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Assign goals to AI agents and track their work and costs from one dashboard
AI summary · README
BusinessTypeScript · ShellGitHub @ShieldnestORGOnlineOwner unconfirmed
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ShieldnestORG/team-dashboard
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Taken from the repository README
Loading the full README. The saved excerpt is shown below.
If OpenClaw is an employee, Team Dashboard is the company
Team Dashboard is a Node.js server and React UI that orchestrates a team of AI agents to run a business. Bring your own agents, assign goals, and track your agents' work and costs from one dashboard.
It looks like a task manager — but under the hood it has org charts, budgets, governance, goal alignment, and agent coordination.
Manage business goals, not pull requests.Read the full README ↗If OpenClaw is an employee, Team Dashboard is the company
Team Dashboard is a Node.js server and React UI that orchestrates a team of AI agents to run a business. Bring your own agents, assign goals, and track your agents' work and costs from one dashboard.
It looks like a task manager — but under the hood it has org charts, budgets, governance, goal alignment, and agent coordination.
Manage business goals, not pull requests.
| Step | Example | |
|---|---|---|
| 01 | Define the goal | "Build the #1 AI note-taking app to $1M MRR." |
| 02 | Hire the team | CEO, CTO, engineers, designers, marketers — any bot, any provider. |
| 03 | Approve and run | Review strategy. Set budgets. Hit go. Monitor from the dashboard. |
COMING SOON: Clipmart — Download and run entire companies with one click. Browse pre-built company templates — full org structures, agent configs, and skills — and import them into your Team Dashboard instance in seconds.
If it can receive a heartbeat, it's hired.
| Without Team Dashboard | With Team Dashboard |
|---|---|
| ❌ You have 20 Claude Code tabs open and can't track which one does what. On reboot you lose everything. | ✅ Tasks are ticket-based, conversations are threaded, sessions persist across reboots. |
| ❌ You manually gather context from several places to remind your bot what you're actually doing. | ✅ Context flows from the task up through the project and company goals — your agent always knows what to do and why. |
| ❌ Folders of agent configs are disorganized and you're re-inventing task management, communication, and coordination between agents. | ✅ Team Dashboard gives you org charts, ticketing, delegation, and governance out of the box — so you run a company, not a pile of scripts. |
| ❌ Runaway loops waste hundreds of dollars of tokens and max your quota before you even know what happened. | ✅ Cost tracking surfaces token budgets and throttles agents when they're out. Management prioritizes with budgets. |
| ❌ You have recurring jobs (customer support, social, reports) and have to remember to manually kick them off. | ✅ Heartbeats handle regular work on a schedule. Management supervises. |
| ❌ You have an idea, you have to find your repo, fire up Claude Code, keep a tab open, and babysit it. | ✅ Add a task in Team Dashboard. Your coding agent works on it until it's done. Management reviews their work. |
Team Dashboard handles the hard orchestration details correctly.
| Atomic execution. | Task checkout and budget enforcement are atomic, so no double-work and no runaway spend. |
| Persistent agent state. | Agents resume the same task context across heartbeats instead of restarting from scratch. |
| Runtime skill injection. | Agents can learn Team Dashboard workflows and project context at runtime, without retraining. |
| Governance with rollback. | Approval gates are enforced, config changes are revisioned, and bad changes can be rolled back safely. |
| Goal-aware execution. | Tasks carry full goal ancestry so agents consistently see the "why," not just a title. |
| Portable company templates. | Export/import orgs, agents, and skills with secret scrubbing and collision handling. |
| True multi-company isolation. | Every entity is company-scoped, so one deployment can run many companies with separate data and audit trails. |
| Not a chatbot. | Agents have jobs, not chat windows. |
| Not an agent framework. | We don't tell you how to build agents. We tell you how to run a company made of them. |
| Not a workflow builder. | No drag-and-drop pipelines. Team Dashboard models companies — with org charts, goals, budgets, and governance. |
| Not a prompt manager. | Agents bring their own prompts, models, and runtimes. Team Dashboard manages the organization they work in. |
| Not a single-agent tool. | This is for teams. If you have one agent, you probably don't need Team Dashboard. If you have twenty — you definitely do. |
| Not a code review tool. | Team Dashboard orchestrates work, not pull requests. Bring your own review process. |
Open source. Self-hosted. No Team Dashboard account required.
npx paperclipai onboard --yes
Or manually:
git clone https://github.com/ShieldnestORG/team-dashboard.git
cd team-dashboard
pnpm install
pnpm dev
This starts the API server at http://localhost:3100. An embedded PostgreSQL database is created automatically — no setup required.
Requirements: Node.js 20+, pnpm 9.15+
What does a typical setup look like? Locally, a single Node.js process manages an embedded Postgres and local file storage. For production, point it at your own Postgres and deploy however you like. Configure projects, agents, and goals — the agents take care of the rest.
If you're a solo-entreprenuer you can use Tailscale to access Team Dashboard on the go. Then later you can deploy to e.g. Vercel when you need it.
Can I run multiple companies? Yes. A single deployment can run an unlimited number of companies with complete data isolation.
How is Team Dashboard different from agents like OpenClaw or Claude Code? Team Dashboard uses those agents. It orchestrates them into a company — with org charts, budgets, goals, governance, and accountability.
Why should I use Team Dashboard instead of just pointing my OpenClaw to Asana or Trello? Agent orchestration has subtleties in how you coordinate who has work checked out, how to maintain sessions, monitoring costs, establishing governance - Team Dashboard does this for you.
(Bring-your-own-ticket-system is on the Roadmap)
Do agents run continuously? By default, agents run on scheduled heartbeats and event-based triggers (task assignment, @-mentions). You can also hook in continuous agents like OpenClaw. You bring your agent and Team Dashboard coordinates.
pnpm dev # Full dev (API + UI, watch mode)
pnpm dev:once # Full dev without file watching
pnpm dev:server # Server only
pnpm build # Build all
pnpm typecheck # Type checking
pnpm test:run # Run tests
pnpm db:generate # Generate DB migration
pnpm db:migrate # Apply migrations
See doc/DEVELOPING.md for the full development guide.
Find Plugins and more at awesome-team-dashboard
We welcome contributions. See the contributing guide for details.
MIT © 2026 Team Dashboard