Features
Build a Claude Code-like agent loop in Bash
Learn tool calling from scratch
Environment sensing (files, shell state)
Self-correction and retry logic
Read and edit files via agent
Execute shell commands through agent
Minimal codebase (<500 lines total)
Step-by-step tutorial with 10+ stages
No dependencies beyond Bash
Transparent, auditable agent logic
Designed for education and experimentation
Supports any LLM with a CLI client (e.g., Claude, OpenAI)
Autonomous vulnerability scanning and PR generation
PR review for quality, security, and best practices
Legacy COBOL to Java migration with testing
Incident triage and root cause analysis
Agent Canvas: manage multiple agents in one workspace
Cloud agents run even when your machine is off
Schedule recurring tasks via cron or event triggers
Trigger workflows from GitHub, Slack, PagerDuty
Model-agnostic: supports Claude Code, Codex, Gemini CLI, MiniMax M2.7
Isolated sandbox execution on VM or cloud
Fine-grained access control and budget guardrails
Audit trails for enterprise compliance
Self-hosted deployment in your VPC
Open-source SDK for custom agent development
In-chat model switching with saved LLM profiles
