A semantic workspace for real agent work

Your AI agents finally have a place to work.

Projects become places. People become reusable collaborators. Skills, memory and real agent sessions come together in one workspace you can understand at a glance.

No pretend workers. A character appears only when a real session is running.

Agent Toolkit Desktop's actual pixel valley: project houses, shared Library and Operations landmarks, paths, creek and woods
The workspace is the map.Projects · People · Operations
REAL PROJECTS
real places to work
A WORLD THAT EXPLAINS YOUR WORK — NOT WALLPAPER BEHIND IT

The map is information architecture

Every place has a reason to be there.

Agent Toolkit gives a spatial home to the parts of agent development that belong together. Click a place to reach the same real workflow available through menus, direct navigation and the keyboard.

See what the places mean
Projects

Each registered project has its own building and context.

Library

Discover reusable Skills, Agent Definitions, MCP and Loops.

Operations

Inspect real jobs, Swarms, schedules and approvals.

Project · a place with its own context

Enter a house. You're in that project.

The room brings actual project resources into reach. Files open the registered project tree. Knowledge and Memory stay distinct. The terminal is a real PTY, not a mock console.

  • Project board and actual context
  • Files, knowledge and memory with clear boundaries
  • Terminal sessions remain real across navigation

Tour the Desktop

Actual Agent Toolkit project interior showing a warm pixel room with a project overview and semantic work areas
PROJECT INTERIORfiles · knowledge · terminal

People · identity that survives a session

Build a team you can bring back.

A Person keeps a durable identity, role, goal, preferred runner and model. An Agent Definition describes reusable behavior. A session is the real process. A Swarm role is temporary responsibility.

Offline People stay in the roster. Only a live session tied to a project appears in the world, and that same session can open its real terminal.

Meet People
Actual Agent Toolkit People roster showing saved collaborators and their configured roles
PEOPLEdurable identity · real sessions

Operations · understand what is happening

Coordinate work. Keep the truth visible.

Swarms assign People to temporary roles, review plans and approvals, and collect handoffs and artifacts. Loops run recurring workflows. Operations shows the actual run state; the World shows where live work belongs.

  • Review topology, roles and runner/model bindings
  • Approve, pause, resume or stop through the typed backend
  • Inspect artifacts, logs and recovery state

How Swarms work

Actual Operations inspector listing real jobs and swarm runs with their current states
OPERATIONSruns · gates · recovery

Library · reusable capability, not project knowledge

Give each collaborator the right tools.

Browse real Skills, Agent Definitions, MCP providers, Loops and distributions from Toolkit's generated catalogs. Review requirements and targets before installation; receipts show what actually changed.

105 Skills · 18 Agent Definitions · 10 Loops in the current catalogs.

Browse the catalog
Actual Agent Toolkit Library showing discovered capabilities in a project of the pixel world
LIBRARYcatalog truth · install evidence

One idea, many ways in

Explore spatially. Work the way you prefer.

Walk the map with your pointer, jump straight from the command palette, use keyboard navigation, or open a conventional inspector. They reach the same canonical operations. Nothing requires a CLI for everyday Desktop work.

PROJECT

Building
A real registered project.

CAPABILITIES

Library
Reusable and discoverable.

DURABLE CONTEXT

Memory / Archive
Remembered records, not files.

AUTOMATION

Operations
Jobs, Loops and Swarms.

DIRECT CONTROL

Terminal
A real shell session.

RUNTIME

People at work
Only while their real session runs.

Step into your workspace

Make room for real work.

Start with Agent Toolkit Desktop. Use the CLI when you want automation, scripting or a headless workflow.