paperclip-ai-orchestration

Skill for using Paperclip — open-source orchestration platform for running autonomous AI-agent companies with org charts, budgets, governance, and heartbeats.

Safety Notice

This listing is imported from skills.sh public index metadata. Review upstream SKILL.md and repository scripts before running.

Copy this and send it to your AI assistant to learn

Install skill "paperclip-ai-orchestration" with this command: npx skills add aradotso/trending-skills/aradotso-trending-skills-paperclip-ai-orchestration

Paperclip AI Orchestration

Skill by ara.so — Daily 2026 Skills collection.

Paperclip is an open-source Node.js + React platform that runs a company made of AI agents. It provides org charts, goal alignment, ticket-based task management, budget enforcement, heartbeat scheduling, governance, and a full audit log — so you manage business outcomes instead of individual agent sessions.


Installation

Quickstart (recommended)

npx paperclipai onboard --yes

This clones the repo, installs dependencies, seeds an embedded PostgreSQL database, and starts the server.

Manual setup

git clone https://github.com/paperclipai/paperclip.git
cd paperclip
pnpm install
pnpm dev

Requirements:

  • Node.js 20+
  • pnpm 9.15+

The API server starts at http://localhost:3100. An embedded PostgreSQL database is created automatically — no manual DB setup needed for local development.

Production setup

Point Paperclip at an external Postgres instance and object storage via environment variables:

# .env
DATABASE_URL=postgresql://user:password@host:5432/paperclip
STORAGE_BUCKET=your-s3-bucket
STORAGE_REGION=us-east-1
AWS_ACCESS_KEY_ID=$AWS_ACCESS_KEY_ID
AWS_SECRET_ACCESS_KEY=$AWS_SECRET_ACCESS_KEY
PORT=3100

Key CLI Commands

pnpm dev              # Start API + UI in development mode
pnpm build            # Build for production
pnpm start            # Start production server
pnpm db:migrate       # Run pending database migrations
pnpm db:seed          # Seed demo data
pnpm test             # Run test suite
npx paperclipai onboard --yes   # Full automated onboarding

Core Concepts

ConceptDescription
CompanyTop-level namespace. All agents, goals, tasks, and budgets are scoped to a company.
AgentAn AI worker (OpenClaw, Claude Code, Codex, Cursor, HTTP bot, Bash script).
GoalHierarchical business objective. Tasks inherit goal ancestry so agents know the "why".
Task / TicketA unit of work assigned to an agent. Conversations and tool calls are threaded to it.
HeartbeatA cron-style schedule that wakes an agent to check for work or perform recurring tasks.
Org ChartHierarchical reporting structure. Agents have managers, direct reports, roles, and titles.
BudgetMonthly token/cost cap per agent. Atomic enforcement — agent stops when budget exhausted.
GovernanceApproval gates for hires, strategy changes, and config rollbacks. You are the board.

REST API

The Paperclip API is served at http://localhost:3100/api/v1.

Authentication

// All requests require a bearer token
const headers = {
  'Authorization': `Bearer ${process.env.PAPERCLIP_API_KEY}`,
  'Content-Type': 'application/json',
};

Create a Company

const response = await fetch('http://localhost:3100/api/v1/companies', {
  method: 'POST',
  headers,
  body: JSON.stringify({
    name: 'NoteGenius Inc.',
    mission: 'Build the #1 AI note-taking app to $1M MRR.',
    slug: 'notegenius',
  }),
});

const { company } = await response.json();
console.log(company.id); // "cmp_abc123"

Register an Agent

const agent = await fetch(`http://localhost:3100/api/v1/companies/${companyId}/agents`, {
  method: 'POST',
  headers,
  body: JSON.stringify({
    name: 'Alice',
    role: 'CTO',
    runtime: 'claude-code',       // 'openclaw' | 'claude-code' | 'codex' | 'cursor' | 'bash' | 'http'
    endpoint: process.env.ALICE_AGENT_ENDPOINT,
    budget: {
      monthly_usd: 200,
    },
    heartbeat: {
      cron: '0 * * * *',          // every hour
      enabled: true,
    },
    reports_to: ceoAgentId,       // parent in org chart
  }),
}).then(r => r.json());

Create a Goal

const goal = await fetch(`http://localhost:3100/api/v1/companies/${companyId}/goals`, {
  method: 'POST',
  headers,
  body: JSON.stringify({
    title: 'Launch v1 to Product Hunt',
    description: 'Ship the MVP and generate 500 upvotes on launch day.',
    parent_goal_id: null,         // null = top-level goal
    owner_agent_id: ctoAgentId,
    due_date: '2026-06-01',
  }),
}).then(r => r.json());

Create a Task

const task = await fetch(`http://localhost:3100/api/v1/companies/${companyId}/tasks`, {
  method: 'POST',
  headers,
  body: JSON.stringify({
    title: 'Implement offline sync for notes',
    description: 'Use CRDTs to merge note edits made offline. See ADR-004.',
    assigned_to: engineerAgentId,
    goal_id: goal.id,              // links task to goal ancestry
    priority: 'high',
  }),
}).then(r => r.json());

console.log(task.id); // "tsk_xyz789"

List Tasks for an Agent

const { tasks } = await fetch(
  `http://localhost:3100/api/v1/agents/${agentId}/tasks?status=open`,
  { headers }
).then(r => r.json());

Post a Message to a Task Thread

await fetch(`http://localhost:3100/api/v1/tasks/${taskId}/messages`, {
  method: 'POST',
  headers,
  body: JSON.stringify({
    role: 'agent',
    content: 'Implemented CRDT merge logic. Tests passing. Ready for review.',
    tool_calls: [
      {
        tool: 'bash',
        input: 'pnpm test --filter=sync',
        output: '42 tests passed in 3.1s',
      },
    ],
  }),
});

Report Agent Cost

Agents self-report token usage; Paperclip enforces budget atomically:

await fetch(`http://localhost:3100/api/v1/agents/${agentId}/cost`, {
  method: 'POST',
  headers,
  body: JSON.stringify({
    tokens_in: 12400,
    tokens_out: 3800,
    model: 'claude-opus-4-5',
    task_id: taskId,
  }),
});

Heartbeat Ping

Agents call this endpoint on each scheduled wake-up:

const { instructions, tasks } = await fetch(
  `http://localhost:3100/api/v1/agents/${agentId}/heartbeat`,
  { method: 'POST', headers }
).then(r => r.json());

// instructions — what the org says to focus on now
// tasks        — open tasks assigned to this agent

TypeScript SDK Pattern

Wrap the REST API for cleaner agent integration:

// lib/paperclip-client.ts
export class PaperclipClient {
  private base: string;
  private headers: Record<string, string>;

  constructor(
    base = process.env.PAPERCLIP_BASE_URL ?? 'http://localhost:3100',
    apiKey = process.env.PAPERCLIP_API_KEY ?? '',
  ) {
    this.base = `${base}/api/v1`;
    this.headers = {
      Authorization: `Bearer ${apiKey}`,
      'Content-Type': 'application/json',
    };
  }

  private async req<T>(path: string, init?: RequestInit): Promise<T> {
    const res = await fetch(`${this.base}${path}`, {
      ...init,
      headers: { ...this.headers, ...init?.headers },
    });
    if (!res.ok) {
      const body = await res.text();
      throw new Error(`Paperclip API ${res.status}: ${body}`);
    }
    return res.json() as Promise<T>;
  }

  heartbeat(agentId: string) {
    return this.req<{ instructions: string; tasks: Task[] }>(
      `/agents/${agentId}/heartbeat`,
      { method: 'POST' },
    );
  }

  completeTask(taskId: string, summary: string) {
    return this.req(`/tasks/${taskId}`, {
      method: 'PATCH',
      body: JSON.stringify({ status: 'done', completion_summary: summary }),
    });
  }

  reportCost(agentId: string, payload: CostPayload) {
    return this.req(`/agents/${agentId}/cost`, {
      method: 'POST',
      body: JSON.stringify(payload),
    });
  }
}

Building an Agent That Works With Paperclip

A minimal agent loop that integrates with Paperclip:

// agent.ts
import { PaperclipClient } from './lib/paperclip-client';

const client = new PaperclipClient();
const AGENT_ID = process.env.PAPERCLIP_AGENT_ID!;

async function runHeartbeat() {
  console.log('[agent] heartbeat ping');

  const { instructions, tasks } = await client.heartbeat(AGENT_ID);

  for (const task of tasks) {
    console.log(`[agent] working on task: ${task.title}`);

    try {
      // --- your agent logic here ---
      const result = await doWork(task, instructions);

      await client.completeTask(task.id, result.summary);
      await client.reportCost(AGENT_ID, {
        tokens_in: result.tokensIn,
        tokens_out: result.tokensOut,
        model: result.model,
        task_id: task.id,
      });

      console.log(`[agent] task ${task.id} done`);
    } catch (err) {
      console.error(`[agent] task ${task.id} failed`, err);
      // Paperclip will reassign or escalate based on governance rules
    }
  }
}

// Heartbeat is usually driven by Paperclip's cron, but you can also self-poll:
setInterval(runHeartbeat, 60_000);
runHeartbeat();

Registering an HTTP Agent (any language)

Any process reachable over HTTP can be an agent. Paperclip sends a POST to your endpoint:

// Paperclip calls POST /work on your agent with this shape:
interface PaperclipWorkPayload {
  agent_id: string;
  task: {
    id: string;
    title: string;
    description: string;
    goal_ancestry: string[];   // full chain: company mission → goal → sub-goal
  };
  instructions: string;        // current org-level directives
  context: Record<string, unknown>;
}

Respond with:

interface PaperclipWorkResponse {
  status: 'done' | 'blocked' | 'delegated';
  summary: string;
  tokens_in?: number;
  tokens_out?: number;
  model?: string;
  delegate_to?: string;        // agent_id if status === 'delegated'
}

Multi-Company Setup

// Create isolated companies in one deployment
const companies = await Promise.all([
  createCompany({ name: 'NoteGenius', mission: 'Best note app' }),
  createCompany({ name: 'ShipFast', mission: 'Fastest deploy tool' }),
]);

// Each company has its own agents, goals, tasks, budgets, and audit log
// No data leaks between companies

Governance & Approvals

// Fetch pending approval requests (you are the board)
const { approvals } = await fetch(
  `http://localhost:3100/api/v1/companies/${companyId}/approvals?status=pending`,
  { headers }
).then(r => r.json());

// Approve a hire
await fetch(`http://localhost:3100/api/v1/approvals/${approvals[0].id}`, {
  method: 'PATCH',
  headers,
  body: JSON.stringify({ decision: 'approved', note: 'Looks good.' }),
});

// Roll back a bad config change
await fetch(`http://localhost:3100/api/v1/agents/${agentId}/config/rollback`, {
  method: 'POST',
  headers,
  body: JSON.stringify({ revision: 3 }),
});

Environment Variables Reference

# Required
PAPERCLIP_API_KEY=                  # Your API key for the Paperclip server

# Database (defaults to embedded Postgres in dev)
DATABASE_URL=                        # postgresql://user:pass@host:5432/db

# Storage (defaults to local filesystem in dev)
STORAGE_DRIVER=local                 # 'local' | 's3'
STORAGE_BUCKET=                      # S3 bucket name
STORAGE_REGION=                      # AWS region
AWS_ACCESS_KEY_ID=                   # From your environment
AWS_SECRET_ACCESS_KEY=               # From your environment

# Server
PORT=3100
BASE_URL=http://localhost:3100

# Agent-side (used inside agent processes)
PAPERCLIP_BASE_URL=http://localhost:3100
PAPERCLIP_AGENT_ID=                  # The agent's UUID from Paperclip

Common Patterns

Pattern: Manager delegates to reports

// In your manager agent's heartbeat handler:
const { tasks } = await client.heartbeat(MANAGER_AGENT_ID);

for (const task of tasks) {
  if (task.complexity === 'high') {
    // Delegate down the org chart
    await fetch(`http://localhost:3100/api/v1/tasks/${task.id}/delegate`, {
      method: 'POST',
      headers,
      body: JSON.stringify({ to_agent_id: engineerAgentId }),
    });
  }
}

Pattern: @-mention an agent in a task thread

await fetch(`http://localhost:3100/api/v1/tasks/${taskId}/messages`, {
  method: 'POST',
  headers,
  body: JSON.stringify({
    role: 'human',
    content: `@${designerAgentId} Can you review the UI for this feature?`,
  }),
});
// Paperclip delivers the mention as a trigger to the designer agent's next heartbeat

Pattern: Export a company template (Clipmart)

const blob = await fetch(
  `http://localhost:3100/api/v1/companies/${companyId}/export`,
  { headers }
).then(r => r.blob());

// Saves a .paperclip bundle with secrets scrubbed
fs.writeFileSync('my-saas-company.paperclip', Buffer.from(await blob.arrayBuffer()));

Pattern: Import a company template

const form = new FormData();
form.append('file', fs.createReadStream('my-saas-company.paperclip'));

await fetch('http://localhost:3100/api/v1/companies/import', {
  method: 'POST',
  headers: { Authorization: `Bearer ${process.env.PAPERCLIP_API_KEY}` },
  body: form,
});

Troubleshooting

ProblemFix
ECONNREFUSED localhost:3100Server not running. Run pnpm dev first.
401 UnauthorizedCheck PAPERCLIP_API_KEY is set and matches server config.
Agent never wakes upVerify heartbeat.enabled: true and cron expression is valid. Check server logs for scheduler errors.
Budget exhausted immediatelymonthly_usd budget too low or tokens_in/tokens_out are being over-reported. Check POST /agents/:id/cost payloads.
Task stuck in openAgent may be offline or heartbeat misconfigured. Check /api/v1/agents/:id/status.
Database migration errorsRun pnpm db:migrate after pulling new commits.
Embedded Postgres won't startPort 5433 may be in use. Set EMBEDDED_PG_PORT=5434 in .env.
Org chart not resolvingreports_to agent ID must exist before creating the subordinate. Create top-down.

Resources

Source Transparency

This detail page is rendered from real SKILL.md content. Trust labels are metadata-based hints, not a safety guarantee.

Related Skills

Related by shared tags or category signals.

Coding

everything-claude-code-harness

No summary provided by upstream source.

Repository SourceNeeds Review
Coding

freecodecamp-curriculum

No summary provided by upstream source.

Repository SourceNeeds Review
General

lightpanda-browser

No summary provided by upstream source.

Repository SourceNeeds Review
General

openclaw-control-center

No summary provided by upstream source.

Repository SourceNeeds Review