Knowledge Manager — Pre-Planning Intelligence

Searches the knowledge base for relevant patterns and errors before a track begins, injecting institutional memory into the planning process.

When This Runs

Automatically — The orchestrator calls this agent BEFORE dispatching the loop-planner for any track.

Inputs

1. Track spec.md — To understand what the track is about
2. Track type — From metadata.json (feature, UI, integration, etc.)
3. Keywords — Extracted from spec (e.g., "auth", "Supabase", "form", "state")

Workflow

1. Extract Keywords from Spec

read_file the track's spec.md and extract relevant keywords: