Features
Local-first execution: code never leaves your machine
Bring your own LLM key (OpenAI, Anthropic, any OpenAI-compatible endpoint)
Autonomous harness scaffolding and self-optimization in real time
Multiple interaction modes: Ask, Plan, Coding, Freestyle, Harness, CoWork
In-place file editing with diff review and checkpoint rewind
Interactive terminal and file explorer within the desktop app
MCP server support (stdio, streamable HTTP, SSE)
Voice API integration: TTS, STT, and voice-to-voice
CoWork mode for GUI/OS automation (clicking, typing, emailing)
Graph-aware code search via optional Context Engine
Persistent memory store (ResearchSwarm bridge) for compounding knowledge
Interactive terminal and session history
Rust-based for performance and low resource usage
Native desktop app (no web interface)
Natural language to SQL (Text2SQL)
AI-generated BI dashboards
Chain reasoning for complex queries
Visual ER diagram management
Table copilot for schema operations
Data import/export (CSV, XLSX, SQL)
Smart sorting and advanced filtering
Context-aware AI chatbot across sessions
Multi-LLM support (10+ models)
SSH tunneling for secure connections
Two-factor authentication
SQL audit and compliance logging
Data encryption (AES-256, RSA-2048)
CLI runtime and Skill system (v5.2.4)