Jannes StubbemannandClaude Fable 5.1 5752d6bd93 fix(heartbeat): block runs on a stuck sandbox plugin and re-enable errored bundled plugins at boot (#12957)
## Thinking Path

> - Paperclip is the open source app people use to manage AI agents for
work.
> - Agents run inside environments. A sandbox environment gets its
sandbox from a provider plugin (for example the bundled
`paperclip.kubernetes-sandbox-provider`), and every run starts by
acquiring a lease through that plugin.
> - When a plugin activation fails once (on a hosted deployment: one
`RPC call "initialize" timed out after 15000ms`), the loader calls
`markError`. That persists `status = error` on the plugin row and
switches off worker auto-restart. Boot activation (`loadAll`), the
bundled-plugin bootstrap and the lazy worker recovery all consider only
`ready` plugins, so the plugin stays in `error` across restarts until an
operator enables it by hand.
> - Every run that needs the provider then fails before dispatch with
`Sandbox provider "kubernetes" is installed via plugin "...", but that
plugin is currently error.` That message matches neither the retryable
classifier (`... but its worker is not running`) nor any configuration
classifier, so the run is recorded as a plain `setup_failed`, the issue
is released, and the scheduler dispatches the same failing run again on
the next tick. On the hosted deployment one company produced about
11,300 identical failed runs, one every 30 seconds, for a week (#12953
is a customer's report of the same condition).
> - Two gaps cause this: the heartbeat treats a condition that only an
operator can change as a transient setup failure, and the bundled-plugin
bootstrap never gives a plugin in `error` another chance even though the
bundle ships with the release image.
> - This pull request classifies the "installed but not ready" lease
failure as `configuration_incomplete`, so the existing recovery path
moves the issue to `blocked` with one recovery action and an actionable
notice; and it re-enables a bundled plugin found in `error` once per
boot, so the next server restart heals the plugin.
> - The benefit is that a stuck provider plugin surfaces as one blocked
issue per task with clear next steps, instead of an endless stream of
identical failed runs, and a restart repairs the plugin without an
operator having to know the plugin API.

## Linked Issues or Issue Description

- Refs #12953 — hosted report: "that plugin is currently error" on every
run for six days, including runs that were retried by hand. This PR
stops the retry loop (issue goes to `blocked`) and makes a server
restart re-activate the bundled plugin. It does not change how a managed
Kubernetes environment is provisioned for a company, which the same
report also mentions.
- Related PR: #9760 pauses the agent for the permanent `Adapter "..." is
not in the configured adapter registry` setup failure. This PR handles a
different permanent condition (plugin not `ready`) and routes it through
the existing `configuration_incomplete` recovery path (issue-level block
with a recovery action) rather than an agent-level pause, because the
gap is on the plugin, not on the agent. The two do not overlap in code
paths.
- No existing issue covers the bundled-plugin re-enable. Bug
description:

**What happened**

A bundled sandbox provider plugin went to `status = error` after one
failed activation. It stayed in `error` across every later server
restart. Every run for every agent on that provider failed lease
acquisition in under a second with `... but that plugin is currently
error.` (`setup_failed`), and the heartbeat kept dispatching new runs
that failed the same way.

**Expected behavior**

A run that fails because its provider plugin is not `ready` is recorded
as a configuration gap and the issue is moved to `blocked` with a notice
that names the plugin and its status, so no further runs are dispatched
until an operator acts. A bundled plugin left in `error` gets a fresh
activation attempt on the next boot.

**Steps to reproduce**

1. Install a sandbox provider plugin and create a sandbox environment
that uses it; make it an agent's default environment.
2. Set the plugin row's status to `error` (or make its worker fail
`initialize` once so the loader does it).
3. Assign an issue to the agent and let the heartbeat run it.
4. Observe: the run fails with `... but that plugin is currently error.`
as `setup_failed`, the issue is released, and the next tick dispatches
another run that fails the same way. Restart the server: the plugin is
still `error`.

**Paperclip version**

master at 856813ba3 (`fix(connections): distinguish local setup from
provider handoff (#12947)`).

**Deployment mode**

Hosted (Kubernetes, bundled kubernetes sandbox provider plugin). The
heartbeat behavior is the same in self-hosted mode.

## What Changed

- `server/src/services/heartbeat.ts`
- New exported `parseSandboxProviderPluginNotReadyFailureMessage()`
recognises environment-runtime's `not_ready` lease message (`... is
installed via plugin "<key>", but that plugin is currently
error|disabled|upgrade_pending`) and returns the provider, plugin key
and status. It does not match the transient `... but its worker is not
running` message (still retried) or the permanent "not installed"
message (unchanged).
- In the setup-failure catch, a matched message sets `errorCode =
configuration_incomplete` and records (independently of whether the
agent lookup succeeded) a `configurationIncomplete` payload with
`reason: "sandbox_provider_plugin_not_ready"`, the provider,
`pluginKey`, `pluginStatus`, and a `fingerprint` of
`sandbox_provider_plugin:<key>:<status>`, so repeated failures on the
same stuck plugin reuse one recovery action. The existing recovery flow
then blocks the issue, skips the infra retry, and posts one notice.
- The two places that build the configuration-incomplete notice now pass
the run's payload so the notice can name the specific gap.
- `server/src/services/recovery/stranded-notice.ts`:
`buildConfigurationIncompleteRecoveryNoticeSeed` takes the optional
payload. For `sandbox_provider_plugin_not_ready` the body names the
plugin and its status and gives status-specific guidance
(`sandboxProviderPluginRemedy`): review and approve the upgraded
capabilities before enabling for `upgrade_pending`, enable again for an
operator `disabled`, enable or restart for `error`. Other reasons keep
the secret/env-binding wording. Exports
`SANDBOX_PROVIDER_PLUGIN_NOT_READY_REASON`.
- `server/src/services/recovery/service.ts`: the recovery action's
`nextAction` for this reason uses the same status-specific guidance
instead of "bind the missing secret(s)". Small refactor:
`readConfigurationIncompletePayload` backs the existing fingerprint
reader.
- `server/src/services/bundled-plugins.ts`
- `ensureBundledPlugins` no longer skips a present bundled plugin whose
status is `error`. It logs at `warn` with the row's `lastError`, resets
the row to `ready` with `lastError` cleared through
`registry.updateStatus` (a plain status reset, not `lifecycle.enable()`,
so no `plugin.enabled` event fires before the worker runs; the startup
`loadAll()` that follows does the activation and its events), and
continues boot on failure. This runs once per boot by construction; if
activation fails again the loader marks `error` again and nothing
retries until the next boot.
- `installed`, `ready`, `disabled` and `upgrade_pending` rows are still
skipped, so an operator's `disabled` stays untouched.
- `BundledPluginProvisionerDeps` gains `registry.updateStatus` and
`logger.warn`; `app.ts` already passes objects that have both.
- `doc/plugins/PLUGIN_SPEC.md`: one bullet in 12.4 Failure Policy about
the once-per-boot re-enable of bundled plugins.
- Tests
- `server/src/__tests__/bundled-plugins.test.ts`: re-enables an `error`
row exactly once with the `lastError` in the warn log and no reinstall;
continues boot and provisions later entries when `enable` throws; still
skips `installed`/`ready`/`disabled`/`upgrade_pending` without calling
`enable`.
- `server/src/__tests__/heartbeat-process-recovery.test.ts` (embedded
PostgreSQL): a plugin row in `error` plus a sandbox environment produce
a run with `errorCode = configuration_incomplete` and the expected
payload, the adapter is never dispatched, no retry or second run is
created, the issue is `blocked`, the recovery action is
`configuration_validation` with the plugin next action, and the notice
names the plugin key and status. Plus a unit case for the message parser
(positive for the three statuses and a wrapped message, negative for
both other sandbox messages).
- `server/src/services/recovery/stranded-notice.test.ts`: the
plugin-specific body, and the unchanged secret-binding body for other
reasons.

## Verification

- `cd server && pnpm typecheck` — passes.
- `cd server && pnpm exec vitest run
src/__tests__/bundled-plugins.test.ts` — 29 tests pass.
- `cd server && pnpm exec vitest run src/services/recovery/` — 77 tests
pass (includes the stranded-notice and classification suites).
- `cd server && pnpm exec vitest run
src/__tests__/heartbeat-process-recovery.test.ts -t "sandbox
provider|retryable pattern|secret ref has no binding"` — 5 tests pass:
the two new cases, the existing transient worker-restart retry, the
existing non-retryable "not installed" escalation, and the existing
secret-binding `configuration_incomplete` block (embedded PostgreSQL).
- Manual check for a reviewer: set a sandbox provider plugin row to
`status = 'error'`, run an agent on that provider, and confirm the issue
moves to `blocked` with a "Configuration incomplete" notice that names
the plugin, and that no second run appears. Restart the server and
confirm the boot log shows `bundled plugin is in error status from a
previous activation; re-enabling it for this boot` followed by normal
activation.

## Risks

- Behavior change: a run against a plugin in `error`, `disabled` or
`upgrade_pending` now blocks the issue instead of failing as
`setup_failed` and being re-picked. For `disabled` this is deliberate:
an operator switched the plugin off, and re-dispatching cannot help. The
block is reversible from the issue (retry or reassign) like every other
`configuration_incomplete` block.
- The classifier is anchored on the exact `... but that plugin is
currently <status>` phrase from `environment-runtime.ts`. If that
message changes, the run falls back to the previous `setup_failed`
behavior (no worse than today). A unit test pins the phrase.
- Bundled re-enable: a bundled plugin whose activation fails on every
boot now costs one activation attempt (the `initialize` timeout, 15 s by
default) per boot instead of none. It runs inside the existing
non-awaited bootstrap chain, so boot time is unaffected. Non-bundled
plugins are untouched.
- No migration, no schema change. The `configurationIncomplete` payload
is JSON in `heartbeat_runs.result_json`, read only by the recovery
service.

## Model Used

- Claude Fable 5.1 (`claude-fable-5-1`) via Claude Code, extended
thinking, tool use (file edits, shell, test runs). The change was
produced with the model and reviewed by the submitting human.

## Checklist

- [x] I have included a thinking path that traces from project context
to this change
- [x] I have specified the model used (with version and capability
details)
- [x] I have checked ROADMAP.md and confirmed this PR does not duplicate
planned core work
- [x] I have searched GitHub for duplicate or related PRs and linked
them above
- [x] I have either (a) linked existing issues with `Fixes: #` / `Closes
#` / `Refs #` OR (b) described the issue in-PR following the relevant
issue template
- [x] I have not referenced internal/instance-local Paperclip issues or
links (only public GitHub `#NNN` / `github.com/paperclipai/paperclip`
URLs)
- [x] My branch name describes the change (e.g. `docs/...`, `fix/...`)
and contains no internal Paperclip ticket id or instance-derived details
- [x] I have run tests locally and they pass
- [x] I have added or updated tests where applicable
- [x] I have updated relevant documentation to reflect my changes
- [x] I have considered and documented any risks above
- [x] All Paperclip CI gates are green
- [ ] Greptile is 5/5 with no open P2s, recommendations, or follow-ups
- [x] I will address all Greptile and reviewer comments before
requesting merge

🤖 Generated with [Claude Code](https://claude.com/claude-code)

https://claude.ai/code/session_014t3bi2beVNVVHAxK36dmXm

---------

Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com>
2026-09-08 09:00:10 -07:00
2026-03-07 02:57:28 +09:00

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

Quickstart · Docs · GitHub · Discord · Twitter · Website

MIT License Stars Star History Rank Discord



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
OpenClaw
Claude
Claude Code
Codex
Codex
Cursor
Cursor
Bash
Bash
HTTP
HTTP

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


Paperclip is right for you if

  • ✅ You want to build autonomous AI organizations
  • ✅ 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.

The four pillars of Paperclip
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 organization 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-Organization

One deployment, many organizations. 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-organization 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:

┌──────────────────────────────────────────────────────────────┐
│                       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.

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 24.11 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:

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:

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

For an isolated manual test instance that is already initialized with a CEO agent, use test-drive. It stays in the foreground, never installs a service or creates a first task, and opens the browser only after setup succeeds:

ANTHROPIC_API_KEY=... npx paperclipai test-drive
OPENAI_API_KEY=... npx paperclipai test-drive --harness codex
OPENROUTER_API_KEY=... npx paperclipai test-drive \
  --harness opencode \
  --model openrouter/anthropic/claude-sonnet-4.5

Each run without --data-dir gets a unique, retained temporary directory; its absolute path is printed at startup. Pass --data-dir to reuse one, or --no-browser to leave the initialized instance unopened. When invoked from a linked Git worktree, test-drive also enables task execution in that worktree. See doc/CLI.md for credential and reuse behavior.

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:

npm config get registry

Workaround (cross-platform; force the public npm registry for this command):

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:

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:

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 24.11+, 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

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. @opentelemetry/api is a normal server dependency; the SDK, auto-instrumentation, and exporter 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.

Paperclip also ships with opt-in Sentry error monitoring for the server and the browser. Set SENTRY_DSN_FRONTEND to activate it for the browser and SENTRY_DSN_BACKEND to activate it for the server — each variable is optional, and the legacy SENTRY_DSN variable still works as a fallback for either component. The supported server SDK version is @sentry/node@10.71.0; it is an optional peer dependency for the server, so install it only if you want error monitoring. The browser SDK, @sentry/browser, is pinned to the same exact version. See doc/observability.md for the install command, the privacy settings, and the full default capture set.

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


License

MIT © 2026 Paperclip Labs, Inc

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