autopilot-predict
Use learned patterns and current state to predict the optimal next action
Best for AI-assisted development loo…Works with GitHubLow risk
⌘source
- author
@ruvnet- repo
- ruvnet/ruflo
- language
- TypeScript
★46kstars
5.1kforks
May 5, 2026
✦overview.md
Key Features
- ·Predicts optimal next action from learned patterns
- ·Uses confidence threshold (>0.7) to decide execution vs fallback
- ·Integrates with progress, learning, and history tools
- ·Stores patterns in AgentDB for cross-session recall
- ·Works inside /loop to guide each iteration
Use Cases
- →Automated task prioritization in a multi-step development loop
- →Recurring code maintenance where past patterns apply
- →Guiding an agent through a backlog of tasks with learned priority
Best for
- ✓AI-assisted development loops
- ✓Continuous task prioritization
Not ideal for
- !Tasks without historical patterns
- !Single-shot, non-recurring work
FAQs
name
autopilot-predict
description
Use learned patterns and current state to predict the optimal next action
argument-hint:
allowed-tools:mcp__claude-flow__autopilot_predict mcp__claude-flow__autopilot_progress mcp__claude-flow__autopilot_learn mcp__claude-flow__autopilot_history
Predict what to work on next using Ruflo autopilot intelligence:
- Call
mcp__claude-flow__autopilot_predictfor the recommended next action - If confidence > 0.7, execute the prediction directly
- If confidence < 0.7, check
mcp__claude-flow__autopilot_progressfor task breakdown - Pick the highest-priority incomplete task
- After completing work, call
mcp__claude-flow__autopilot_learnto update patterns
Learning Pipeline
mcp__claude-flow__autopilot_learn-- discover success patterns from completed tasksmcp__claude-flow__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
$install
1-click copynpx skills add ruvnet/ruflo --skill autopilot-predictSafety assessment
★
Clarity score
How clear and easy to understand the SKILL.md instructions are, rated from 1 to 5.
4/ 5
very goodClear and well structured, with only minor parts that might need a second read.
◎
Actionability score
How directly an agent can act on the SKILL.md instructions, rated from 1 to 5.
5/ 5
very highHighly actionable with clear, concrete steps that an agent can follow directly.