Index and search local knowledge bases with hybrid retrieval via CLI and MCP.
npx skills add https://github.com/anilcan-kara/nozich-agent --skill qmd-anilcan-kara
Please help me install this Agent Skill. Skill: qmd Source: https://github.com/anilcan-kara/nozich-agent/tree/main/optional-skills/research/qmd Command: npx skills add https://github.com/anilcan-kara/nozich-agent --skill qmd-anilcan-kara
Indexes and searches personal knowledge bases, notes, documents, and transcripts locally using a hybrid retrieval engine that combines BM25, vector search, and LLM reranking, with no cloud dependency.
Install qmd, index your collections, and run a query locally to see results.
High-intent search queries and answers about installing and using this skill.
Local on-device search for notes and transcripts is facilitated by indexing collections with a hybrid retrieval engine. The engine combines BM25, vector search, and LLM reranking to provide fast keyword and semantic results without any cloud dependency.
Yes, local search for markdown notes and meeting transcripts is fully supported on macOS and Linux environments. The tool integrates via a CLI and MCP, allowing you to index documents and execute queries directly within these operating systems.
Hybrid retrieval improves personal knowledge base search by blending keyword matching, semantic understanding, and LLM reranking. This combination ensures high-quality results that capture both exact term matches and contextual meaning from indexed documents and transcripts.
You can integrate local document search into existing workflows via MCP and CLI compatibility. After indexing your markdown notes and transcripts, the MCP integration allows you to embed search capabilities directly into automated processes and external applications.
Yes, local on-device search supports semantic search and LLM reranking for indexed document collections. The hybrid search pipeline processes large personal knowledge bases by reranking vector and BM25 results locally, ensuring accurate retrieval without cloud processing.
ChimeraFoundationaIndex local markdown notes, transcripts, and docs for hybrid on-device search.
overviewlabsSearch local Markdown collections with hybrid keyword and vector retrieval.
GarrettRoiSearch local knowledge bases with hybrid BM25, vector, and LLM reranking.
sheawinklerSearch local markdown and text collections using hybrid BM25 and vector ranking.
