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Claude-Sync: AI-Powered Development Intelligence

Claude-Sync learns from your command patterns to provide intelligent optimization suggestions, safety warnings, and contextual assistance across distributed computing environments. The system learns successful patterns across hosts while maintaining military-grade privacy through encrypted, abstracted learning data.

Quick Start

# Install and activate
curl -sL https://raw.githubusercontent.com/drejom/claude-sync/main/bootstrap.sh | bash -s install
~/.claude/claude-sync/bootstrap.sh activate --global

# Verify installation
~/.claude/claude-sync/bootstrap.sh status

What You Get

Intelligent Command Optimization:

  • grep β†’ rg suggestions with confidence scoring
  • SLURM resource optimization based on historical success
  • Container workflow recommendations
  • Safety warnings for dangerous operations

Learning Intelligence:

  • Cross-host pattern sharing through encrypted P2P mesh
  • Workflow sequence recognition and optimization
  • Adaptive schema evolution based on your usage patterns
  • Context-aware assistance for bioinformatics, HPC, and R workflows

Zero Configuration Security:

  • Hardware-based host identity (survives OS reinstalls)
  • Daily automatic key rotation with cleanup
  • Military-grade encryption (Fernet + PBKDF2)
  • Zero repository contamination guarantee

Performance

  • Hook execution: <10ms (real-time suggestions)
  • Learning operations: <1ms overhead
  • Memory usage: <50MB total
  • Cross-platform: macOS, Linux, WSL

Core Capabilities

Command Optimization

  • Automatic command upgrades: grep β†’ rg, find β†’ fd
  • AI learns your successful command patterns and suggests improvements
  • HPC-specific optimizations for SLURM, Singularity, genomics tools
  • Safety warnings for destructive operations

Intelligent Host Routing

  • Learns filesystem topology across your hosts securely
  • Routes commands to optimal hosts based on data location and capabilities
  • Bioinformatics workflow awareness (FASTQ, BAM, VCF file handling)
  • Supports mixed Tailscale + SSH environments

Performance Learning

  • Monitors resource usage patterns (memory, CPU, execution time)
  • Suggests optimal HPC resources based on workload history
  • Cross-host performance data sharing with encrypted sync

Documentation Intelligence

  • Comprehensive documentation review system with specialized agents
  • Ruthless editor that detects AI/inexperienced author patterns
  • Context-aware analysis for R packages, READMEs, vignettes
  • Example validation with syntax and runtime testing
  • Audience optimization for user/developer/scientist content

Background Maintenance

  • Auto-updates hooks when improvements are available
  • Documentation review before git pushes
  • Secure cross-host learning data synchronization

Commands

~/.claude/claude-sync/bootstrap.sh status         # Show activation status
~/.claude/claude-sync/bootstrap.sh test          # Run system tests
~/.claude/claude-sync/bootstrap.sh deactivate    # Clean removal
~/.claude/claude-sync/bootstrap.sh rollback      # Emergency restore

Troubleshooting

Installation issues:

~/.claude/claude-sync/bootstrap.sh diagnostics --health-score

Performance problems:

~/.claude/claude-sync/bootstrap.sh test --performance

Complete reset:

~/.claude/claude-sync/bootstrap.sh deactivate --purge

Architecture

Claude-Sync uses Claude Code hooks for real-time optimization and specialized agents for deep analysis:

  • PreToolUse: Command optimization and safety warnings
  • PostToolUse: Silent learning data collection
  • UserPromptSubmit: Context injection from learned patterns

Learning data stays encrypted locally (~/.claude/learning/*.enc) and never touches the repository.

🎨 Examples

Bash Optimization

# You type:
grep "function" *.R

# Hook suggests:
πŸš€ Optimized command: rg "function" *.R

SSH Intelligence

# You type:
ls /data/projects/

# Hook suggests (after learning):
🧠 Learned pattern detected
Similar commands were previously run on:
  β€’ ssh gemini-data1 'ls /data/projects/' (85% match)

πŸ”§ Configuration

Project Settings

Each project can customize which hooks to enable in .claude/settings.local.json:

{
  "hooks": {
    "PreToolUse": [
      {
        "matcher": "Bash",
        "hooks": [
          {
            "type": "command",
            "command": "$HOME/.claude/claude-sync/hooks/bash-optimizer-enhanced.py"
          },
          {
            "type": "command",
            "command": "$HOME/.claude/claude-sync/hooks/ssh-router-enhanced.py"
          }
        ]
      }
    ]
  }
}

Global Settings

Hooks are installed globally but can be disabled per-project by not including them in the project's settings.

🧠 Learning System

The SSH router learns your infrastructure:

  • Filesystem topology: Which paths exist on which hosts
  • Command patterns: Which commands you run where
  • Usage frequency: Weights suggestions by actual usage

The more you use SSH, the smarter the suggestions become!

πŸ”’ Privacy & Security

  • Local learning: All learning data stays on your machines
  • No external calls: Hooks run entirely locally
  • Private repo: Your configuration and usage patterns remain private

πŸ›‘οΈ Safety Features

  • Destructive operation warnings: rm -rf, chmod 777, etc.
  • Remote sudo detection: Alerts for elevated remote operations
  • Path validation: Catches common path mistakes

🎯 Advanced Usage

Custom Hook Development

Add your own hooks to the hooks/ directory and they'll be synced across hosts.

SSH Config Integration

The router automatically reads your ~/.ssh/config for available hosts.

Learning Data Management

  • Check system status: ~/.claude/claude-sync/bootstrap.sh status
  • View all statistics: ~/.claude/claude-sync/claude-sync-stats
  • View SSH learning: ~/.claude/claude-sync/claude-sync-stats ssh
  • View bash optimization: ~/.claude/claude-sync/claude-sync-stats bash
  • Reset learning: rm ~/.claude/ssh_topology_*.pkl ~/.claude/learning_*.json

🀝 Contributing

This is a private repo for personal use. Fork and customize for your own needs!

πŸ“š Related


🌟 Matrix-like superpowers for the command line!

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