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Agent skill

Autopilot Predict

by ruvnet in ruvnet/ruflo

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

MITAuto-check passedAgent Workflows

Install Autopilot Predict

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

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install ruvnet/ruflo autopilot-predict --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .claude/skills && cp -r skills-src/plugins/ruflo-autopilot/skills/autopilot-predict .claude/skills/autopilot-predict && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
autopilot-predict
GitHub stars
74k
Token cost
~337 tokens
SKILL.md length
109 words
Files
1
Skills in repo
264
Repo updated
First seen
Licence
MIT

At a glance

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

  • Works in 5 steps: Call… → If confidence > 0.7, execute the… → If confidence < 0.7, check… → …
  • Agent Workflows work in your project
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Autopilot Predict is an agent skill from ruvnet/ruflo. Use learned patterns and current state to predict the optimal next action

Its SKILL.md is about 340 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Agent Workflows. It works with Model Context Protocol. The repository describes itself as: 🌊 The original agent harness. Deploy intelligent multi-player swarms, coordinate autonomous workflows, and build conversational AI systems. Features adaptive memory…. The licence is MIT.

When your agent uses it

  • Agent Workflows work in your project

Example prompts

  • “/autopilot-predict”

Requirements

  • Pre-approved tools (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

Workflow steps

5 steps, taken from the first numbered list in SKILL.md.

  1. Call mcpplugin_ruflo-core_rufloautopilot_predict for the recommended next action
  2. If confidence > 0.7, execute the prediction directly
  3. If confidence < 0.7, check mcpplugin_ruflo-core_rufloautopilot_progress for task breakdown
  4. Pick the highest-priority incomplete task
  5. After completing work, call mcpplugin_ruflo-core_rufloautopilot_learn to update patterns

What it can do on your machine

Read from SKILL.md and the folder at commit 6051f67. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves these tools, so the agent can use them without asking each time:

    • 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

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Autopilot Predict loads about 337 tokens when it runs. Until then it costs about 23 tokens; SKILL.md has 109 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~23
When it runs · the whole SKILL.md, loaded when a task matches
~337

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from ruvnet/ruflo at commit 6051f67, republished under its MIT licence (© ruvnet). 109 words, ~337 tokens.

Download SKILL.mdSave it as .claude/skills/autopilot-predict/SKILL.md (or your agent's skills folder).
name
autopilot-predict
description
Use learned patterns and current state to predict the optimal next action
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. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in plugins/ruflo-autopilot/skills/autopilot-predict of ruvnet/ruflo.

Open the folder on GitHubat commit 6051f67

Compare with similar skills

Autopilot Predict next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Autopilot Predict compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Autopilot Predict this skillruvnet/ruflo74k—~337Automated safety check: PassMIT
MCP Server Builderanthropics/skills180k64 repos~2.3kAutomated safety check: PassApache-2.0
MCP Server BuildershareAI-lab/learn-claude-code78k5 repos~1.2kAutomated safety check: PassMIT
MCP Integration for Pluginsanthropics/claude-plugins-official38k11 repos~3.1kAutomated safety check: PassApache-2.0
Fastmcp Client CLIPrefectHQ/fastmcp28k1 repos~823Automated safety check: PassApache-2.0
MemPalace Memory SearchMemPalace/mempalace59k—~1.4kAutomated safety check: PassMIT

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Works with

Categories

Questions about Autopilot Predict

What does Autopilot Predict do?

Use learned patterns and current state to predict the optimal next action. Autopilot Predict is an agent skill from ruvnet/ruflo.

When should I use Autopilot Predict?

Autopilot Predict fits situations like: agent Workflows work in your project.

How do I install Autopilot Predict in Claude Code?

Run `npx skills add ruvnet/ruflo --skill autopilot-predict -a claude-code`. Or copy the skill folder (plugins/ruflo-autopilot/skills/autopilot-predict in ruvnet/ruflo) into .claude/skills/autopilot-predict in your project. Claude Code loads it when a task matches its description.

How do I install Autopilot Predict in Codex?

Run `npx skills add ruvnet/ruflo --skill autopilot-predict -a codex`. Or copy the skill folder (plugins/ruflo-autopilot/skills/autopilot-predict in ruvnet/ruflo) into .agents/skills/autopilot-predict in your project. Codex loads it when a task matches its description.

Can I use Autopilot Predict in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add ruvnet/ruflo --skill autopilot-predict -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/autopilot-predict, .gemini/skills/autopilot-predict, .github/skills/autopilot-predict and .opencode/skills/autopilot-predict in your project.

What does Autopilot Predict need to run?

SKILL.md names no scripts, command-line tools or credentials: Autopilot Predict is instructions for the agent only. Its frontmatter pre-approves these 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.

Does Autopilot Predict access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Autopilot Predict safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Autopilot Predict use?

Autopilot Predict is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Autopilot Predict use?

About 337 tokens (SKILL.md is roughly 1.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Autopilot Predict?

Skills that share tags, products or a category with Autopilot Predict: MCP Server Builder (anthropics/skills, 180k stars), MCP Server Builder (shareAI-lab/learn-claude-code, 78k stars), MCP Integration for Plugins (anthropics/claude-plugins-official, 38k stars) and Fastmcp Client CLI (PrefectHQ/fastmcp, 28k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Autopilot Predict?

ruvnet (a GitHub user) maintains it in ruvnet/ruflo, which has 74,089 GitHub stars. The repository holds 264 skills in this directory. The repository was last updated on October 8, 2026.

Source: ruvnet/ruflo on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.