Research Agent — Local-first AI Project Memory Assistant

What it does

Creates isolated project workspaces with their own memory and sources
Stores conversation history in SQLite and semantic memory/document chunks in Qdrant
Uses Ollama for local embeddings, with Ollama or an OpenAI-compatible chat backend
Ingests pasted text, files, URLs, webpages, and transcripts
Extracts decisions, action items, and risks from meeting transcripts
Syncs Jira issues and GitHub issues/PRs into project RAG memory
Lets the assistant draft Jira/GitHub comments for human approval
Ships with a React dashboard and a Chrome side-panel extension