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Digital Nestby Ulises Jeremias

Agent Operations Room

Agent Toolkit

Rebuilding skills, agents, and context for every coding assistant wastes the work each time you switch tools.

Agent Toolkit compiles that workflow once — skills, agents, loops, and MCP templates — and installs it into the coding assistants you already use: Claude Code, Cursor, Codex, Copilot, Gemini CLI, OpenCode, and more.

CAPABILITY PLANERUNTIME PLANEEVERY MAJOR ASSISTANT

Profile compiler · illustrative trace

One catalog. Native landings.

Choose an assistant profile, then watch one capability source route into its native shape.

Canonical catalog

  • Skills
  • Agents
  • Loops
  • Packs
  • Plugins
  • MCP

Native profiles 9

Profile surface~/.claude/skills + marketplace plugins

Symbolic route · no install is running
Capability family

One core · three surfaces

Run it where you work

The domain logic lives once, in a native V core. The CLI, the local API, and the desktop app are thin surfaces over it — none of them keeps its own copy of the truth.

  • CLI

    ReleasedReleased · v1.43.0

    A native V binary that installs the catalog into each detected assistant and runs loops, swarms, workspace, and memory commands.

    agent-toolkit install && agent-toolkit doctorCLI docs (opens in new tab)

  • Local API

    ReleasedReleased · job events and typed provider routes are on main, not yet released

    agent-toolkit serve exposes the same capabilities over a localhost HTTP API with an OpenAPI 3.1 contract, for editors and dashboards.

    agent-toolkit serveLocal API docs (opens in new tab)

  • Desktop

    ReleasedFlagship Electron app released for Linux, macOS, and Windows

    The app bundles its V backend and brings the capability Library, Operations, People, workspaces, a real terminal, and guided onboarding into one desktop surface.

    Get the desktop app (opens in new tab)Desktop docs (opens in new tab)

Queue ≠ Swarm

Two runtimes. Different jobs.

DevCompanion

Queue conveyorJOBQUEUERUNDONE

One durable background job at a time.

Swarm

Swarm topologySTATEReviewerImplementerIntegratorworktrees

Coordinated multi-role execution.

Queue = durable background jobs. Swarm = coordinated multi-role execution.Learn more ↗

Swarm Control Room

Recipe → roles → worktrees → handoffs → artifact

Watch the topology. Scrub the pipeline. Same run state under Herdr or tmux.

A concrete task enters the swarm planner.

CLI

Herdr
              agent-toolkit swarm start --recipe pair --ui herdr --runner opencode "…"
tmux
              agent-toolkit swarm start --recipe pair --ui tmux --runner opencode "Fix bug"

Full swarm manual: docs/SWARMS.md ↗

Install

One console

Scroll horizontally to read the full command.

# Native V binary + SHA256SUMS — https://github.com/ulises-jeremias/agent-toolkit/releases/latest
agent-toolkit install && agent-toolkit doctor

Primary channel: the product CLI is a native V binary with SHA256SUMS and a CycloneDX SBOM (v1.30.1+).

Installation docs ↗

Digital Nest

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