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autopilot-predict — Claude Code skill: next-action predictions

Chooses the next task from the current work state and learned patterns. Use it when an agent needs direction during repeated task iterations.

Install into Claude Code · Skills CLI (Vercel) All methods and platforms ↓ 
npx skills add ruvnet/ruflo --skill autopilot-predict -a claude-code
Open on GitHub

What autopilot-predict does

The skill calls mcp__plugin_ruflo-core_ruflo__autopilot_predict to get a recommended next action. When confidence is above 0.7, the agent follows that prediction. Below that threshold, it checks task breakdown through mcp__plugin_ruflo-core_ruflo__autopilot_progress and selects the highest-priority incomplete task.

After work is complete, it calls mcp__plugin_ruflo-core_ruflo__autopilot_learn to update patterns. mcp__plugin_ruflo-core_ruflo__autopilot_history searches completed work by keyword, while AgentDB retains patterns across sessions. Inside /loop, it guides each iteration and disables autopilot when no tasks remain. The 0.7 threshold matters because lower-confidence choices fall back to task priority.

What it helps with

  • choose the next incomplete task
  • fall back to task priority at low confidence
  • record patterns after completed work
  • search earlier completions by keyword
  • exit /loop when no tasks remain

Example prompts for the agent

  • Run autopilot-predict and choose the next task.
  • Use autopilot-predict for the next `/loop` iteration.
  • Run autopilot-predict after this task to update learned patterns.

How to install autopilot-predict

1Skills CLI (Vercel)

npx skills add ruvnet/ruflo --skill autopilot-predict -a claude-code

2Manually: put the files in place

~/.claude/skills/autopilot-predict/SKILL.md

Copy the whole skill folder; for one project use .claude/skills/autopilot-predict/

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Questions about autopilot-predict

How do I install autopilot-predict in Claude Code?

Run npx skills add ruvnet/ruflo --skill autopilot-predict -a claude-code, then run npx skills add ruvnet/ruflo --skill autopilot-predict -a claude-code again. The skill file is at ~/.claude/skills/autopilot-predict/SKILL.md.

What does autopilot-predict do?

It predicts the next action from current state and learned patterns. At lower confidence, it selects the highest-priority incomplete task instead.

How does autopilot-predict work with `/loop`?

It guides each /loop iteration using a prediction or task-list priority. When no tasks remain, it disables autopilot and exits the loop.

Source text

SKILL.md · MIT 
---
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

© ruvnet · MIT · ruvnet/ruflo

See also

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