MCPInstall

autopilot-predict

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

Installs
743
Last 24h
—
Trending rank
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Security
Not audited

Install

Works with every agent the skills CLI supports.

npx skills add https://github.com/ruvnet/ruflo --skill autopilot-predict
  1. 01

    Install

    Run the command in your project. The CLI asks which agents to install for.

  2. 02

    Describe the task

    Ask your agent for something this skill covers. It loads autopilot-predict automatically when relevant.

  3. 03

    Review the result

    The agent follows the SKILL.md steps, scripts and references bundled with the skill.

SKILL.md

The instructions your agent reads when the skill is triggered.

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

FAQ

What does the autopilot-predict skill do?

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

How do I install autopilot-predict?

Run npx skills add https://github.com/ruvnet/ruflo --skill autopilot-predict in your project. The skills CLI detects the agents you use and copies the skill into the right folder. For Claude Code you can also place the skill folder at ~/.claude/skills/autopilot-predict/ (personal) or .claude/skills/autopilot-predict/ (project).

Which AI agents can use autopilot-predict?

Any agent that supports the open Agent Skills format (a folder with a SKILL.md file), including Claude Code, Codex, Cursor, GitHub Copilot, Gemini CLI, Windsurf, Cline, OpenCode and more.

Is autopilot-predict safe to install?

No partner security audit is available yet. Skills can run commands and scripts, so read the SKILL.md and any bundled files before installing.

Who maintains autopilot-predict?

It is published by ruvnet in ruvnet/ruflo. It has 743 recorded installs.

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