Produce an HMG health scorecard from doctor JSON, disposable memory smoke, agent-event explain, and daemon latency sampling.
Create a non-invasive HMG integration plan for a target repository using MCP, hooks, runtime, and smoke tests behind a feature flag.
Use HMG durable coding-agent memory when a task benefits from branch-aware recall, prior decisions, correction history, governance, or an end-of-task handoff.
Independently verify that an HMG integration can write, recall, handoff, preserve scope isolation, and emit lifecycle events.
Manually load scoped HMG context when SessionStart or prompt-time hooks are unavailable.
Run the local mem0 OSS vs HMG branch-isolation scorecard and interpret latency, hit rate, scope leakage, and agent brief usefulness.
Plan safe dry-run imports from mem0, MEMORY.md, Claude memory banks, or project documents into HMG.
Review HMG memory quality and propose correction or governance plans without modifying memory by default.