mcfly is a Rust-based shell history search tool that uses a small neural network to prioritize commands based on context. It replaces Ctrl+R with an intelligent full-screen search interface that considers your current directory, recent commands, and command exit status.
Scanned 6/8/2026
Install via CLI
openskills install agentskillexchange/skills---
name: "mcfly Intelligent Shell History Search with Neural Network"
slug: "mcfly-intelligent-shell-history-search"
description: "mcfly is a Rust-based shell history search tool that uses a small neural network to prioritize commands based on context. It replaces Ctrl+R with an intelligent full-screen search interface that considers your current directory, recent commands, and command exit status."
github_stars: 7657
verification: "security_reviewed"
source: "https://github.com/cantino/mcfly"
category: "Developer Tools"
framework: "Custom Agents"
tool_ecosystem:
github_repo: "cantino/mcfly"
github_stars: 7657
---
# mcfly Intelligent Shell History Search with Neural Network
mcfly is a Rust-based shell history search tool that uses a small neural network to prioritize commands based on context. It replaces Ctrl+R with an intelligent full-screen search interface that considers your current directory, recent commands, and command exit status.
## Installation
Use the upstream install or setup path that matches your environment:
- brew install mcfly
- brew uninstall mcfly
- Run git clone https://github.com/cantino/mcfly and cd mcfly
- Run cargo install --path .
Requirements and caveats from upstream:
- time units **must** accompany all time span values.
Basic usage or getting-started notes:
- in real time. The goal is for the command you want to run to always be one of the top suggestions.
- The directory where you ran the command. You're likely to run that command in the same directory in the future.
- How often you run the command.
- Source: https://github.com/cantino/mcfly
- Extracted from upstream docs: https://raw.githubusercontent.com/cantino/mcfly/HEAD/README.md
## Source
- [Agent Skill Exchange](https://agentskillexchange.com/skills/mcfly-intelligent-shell-history-search/)
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Ultra-compressed communication mode. Cuts token usage ~75% by speaking like caveman while keeping full technical accuracy. Supports intensity levels: lite, full (default), ultra, wenyan-lite, wenyan-full, wenyan-ultra. Use when user says "caveman mode", "talk like caveman", "use caveman", "less tokens", "be brief", or invokes /caveman. Also auto-triggers when token efficiency is requested.