WHY THIS
EXISTS.
Humans plan work in one system while coding agents receive context in prompts, files and chat transcripts. That split makes autonomous work hard to observe, interrupt or hand back safely.
// The agent-operated workbench
A local-first project and operations desk designed for AI agents and humans to share a real queue, progress log and deployment loop.
Humans plan work in one system while coding agents receive context in prompts, files and chat transcripts. That split makes autonomous work hard to observe, interrupt or hand back safely.
CtxDesk turns activated tickets into a machine-readable queue, lets agents report progress through a small API and keeps the resulting activity visible in the same workbench humans use.
Activated tickets regenerate CLAUDE_QUEUE.md with priority, project context and the information an agent needs.
Ollama and LM Studio power in-ticket analysis and chat without requiring a cloud AI account.
Agents write updates back through the API, while reviewed tickets can trigger Cloudflare or webhook deployments.