Autopilot Predict

Use learned patterns and current state to predict the optimal next action

thedixitjain 5722046 1.3 KB Updated 2 repo stars

File contents

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

Source: ruvnet/rufloplugins/ruflo-autopilot/skills/autopilot-predict/SKILL.md

thedixitjain/the-mega-skill-library/tree/main/library/general-purpose/autopilot-predict commit 5722046267

Frequently asked questions

npx skillmds add thedixitjain/autopilot-predict