Local-first AI knowledge layer. Extract architecture, query from any AI tool via MCP. Private by architecture.

Architecture Deep Research: deep research for strategic system design decisions.

Research-first architecture engine for Python, TS, Go and Rust. Mines GitHub Issues for real production failures before scaffolding, then audits drift, cycles and fragility in code you already have. Zero import cycles, zero critical anti-patterns - measured against itself.