollama)+same_lang+similar_pop+shared_platform (62%)
claude-defuddle — semantic(0.22)+complementary+same_lang+similar_pop+shared_platform (53%)
Writ — semantic(0.21)+complementary+same_lang+similar_pop+shared_platform (52%)
agent-second-brain — semantic(0.20)+complementary+same_lang+similar_pop+shared_platform (52%)
synthadoc — semantic(0.20)+complementary+same_lang+similar_pop+shared_platform (52%)

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Frequently Asked Questions

What is Kwipu?

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 374 GitHub stars.

What programming language is Kwipu written in?

Kwipu is primarily written in Python. It covers topics such as claude-code, embeddings, graph-rag.

How do I install or use Kwipu?

You can find installation instructions and usage details in the Kwipu GitHub repository at github.com/benmaster82/Kwipu. The project has 374 stars and 47 forks, indicating an active community.

What license does Kwipu use?

Kwipu is released under the MIT license, making it free to use and modify according to the license terms.

View on GitHub → Browse MCP Server tools