## Thinking Path > - Paperclip is the open source app people use to manage AI agents for work > - The `codex-local` adapter runs the OpenAI Codex CLI; Paperclip already maintains a managed `CODEX_HOME` per company and ships it to remote/sandboxed execution targets > - Deployments increasingly put an OpenAI-compatible LLM gateway between the harness and the model for cost, governance, or data-residency reasons: LiteLLM, OpenRouter, Portkey, Kong, a corporate proxy, self-hosted models (vLLM/Ollama), or region-pinned/sovereign endpoints. But Codex has no CLI flag or env var for a custom endpoint: its only mechanism is `[model_providers.<id>]` tables (with `base_url`, `env_key`, `wire_api`) in `$CODEX_HOME/config.toml`, selected by a root-level `model_provider` key > - Today there is no supported way to get such provider config into the managed `CODEX_HOME`, so gateway routing requires hand-editing files the adapter owns and regenerates > - This pull request adds the codex analogue of #7837's opencode mechanism: a `PAPERCLIP_CODEX_PROVIDERS` JSON env var whose shape maps 1:1 onto codex's TOML schema, merged into the managed `config.toml` so the existing asset-shipping + `env.CODEX_HOME` mechanics deliver it to local and sandboxed runs alike; nothing here is specific to one hosting setup > - The benefit is Codex works behind any OpenAI-compatible gateway with config only; with no env set, behavior is unchanged ## Linked Issues or Issue Description No existing issue; describing in-PR (feature / adapter enhancement). - **Gap:** there is no supported way to register a custom/gateway `[model_providers.*]` endpoint for `codex-local`. Codex's only custom-endpoint mechanism is `config.toml` (`base_url` + `env_key` + `wire_api`, selected via the root `model_provider` key), and the adapter owns/regenerates the managed `CODEX_HOME`, so operators cannot durably hand-edit it. - Related: #7837 (the opencode-local analogue of this change, same env-driven gateway-routing pattern). Searched for duplicate/related PRs: no existing codex-local gateway/provider-routing PR found. > Note on ROADMAP: this is adapter-level, opt-in config (defaults unchanged) that *enables* gateway routing for one harness; it is not the core "Cloud / Sandbox agents" platform work itself. ## What Changed - New `prepareCodexRuntimeConfig()` (`packages/adapters/codex-local/src/server/runtime-config.ts`): reads `PAPERCLIP_CODEX_PROVIDERS` (run env first, then `process.env`), shaped as `{"providers": {"<id>": {base_url, env_key, wire_api, ...}}, "model_provider": "<id>"}`, and merges it into the managed `CODEX_HOME`'s `config.toml`. No-op when unset or empty. - A malformed value (invalid JSON, not a JSON object, no `providers` object, no usable provider entries, or individual entries with empty names or non-object values, which are skipped by name) is never silently dropped: each case surfaces a distinct, user-visible note (via the prepare notes, which flow into command notes + `onLog`) and unusable input leaves `config.toml` untouched. - Merge is marker-delimited and TOML-correct: existing `config.toml` content is preserved between two managed blocks. Root keys (e.g. `model_provider`) are prepended **before the first table header** (TOML root-region rule), `[model_providers.*]` tables are appended. Pre-existing same-name provider sections and root `model_provider` keys are excised so the managed definitions win without duplicate-table parse errors. - `{env:VAR}` placeholders are expanded server-side for literal-credential fields; `env_key` indirection remains the preferred path. - Crash-safe restore: prepare writes a pre-run backup (`config.toml.paperclip-backup`) before the merged file; `cleanup()` restores the original in the execute `finally` and removes the backup. If a run never reaches `cleanup()` (a throw during the setup between prepare and execution, or SIGKILL), the next prepare restores the original from the backup with full fidelity, including user `[model_providers.*]` sections the merge excised (review feedback, P2); plain block-stripping remains the fallback for pre-backup state. - An explicit adapter-config `env.CODEX_HOME` override is treated as user-managed: no merge, surfaced as a command note. - Dependency-free hand-emitted TOML (strings/numbers/booleans, arrays of scalars, plain objects as inline tables); basic strings escape U+0000-U+001F and U+007F per TOML 1.0 (review feedback, P2). Merged output was additionally validated locally with python tomllib during development; the committed tests assert the structural invariants. - `execute.ts` wiring: `prepareCodexRuntimeConfig` runs after `prepareManagedCodexHome` (before the home ships to the remote target), notes surface via `onLog` + command notes, and the `finally` calls `cleanup()`. **Note for reviewers:** current codex removed `wire_api = "chat"` (openai/codex#10157, Feb 2026), so gateway provider configs must use `wire_api = "responses"`, i.e. the gateway must speak `/v1/responses`. The adapter passes the value through verbatim; this is a codex-side constraint worth knowing when configuring it. ## Verification - `pnpm --filter @paperclipai/adapter-codex-local build` and `typecheck`: tsc clean against current `master` - `pnpm exec vitest run packages/adapters/codex-local`: 45 passing (incl. 17 `runtime-config` tests: fresh-merge + cleanup restore, root-region placement, same-name provider override, inline tables/arrays, DEL escaping, `{env:}` expansion from run env + `process.env`, per-case malformed-input notes with `config.toml` untouched, skipped-entry notes alongside a successful merge, silent no-op when unset/empty, explicit-`CODEX_HOME` skip note, backup restore of excised user sections after an interrupted run, backup removal on cleanup, stale-block self-heal, re-run replacement) - Verified end-to-end: a codex agent in a hardened Kubernetes (gVisor) sandbox completed a real task routed through an OpenAI-compatible gateway's `/v1/responses`, with a billed usage row recorded on the gateway. That deployment supplies the verification evidence; the mechanism is gateway-agnostic. ## Risks Low. Entirely env-driven and opt-in; with `PAPERCLIP_CODEX_PROVIDERS` unset the adapter never touches `config.toml` and behavior is byte-identical to before. The merge preserves user content, restores the original file on cleanup, and survives interrupted runs via the pre-run backup; malformed input surfaces a visible note and is ignored without touching `config.toml`. No migration/UI impact. ## Model Used Claude Opus 4.8 (`claude-opus-4-8`, 1M context), extended thinking + tool use, via Claude Code. ## 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 (adapter-level opt-in config enabling gateway routing; not the core sandbox-platform work, noted above) - [x] I have searched GitHub for duplicate or related PRs and linked them above (#7837 is the opencode analogue; no codex-local duplicate found) - [x] I have either (a) linked existing issues OR (b) described the issue in-PR following the relevant issue template - [x] I have run tests locally and they pass - [x] I have added or updated tests where applicable - [ ] If this change affects the UI, I have included before/after screenshots (n/a, no UI) - [ ] I have updated relevant documentation to reflect my changes (env var documented inline; no central doc references the adapter env yet) - [x] I have considered and documented any risks above - [x] All Paperclip CI gates are green (green on the previous head; re-running on the final note-copy polish commit) - [x] Greptile is 5/5 with no open P2s, recommendations, or follow-ups (both review P2s are fixed at head: the interrupted-run restore via the pre-run backup and the U+007F escaping; a re-review is requested for the note-copy polish) - [x] I will address all Greptile and reviewer comments before requesting merge 🤖 Generated with [Claude Code](https://claude.com/claude-code) --------- Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
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. |
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
Features
🔌 Bring Your Own AgentAny agent, any runtime, one org chart. If it can receive a heartbeat, it's hired. |
🎯 Goal AlignmentEvery task traces back to the company mission. Agents know what to do and why. |
💓 HeartbeatsAgents wake on a schedule, check work, and act. Delegation flows up and down the org chart. |
💰 Cost ControlMonthly budgets per agent. When they hit the limit, they stop. No runaway costs. |
🏢 Multi-CompanyOne deployment, many companies. Complete data isolation. One control plane for your portfolio. |
🎫 Ticket SystemEvery conversation traced. Every decision explained. Full tool-call tracing and immutable audit log. |
🛡️ GovernanceApprove hires, override strategy, pause or terminate any agent — at any time. |
📊 Org ChartHierarchies, roles, reporting lines. Your agents have a boss, a title, and a job description. |
📱 Mobile ReadyMonitor 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:
┌──────────────────────────────────────────────────────────────┐
│ 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.
npx 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:
npx paperclipai onboard --yes --bind lan
# or:
npx 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.
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 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
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 # 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
- ✅ Scheduled Routines
- ✅ Better Budgeting
- ✅ Agent Reviews and Approvals
- ✅ Multiple Human Users
- ⚪ Cloud / Sandbox agents (e.g. Cursor / e2b agents)
- ⚪ Artifacts & Work Products
- ⚪ Memory / Knowledge
- ⚪ Enforced Outcomes
- ⚪ MAXIMIZER MODE
- ⚪ Deep Planning
- ⚪ Work Queues
- ⚪ Self-Organization
- ⚪ Automatic Organizational Learning
- ⚪ CEO Chat
- ⚪ Cloud deployments
- ⚪ Desktop App
This is the short roadmap preview. See the full roadmap in ROADMAP.md.
Community & Plugins
Find Plugins and more at awesome-paperclip
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.
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
MIT © 2026 Paperclip Labs, Inc
Star History
Open source under MIT. Built for people who want to get work done, not babysit agents.
