autopilot-predict

name	autopilot-predict
description	Use learned patterns and current state to predict the optimal next action
argument-hint
allowed-tools	mcp__plugin_ruflo-core_ruflo__autopilot_predict mcp__plugin_ruflo-core_ruflo__autopilot_progress mcp__plugin_ruflo-core_ruflo__autopilot_learn mcp__plugin_ruflo-core_ruflo__autopilot_history

Predict what to work on next using Ruflo autopilot intelligence:

1. Call mcp__plugin_ruflo-core_ruflo__autopilot_predict for the recommended next action
2. If confidence > 0.7, execute the prediction directly
3. If confidence < 0.7, check mcp__plugin_ruflo-core_ruflo__autopilot_progress for task breakdown
4. Pick the highest-priority incomplete task
5. After completing work, call mcp__plugin_ruflo-core_ruflo__autopilot_learn to update patterns

Learning Pipeline

• mcp__plugin_ruflo-core_ruflo__autopilot_learn -- discover success patterns from completed tasks
• mcp__plugin_ruflo-core_ruflo__autopilot_history({ query: "KEYWORD" }) -- search past completions
• Patterns are stored in AgentDB for cross-session recall

Integration with /loop

When running inside a /loop, the predict skill guides each iteration:

• High confidence prediction -> execute immediately
• Low confidence -> fall back to task list priority order
• No tasks remaining -> disable autopilot and exit loop