/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