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Free desktop app for AI agent teams. Start with a free model with no auth - no signup, API key, or card - or connect Claude/Codex/OpenCode provider access for more models. Not just coding agents.
Watch demo on the site or here:
| https://github.com/user-attachments/assets/9cae73cd-7f42-46e5-a8fb-ad6d41737ff8 | https://github.com/user-attachments/assets/35e27989-726d-4059-8662-bae610e46b42 |
No prerequisites - the app can detect supported runtimes/providers and guide setup from the UI.
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An orchestration layer for AI agent teams across Claude, Codex, and OpenCode.
More features
Task creation with attachments — send a message to the team lead with any attached images. The lead will automatically create a fully described task and attach your files directly to the task for complete context.
Auto-resume after rate limits — when the lead hits a Claude rate limit and the reset time is known, the app can automatically nudge the lead to continue once the cooldown has passed
Deep session analysis — detailed breakdown of what happened in each agent session: bash commands, reasoning, subprocesses
Smart task-to-log/changes matching — automatically links session logs/changes to specific tasks
Advanced context monitoring system — comprehensive breakdown of what consumes tokens at every step: user messages, Claude.md instructions, tool outputs, thinking text, and team coordination. Token usage, percentage of context window, and session cost are displayed for each category, with detailed views by category or size.
Recent tasks across projects — browse the latest completed tasks from all your projects in one place
Zero-setup onboarding — start with the free model with no auth, then connect paid/account providers only when you need them
Multi-language support - choose the app language and preferred agent communication language. Current UI languages: Arabic, Bengali, Chinese, English, French, German, Hindi, Indonesian, Japanese, Korean, Portuguese, Russian, Spanish, Urdu.
Built-in code editor — edit project files with Git support without leaving the app
Branch strategy - choose per teammate at launch: use the main checkout or run selected agents in their own git worktree. You can still spell out branch rules in the provisioning prompt.
Team member stats — global performance statistics per member
Attach code context — reference files or snippets in messages, like in Cursor. You can also mention tasks using #task-id, or refer to another team with @team-name in your messages.
Notification system — configurable alerts when tasks complete, agents need your response, new comments arrive, or errors occur
MCP integration — supports the built-in mcp-server (see mcp-server folder) for integrating external tools and extensible agent plugins out of the box
Post-compact context recovery — when the active runtime compacts its context, the app restores the key team-management instructions so kanban/task-board coordination stays consistent and important operational context is not lost
Task context is preserved — thanks to task descriptions, comments, and attachments, all essential information about each task remains available for ongoing work and future reference
Workflow history — see the full timeline of each task: when and how its status changed, which agents were involved, and every action that led to the current state
| Feature | Agent Teams | Gastown | Paperclip | Cursor | Claude Code CLI |
|---|---|---|---|---|---|
| Cross-team communication | ✅ Messages between separate teams | ⚠️ Coordination across groups | ⚠️ Company-scoped org work | N/A | ❌ |
| Agent-to-agent messaging | ✅ Native real-time mailbox | ✅ Mailboxes + handoffs | ⚠️ Comments + @mentions | ❌ | ✅ Team mailbox, no UI |
| Linked tasks | ✅ Tasks can link to and block each other | ⚠️ Task deps + grouped work | ✅ Goals, parent tasks, blockers | ❌ | ✅ Shared task list |
| Session analysis | ✅ Task logs + token usage | ⚠️ Session recall, feed, metrics | ⚠️ Run transcripts + cost audit | ❌ | ⚠️ Usage command, no UI |
| Task attachments | ✅ Auto-attach, agents read & attach files | ❌ Not task-level | ✅ Docs, attachments, work products | ⚠️ Chat session only | ⚠️ Chat images only |
| Hunk-level review | ✅ Accept / reject individual hunks | ❌ | ❌ Bring your own review | ✅ | ❌ |
| Built-in code editor | ✅ With Git support | ❌ | ❌ Control plane, not editor | ✅ Full IDE | ❌ |
| Full autonomy | ✅ Agents plan, assign, work, and review | ✅ Coordinator, grouped work, recovery | ✅ Wake-up runs + governance | ⚠️ Cloud agents, not teams | ✅ Experimental CLI teams |
| Task dependencies | ✅ Tasks wait for blockers automatically | ✅ Dependency waves | ✅ Blockers + execution locks | ❌ | ✅ Team task deps, no UI |
| Review workflow | ✅ Agents review each other + human review UI | ⚠️ Merge queue | ✅ Approvals + governance | ⚠️ PR/BugBot only | ✅ Team review, no UI |
| Zero setup | ✅ Guided runtime setup | ❌ Manual CLI stack | ⚠️ npx + local database |
✅ | ⚠️ CLI + env flag |
| Kanban board | ✅ 5 columns, real-time | ❌ Dashboard, not Kanban | ✅ 7 columns, drag-and-drop | ❌ | ❌ |
| Execution logs | ✅ Tool calls, reasoning, timeline | ⚠️ Feed, metrics, dashboard | ✅ Run transcripts + audit log | ⚠️ Agent chat + terminal | ❌ |
| Live processes | ✅ View, stop, open URLs in browser | ⚠️ Agent health dashboard | ⚠️ Manual services + previews | ⚠️ Native terminal only | ❌ |
| CPU/RAM per teammate | ✅ See CPU/RAM history for each live teammate | ⚠️ Shows activity/health, not CPU/RAM | ⚠️ Shows run status/cost, not CPU/RAM | ❌ Remote agent/terminal only | ❌ |
| Per-task code review | ✅ Accept / reject / comment | ⚠️ Merge queue, no diff UI | ⚠️ PR/work products, no inline diff | ✅ BugBot on PRs | ❌ |
| Flexible autonomy | ✅ Per-action approvals + notifications | ✅ Gates, escalation, recovery | ✅ Board approvals, pause, terminate | ⚠️ Cloud agents run commands | ✅ Permissions + hooks |
| Git worktree isolation | ✅ Optional | ✅ Core primitive | ✅ Worktrees / branches | ✅ Agents Window worktrees | ⚠️ Manual worktrees |
| Mixed AI teammates | ✅ Claude, Codex, and OpenCode in one team | ✅ Many providers, terminal-first | ✅ Bring your own agents/runtimes | ⚠️ Multi-model agents, no shared team | ⚠️ Claude-only experimental teams |
| Live team map | ✅ Map of teammates, tasks, blockers, handoffs, activity, logs | ⚠️ Agent tree + feed panels | ⚠️ Org chart/status, not a task/log map | ❌ | ❌ |
| Live teammates | ✅ Watch teammates work and message them directly | ⚠️ Terminal-based agent sessions | ⚠️ Agents wake up for runs, then sleep | ⚠️ Cloud agents per task | ⚠️ CLI teams, no desktop view |
| Team workspace | ✅ Tasks, logs, Kanban, review, and teammates in one app | ⚠️ Mail/feed/dashboard across tools | ⚠️ Board + transcripts, less live teammate view | ⚠️ IDE chats/tasks, not team view | ❌ No desktop UI |
| Teammate launch status | ✅ Know who started, who is stuck, and who replied | ⚠️ Session health, less clear message status | ⚠️ Run status, not live teammate status | ❌ | ⚠️ CLI mailbox, no visual status |
| Org chart / governance | ⚠️ Roles + approvals, no org chart | ⚠️ Roles + escalation | ✅ Org chart + board governance | ⚠️ Team admin only | ❌ |
| Budget controls | ⚠️ Cost/token visibility, no hard caps | ⚠️ Cost tiers + digest, no hard caps | ✅ Per-agent budgets + hard stops | ⚠️ Usage + cloud spend limits | ⚠️ /usage + workspace limits |
| Price | Free OSS UI + free model with no auth, paid providers optional | Free OSS, ru |
$ claude mcp add agent-teams-ai \
-- python -m otcore.mcp_server <graph>