Index text-based files locally for hybrid keyword and semantic search.
npx skills add https://github.com/founderphantom/zola-agent --skill qmd-founderphantom
Please help me install this Agent Skill. Skill: qmd Source: https://github.com/founderphantom/zola-agent/tree/main/optional-skills/research/qmd Command: npx skills add https://github.com/founderphantom/zola-agent --skill qmd-founderphantom
Local, on-device search indexes markdown notes, transcripts, documentation, and any text-based files to deliver fast, private access across collections using a hybrid of keyword matching, semantic understanding, and LLM reranking.
Search your notes locally across collections to retrieve relevant documents.
High-intent search queries and answers about installing and using this skill.
Hybrid search combines BM25-style keyword matching, semantic vectors, and LLM reranking to retrieve text-based files. This mechanism indexes markdown notes and transcripts locally, delivering both exact and semantic results for fast, private knowledge retrieval.
Local search for markdown notes supports MCP integration to plug into Hermes Agent workflows. You can connect your indexed knowledge base directly into agent processes, enabling automated retrieval of documentation and research notes.
Local hybrid search is the best way to find information across large collections of project docs. By indexing documentation locally, users retrieve relevant material using both exact keyword matching and semantic understanding without uploading files to the cloud.
Local knowledge base search works offline for meeting transcripts by applying local embeddings on-device. Users can index and retrieve transcript content privately without an internet connection, ensuring data stays within the local environment.
You should avoid cloud-based search for research notes when data privacy or offline access is critical. Local on-device search indexes text-based files privately using local embeddings, ensuring sensitive research material remains completely on-device without external server exposure.
CUexterSearch local text files with hybrid BM25, vector, and LLM reranking.
weipingRetrieve relevant references from a personal knowledge base using natural-language queries.
Yangel-hideSearch local knowledge stores with hybrid BM25, vector, and LLM reranking.
Chris-Chai-MinjaeIndex local text files for hybrid keyword and semantic search.
