GNO

Local AI-powered document search engine with hybrid retrieval, WebUI, CLI, REST API, and MCP.

Desktopfreeglobal

A local knowledge engine that indexes notes, code, PDFs, and Office files into a single on-device index and offers keyword, vector, and hybrid retrieval with natural-language Q&A and citations to source passages. It provides multiple access methods (CLI, web UI, REST API, TypeScript SDK, MCP server, headless daemon), installs with one command, runs without a GPU or external account, and is aimed at developers, researchers, and privacy-conscious users who need searchable local memory and grounded answers for AI agents.

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Problem & pain-point mapping
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