Enables file operations, document metadata extraction, folder analysis, local-LLM queries, and SQLite CRUD as MCP tools, individually or composed into pipelines via run_pipeline.
Enables Claude to search a local hybrid retrieval index of research papers and ingest new PDFs, providing research-paper memory queryable directly through natural language.