Enterprise-grade AI agent for autonomous file operations with 3x lower token costs than Claude's built-in code features
Nexus is a production-ready CLI tool that transforms how developers interact with AI coding assistants. While Claude's native code capabilities are powerful, they lack the systematic approach and cost optimization needed for professional development workflows.
Token Efficiency | Standard consumption | 30-60% reduction | 3x lower costs |
File Operations | Manual, one-at-a-time | Autonomous, multi-file | 10x faster workflows |
Planning | Ad-hoc responses | Systematic step-by-step | Predictable outcomes |
Error Recovery | Restart conversations | Built-in retry logic | 99% less frustration |
Project Context | Limited memory | Persistent project awareness | True understanding |
Safety | Manual oversight | Automated safeguards | Production confidence |
For Individual Developers:
- Reduce Claude API costs by 66% while maintaining full functionality
- Eliminate repetitive file operations and context switching
- Focus on architecture while Nexus handles implementation details
For Development Teams:
- Standardize AI-assisted development workflows
- Maintain consistent code quality through project-specific instructions
- Track and optimize AI tool costs across team members
For Enterprise:
- Deploy with confidence using built-in safety mechanisms
- Integrate into existing CI/CD pipelines
- Scale AI-assisted development without exponential cost growth
- Iteration Limits: Prevents runaway processes (15 iteration max)
- Loop Detection: Identifies and breaks infinite cycles
- Tool Validation: Ensures proper API communication
- Error Recovery: Graceful failure handling with actionable feedback
- Command Timeouts: Configurable limits prevent system hanging
- Output Sanitization: Memory-safe operation with 10K character limits
- Smart Prompt Caching: System prompts cached after first load (-1000 tokens/call)
- Conversation Trimming: Maintains context while preventing bloat (-500-2000 tokens/session)
- Intelligent Truncation: Preserves key information while reducing payload (-1000-5000 tokens/operation)
- Session Memory: Eliminates redundant operations within 30-minute windows
- Adaptive Complexity: Matches response complexity to task requirements
- Strategic Planning: Multi-step decomposition before execution
- Adaptive Execution: Dynamic plan adjustment based on intermediate results
- Progress Transparency: Real-time visibility into planning and execution phases
- Dependency Resolution: Intelligent handling of file and task dependencies
- Rollback Capability: Safe failure recovery with state restoration
- Semantic Code Replacement: Function, class, and method-level modifications
- Multi-file Coordination: Coordinated changes across project files
- Smart Search: Content and pattern-based file discovery
- Project Context Awareness: Automatic project structure understanding
- Selective Processing: Intelligent exclusion of build artifacts and dependencies
Nexus automatically discovers project-specific instructions through CLAUDE.md or AGENTS.md files:
Benefits:
- Team Consistency: Standardized AI behavior across team members
- Context Preservation: Project knowledge persists across sessions
- Quality Assurance: Automated adherence to coding standards
- Onboarding: New team members inherit project conventions automatically
Simple file creation | 2,500 tokens | 1,200 tokens | 52% |
Multi-file refactoring | 8,000 tokens | 3,200 tokens | 60% |
Project analysis | 12,000 tokens | 4,800 tokens | 60% |
Documentation generation | 5,000 tokens | 2,000 tokens | 60% |
- Claude Code Direct: ~$150/month
- Nexus Agent: ~$50/month
- Savings: $100/month per developer
Based on Claude Sonnet pricing as of October 2025
create_file | Generate files with content | Path validation, overwrite protection |
read_file | Smart reading with ranges and search | Character limits, encoding detection |
edit_file | Targeted content modification | Backup creation, syntax validation |
delete_file | Safe file removal | Confirmation prompts, restore capability |
list_files | Directory exploration | Automatic exclusion of build artifacts |
smart_search | Content and pattern discovery | Recursive search with relevance scoring |
smart_replace | Semantic code block replacement | AST-aware modifications, rollback support |
run_command | Shell command execution | Timeout protection, output sanitization |
- Node.js: Version 18 or higher
- Operating System: Windows, macOS, Linux (full cross-platform support)
- API Access: Valid Anthropic API key
Nexus provides semantic code block replacement that understands code structure beyond simple text matching:
Nexus maintains operational context across a 30-minute session window:
- File Operation History: Remembers recently created, modified, and accessed files
- Task Context: Builds on previous work within the session
- Redundancy Elimination: Avoids re-checking file existence or re-reading recent content
- Cost Optimization: Reduces API calls for redundant operations
- Documentation: GitHub Repository
- Bug Reports: GitHub Issues
- Feature Requests: GitHub Discussions
- Commercial Support: [email protected]
We welcome contributions from the development community:
- Tool Development: Add new file operation capabilities
- Safety Enhancement: Improve error handling and validation
- Performance: Optimize token usage and execution speed
- Documentation: Improve examples and use case documentation
MIT License - Commercial and open source use permitted.
- npm Package: nexus-agent
- Source Code: GitHub Repository
- Documentation: GitHub Wiki
- Claude API: Anthropic
Developed by Remote Skills - Empowering developers with intelligent automation