Integration Points

Recovery Hook Enhancement

Update /opt/mcp-servers/shared/hooks/session_start_hook.py to call recall.load:

def get_recall_context(ai_id, event_type):
    # Determine scope based on event
    if event_type == 'compact':
        scope = 'full'  # Need full context after compact
    elif is_agent_terminal():
        scope = 'task'
    else:
        scope = 'minimal'

    # Call recall
    result = gateway.run([{server:'recall', tool:'load', args:{ai_id, scope}}])
    return result

/ops Skill

New skill for ops manager onboarding: 1. Load recall with scope='full' 2. Check for active AI Groups 3. If group found, rejoin as ops 4. Present context summary and pending work

/agent Skill Enhancement

Update existing agent skill: 1. Load recall with scope='task' and task_context from ops message 2. Join specified group 3. Wait for instructions

Gateway Registration

Add to gateway server list in /opt/mcp-servers/gateway/mcp_gateway_server.py