MCP

AI assistants waste tokens loading context they don't need. Hive queries your Obsidian vault on demand via MCP — only what's relevant, when it's relevant. 67-82% token reduction.

Cloud LLM APIs see everything you type. Pollex polishes your English on a $99 Jetson Nano — grammar, coherence, wording. A measured median of 6.4 seconds per request with one user; time grows with the text, about 16 seconds for 350 characters. A cloud engine is optional.

Find-and-replace in PDFs without destroying the formatting. CLI for batch jobs, MCP server for AI agents.