The server computes trending hip-hop artist momentum scores across four cultural dimensions. It exposes data and insights related to artist momentum, enabling analysis and visualization through its tool set.

🛠️ Key Features

toolCount: 3
Readme excerpt provided to guide integration and understanding
Centered banner imagery referenced for UI contexts
Quickstart and documentation links available in readme excerpt

🚀 Use Cases

Track four cultural dimensions of artist momentum over time
Integrate momentum scores into dashboards for media or label analytics
Benchmark artists against peers using the supplied data

⚡ Developer Benefits

Clear quickstart guidance and docs references
GitHub and external links for collaboration
Lightweight data model suitable for fast rendering

⚠️ Limitations

Readme excerpt shows truncated links and content in the sample data
Tool count and exact schema may vary; rely on the provided readme for integration specifics

Paperclip is the app people use to manage AI agents for work.

Quickstart · Docs · GitHub · Discord · Twitter · Website

Paperclip is the app people use to manage AI agents for work.

Open-source orchestration for teams of AI agents.

If OpenClaw is an employee, Paperclip is the company.

Paperclip 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 work and costs from one dashboard.

It looks like a task manager. Under the hood: 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.

Works
with

_OpenClaw

_{Claude Code}

_Codex

_Cursor

_Bash

_HTTP

If it can receive a heartbeat, it's hired.

Paperclip is right for you if

✅ You want to build autonomous AI companies
✅ You coordinate many different agents (OpenClaw, Codex, Claude, Cursor) toward a common goal
✅ You have 20 simultaneous Claude Code terminals open and lose track of what everyone is doing
✅ You want agents running autonomously 24/7, but still want to audit work and chime in when needed
✅ You want to monitor costs and enforce budgets
✅ You want a process for managing agents that feels like using a task manager
✅ You want to manage your autonomous businesses from your phone

The four pillars

Four things have to work for an organization of AI agents to actually produce: the tasks, the org, the training, and the infrastructure. Paperclip is built around exactly those four pillars.

Pillar	Built for	What it covers
Agentic Task Manager — Declare intent. Agents work. You verify the output.	Everyone, daily	Tasks, approvals & review gates · proactive agent coworkers · auditable routines & workflows · verify from diffs, screenshots & tests
Org Chart for Agents — Roles, permissions & boundaries for humans and agents.	Managers	Mixed human + agent org chart · responsibilities, delegation, specialization · governance: who can do what · scoped secrets & company boundaries
Agent Employee Training — Design, train & evaluate your AI employees.	Enablers	Skill Studio & shared org-wide skills · evals & saved test runs · active learning loops & quality metrics · performance reviews for agents
Agentic OS — The infrastructure that makes the work run.	IT & platform	Cross-provider runtime: any model, any agent · sandboxing, integrations & MCP servers · SSO, GRC, RBAC & cost controls · data privacy, internal trace collection, compounding data value

Features

🔌 Bring Your Own Agent Any agent, any runtime, one org chart. If it can receive a heartbeat, it's hired.	🎯 Goal Alignment Every task traces back to the company mission. Agents know what to do and why.	💓 Heartbeats Agents wake on a schedule, check work, and act. Delegation flows up and down the org chart.
💰 Cost Control Monthly budgets per agent. When they hit the limit, they stop. No runaway costs.	🏢 Multi-Company One deployment, many companies. Complete data isolation. One control plane for your portfolio.	🎫 Ticket System Every conversation traced. Every decision explained. Full tool-call tracing and immutable audit log.
🛡️ Governance Approve hires, override strategy, pause or terminate any agent — at any time.	📊 Org Chart Hierarchies, roles, reporting lines. Your agents have a boss, a title, and a job description.	📱 Mobile Ready Monitor and manage your autonomous businesses from anywhere.

Problems Paperclip solves

Without Paperclip	With Paperclip
❌ 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.	✅ Paperclip 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 Paperclip. Your coding agent works on it until it's done. Management reviews their work.

Why Paperclip is special

Paperclip 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 Paperclip 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.

What's Under the Hood

Paperclip is a full control plane, not a wrapper. Before you build any of this yourself, know that it already exists:

code

┌──────────────────────────────────────────────────────────────┐
│                       PAPERCLIP SERVER                       │
│                                                              │
│  ┌───────────┐  ┌───────────┐  ┌───────────┐  ┌───────────┐  │
│  │Identity & │  │  Work &   │  │ Heartbeat │  │Governance │  │
│  │  Access   │  │   Tasks   │  │ Execution │  │& Approvals│  │
│  └───────────┘  └───────────┘  └───────────┘  └───────────┘  │
│                                                              │
│  ┌───────────┐  ┌───────────┐  ┌───────────┐  ┌───────────┐  │
│  │ Org Chart │  │Workspaces │  │  Plugins  │  │  Budget   │  │
│  │ & Agents  │  │ & Runtime │  │           │  │ & Costs   │  │
│  └───────────┘  └───────────┘  └───────────┘  └───────────┘  │
│                                                              │
│  ┌───────────┐  ┌───────────┐  ┌───────────┐  ┌───────────┐  │
│  │ Routines  │  │ Secrets & │  │ Activity  │  │  Company  │  │
│  │& Schedules│  │  Storage  │  │ & Events  │  │Portability│  │
│  └───────────┘  └───────────┘  └───────────┘  └───────────┘  │
└──────────────────────────────────────────────────────────────┘
         ▲              ▲              ▲              ▲
   ┌─────┴─────┐  ┌─────┴─────┐  ┌─────┴─────┐  ┌─────┴─────┐
   │  Claude   │  │   Codex   │  │   CLI     │  │ HTTP/web  │
   │   Code    │  │           │  │  agents   │  │   bots    │
   └───────────┘  └───────────┘  └───────────┘  └───────────┘

The Systems

Identity & Access — Two deployment modes (trusted local or authenticated), board users, agent API keys, short-lived run JWTs, company memberships, invite flows, and OpenClaw onboarding. Every mutating request is traced to an actor.	Org Chart & Agents — Agents have roles, titles, reporting lines, permissions, and budgets. Adapter examples match the diagram: Claude Code, Codex, CLI agents such as Cursor/Gemini/bash, HTTP/webhook bots such as OpenClaw, and external adapter plugins. If it can receive a heartbeat, it's hired.
Work & Task System — Issues carry company/project/goal/parent links, atomic checkout with execution locks, first-class blocker dependencies, comments, documents, attachments, work products, labels, and inbox state. No double-work, no lost context.	Heartbeat Execution — DB-backed wakeup queue with coalescing, budget checks, workspace resolution, secret injection, skill loading, and adapter invocation. Runs produce structured logs, cost events, session state, and audit trails. Recovery handles orphaned runs automatically.
Workspaces & Runtime — Project workspaces, isolated execution workspaces (git worktrees, operator branches), and runtime services (dev servers, preview URLs). Agents work in the right directory with the right context every time.	Governance & Approvals — Board approval workflows, execution policies with review/approval stages, decision tracking, budget hard-stops, agent pause/resume/terminate, and full audit logging. Nothing ships without your sign-off.
Budget & Cost Control — Token and cost tracking by company, agent, project, goal, issue, provider, and model. Scoped budget policies with warning thresholds and hard stops. Overspend pauses agents and cancels queued work automatically.	Routines & Schedules — Recurring tasks with cron, webhook, and API triggers. Concurrency and catch-up policies. Each routine execution creates a tracked issue and wakes the assigned agent — no manual kick-offs needed.
Plugins — Instance-wide plugin system with out-of-process workers, capability-gated host services, job scheduling, tool exposure, and UI contributions. Extend Paperclip without forking it.	Secrets & Storage — Instance and company secrets, encrypted local storage, provider-backed object storage, attachments, and work products. Sensitive values stay out of prompts unless a scoped run explicitly needs them.
Activity & Events — Mutating actions, heartbeat state changes, cost events, approvals, comments, and work products are recorded as durable activity so operators can audit what happened and why.	Company Portability — Export and import entire organizations — agents, skills, projects, routines, and issues — with secret scrubbing and collision handling. One deployment, many companies, complete data isolation.

What Paperclip is not


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. Paperclip models companies — with org charts, goals, budgets, and governance.
Not a prompt manager.	Agents bring their own prompts, models, and runtimes. Paperclip 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 Paperclip. If you have twenty — you definitely do.
Not a code review tool.	Paperclip orchestrates work, not pull requests. Bring your own review process.

Quickstart

Open source. Self-hosted. No Paperclip account required.

bash

curl -fsSLO https://paperclip.ing/install.sh
curl -fsSLO https://paperclip.ing/install.sh.sha256
if command -v sha256sum >/dev/null 2>&1; then
  sha256sum -c install.sh.sha256
else
  shasum -a 256 -c install.sh.sha256
fi
bash install.sh

The installer ensures Node.js 20 or newer is available, installs a managed Paperclip CLI under ~/.paperclip/cli, and starts interactive onboarding. It can also install Paperclip as a background service on supported Linux and macOS systems. The checksum detects transfer or publishing mistakes, but it is served from the same origin as the script; use a release-tag or commit-pinned GitHub copy when you need an independently hosted source.

For a non-interactive managed install:

bash

curl -fsSL https://paperclip.ing/install.sh | bash -s -- --no-prompt --no-onboard
paperclipai onboard --yes

The piped form requires supported Node.js, npm, and npx to already be present. If Node.js bootstrap is required, download and review install.sh before running it so no privileged dependency-install command is accepted through a pipe.

To try Paperclip without installing anything permanently:

bash

npx --registry https://registry.npmjs.org paperclipai onboard --yes

Troubleshooting: private npm registry .npmrc

If this fails with an E404 for paperclipai (or similar) and you use a private npm registry (for example GitHub Packages) via a global ~/.npmrc, npx may be resolving paperclipai against that private registry instead of the public npm registry.

Diagnostic:
bash
npm config get registry
Workaround (cross-platform; force the public npm registry for this command):
bash
npx --registry https://registry.npmjs.org paperclipai onboard --yes

That quickstart path now defaults to trusted local loopback mode for the fastest first run. To start in authenticated/private mode instead, choose a bind preset explicitly:

bash

paperclipai onboard --yes --bind lan
# or:
paperclipai onboard --yes --bind tailnet

If you already have Paperclip configured, rerunning onboard keeps the existing config in place. Use paperclipai configure to edit settings.

See doc/INSTALLING.md for pinned versions, canary and git-ref installs, updates, rollback, service management, and uninstalling.

Or manually:

bash

git clone https://github.com/paperclipai/paperclip.git
cd paperclip
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+

FAQ

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 entrepreneur you can use Tailscale to access Paperclip 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 Paperclip different from agents like OpenClaw or Claude Code? Paperclip uses those agents. It orchestrates them into a company — with org charts, budgets, goals, governance, and accountability.

Why should I use Paperclip 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 - Paperclip 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 Paperclip coordinates.

Development

bash

pnpm dev              # Full dev (API + UI, watch mode)
pnpm dev:once         # Full dev without file watching
pnpm dev:server       # Server only
pnpm dev:mobile       # Serve prebuilt UI on :3101 for phones/tablets (proxies /api → :3100)
pnpm dev:both         # Run `pnpm dev` and `pnpm dev:mobile` together
pnpm build            # Build all
pnpm typecheck        # Type checking
pnpm test             # Cheap default test run (Vitest only)
pnpm test:watch       # Vitest watch mode
pnpm test:e2e         # Playwright browser suite
pnpm db:generate      # Generate DB migration
pnpm db:migrate       # Apply migrations

pnpm test does not run Playwright. Browser suites stay separate and are typically run only when working on those flows or in CI.

See doc/DEVELOPING.md for the full development guide.

Roadmap

✅ Plugin system (e.g. add a knowledge base, custom tracing, queues, etc)
✅ Get OpenClaw / claw-style agent employees
✅ companies.sh - import and export entire organizations
✅ Easy AGENTS.md configurations
✅ Skills Manager, Skill Studio & Skills Store
✅ Scheduled Routines
✅ Better Budgeting
✅ Agent Reviews and Approvals
✅ Multiple Human Users
✅ Cloud / Sandbox agents (e2b, Cloudflare, Daytona, Modal, Novita, self-hosted Kubernetes)
✅ Artifacts & Work Products
✅ Deep Planning (planning mode, revisioned plans, plan approvals)
✅ Enforced Outcomes (watchdogs, recovery actions, review gates)
✅ MCP Tool Gateway & Apps (governed tool access)
✅ Secrets Manager with per-agent access
✅ Activity log & action attribution
✅ Self-healing runs & automatic recovery
✅ Agent evals & feedback
⚪ Memory / Knowledge
⚪ MAXIMIZER MODE
⚪ Work Queues
⚪ Self-Organization
⚪ Automatic Organizational Learning
⚪ CEO Chat
🟡 Cloud deployments (multi-tenant isolation & company Import/Export shipped)
⚪ Desktop App
⚪ Bring-your-own-ticket-system (Asana / Linear / Jira as on-ramps)
⚪ Connected Apps (one-click integrations, e.g. Vercel)

This is the short roadmap preview. See the full roadmap in ROADMAP.md.

Community & Plugins

Find Plugins and more at awesome-paperclip

Observability

Paperclip ships with opt-in OpenTelemetry auto-instrumentation for the server (traces only). It activates when OTEL_EXPORTER_OTLP_ENDPOINT is set and supports grpc, http/protobuf, and http/json via the standard OTEL_EXPORTER_OTLP_PROTOCOL env var. The @opentelemetry/* packages are optional peer dependencies — install them only if you want tracing. See doc/observability.md for install commands and the full env-var reference.

Telemetry

Paperclip collects anonymous usage telemetry to help us understand how the product is used and improve it. No personal information, issue content, prompts, file paths, or secrets are ever collected. Private repository references are hashed with a per-install salt before being sent.

Contributors changing emitted telemetry events should follow the Telemetry Data Contract. For proposed first-party events that are not in the generated contract yet, follow Telemetry Workflow.

Telemetry is enabled by default and can be disabled with any of the following:

Method	How
Environment variable	`PAPERCLIP_TELEMETRY_DISABLED=1`
Standard convention	`DO_NOT_TRACK=1`
CI environments	Automatically disabled when `CI=true`
Config file	Set `telemetry.enabled: false` in your Paperclip config

Contributing

We welcome contributions. See the contributing guide for details.

Community

Discord — Join the community
Twitter / X — Follow updates and announcements
GitHub Issues — bugs and feature requests
GitHub Discussions — ideas and RFC

License

Star History

_{Open source under MIT. Built for people who want to get work done, not babysit agents.}

io.github.IncorporatedPartners/labelhead-artist-momentum

🛠️ Key Features

🚀 Use Cases

⚡ Developer Benefits

⚠️ Limitations

get_trending_artists

get_scoring_explainer

check_artist_momentum

Paperclip is the app people use to manage AI agents for work.

Paperclip is right for you if

The four pillars

Features

🔌 Bring Your Own Agent

🎯 Goal Alignment

💓 Heartbeats

💰 Cost Control

🏢 Multi-Company

🎫 Ticket System

🛡️ Governance

📊 Org Chart

📱 Mobile Ready

Problems Paperclip solves

Why Paperclip is special

What's Under the Hood

The Systems

What Paperclip is not

Quickstart

FAQ

Development

Roadmap

Community & Plugins

Observability

Telemetry

Contributing

Community

License

Star History

Install

Remote endpoint

Related servers

limit	number	optional	Number of artists to return (max 10, default 10)
min_composite	number	optional	Minimum composite score filter (0–100)
momentum_label	string	optional	Filter by momentum label