## Thinking Path > - Paperclip is the open source app people use to manage AI agents for work > - Every change to Paperclip goes through the pull request CI workflow before it merges > - One lane of that workflow, `Verify Paperclip Runner`, builds and tests the native Rust runner > - That lane compiles all 313 third-party crates from scratch on every pull request, in two profiles > - Master already builds and stores exactly those compiled crates, but the pull request lane never reads them > - This pull request restores that existing cache on the pull request lane, read-only > - The benefit is about 3.9 minutes less compute per run, or about 4.7 compute-hours each day, with no change to what CI checks ## Linked Issues or Issue Description No public GitHub issue exists for this. The problem follows the enhancement issue template below. Related merged pull requests, found by searching this repository: - Refs https://github.com/paperclipai/paperclip/pull/13194 — created the `release-runner-v1` cache that this pull request reads - Refs https://github.com/paperclipai/paperclip/pull/13300 — established the restore-only dependency cache pattern that this pull request follows - Refs https://github.com/paperclipai/paperclip/pull/13326 — split the post-merge runner job into the `protocol` and `rust` lanes used as the warm-cache baseline below - Refs https://github.com/paperclipai/paperclip/pull/13259 — applied the same caching idea to the post-merge typecheck job I found no open pull request that duplicates this work. **What existing behavior does this improve?** The `Verify Paperclip Runner` job in `.github/workflows/pr-trusted.yml` recompiles the full Rust dependency tree on every pull request. **Subsystem affected** Cross-cutting (multiple of the above). The change touches CI workflow configuration only. It does not change product code. **Current behavior** The job has no Rust cache. Its only cache step restores the pnpm store. Each run therefore downloads about 280 crates and compiles all 313 third-party crates twice, once in the `dev` profile and once in the `release` profile. Measured over 12 successful runs on 2026-09-15, the job takes 15.0 minutes on average. The range is 12.1 to 17.4 minutes. | Phase | Mean | Share | |---|---|---| | `check:eval-kernel` | 0.0m | — | | `typecheck:typescript` and protocol manifest | 0.1m | 1% | | `build:rust` — cargo `dev` profile | 1.8m | 12% | | TypeScript tests (`node --test` and vitest, 143 files) | 5.8m | 39% | | `check:replay-goldens` | 0.1m | 1% | | `typecheck:rust` — `cargo fmt` and `cargo check` | 0.9m | 6% | | `test:rust` compile — cargo `release` profile | 4.9m | 33% | | `test:rust` run | 0.8m | 5% | | Parity checks | 0.0m | — | | `check:api-authority` | 0.5m | 3% | Cargo reports the two compiles directly. The `dev` profile takes 1m24s to 1m53s. The `release` profile takes 3m54s to 5m36s. **Proposed behavior** The job restores master's existing Rust dependency cache before it runs the checks. Master already writes this cache. The post-merge `rust` lane in `.github/workflows/release-verify.yml` writes `release-runner-v1`. It also warms both profiles into that entry. The entry is 677MB and lives on `refs/heads/master`. Pull request branches are allowed to read caches from the default branch. The pull request lane restores that entry read-only. Master stays the only writer. A pull request never saves a branch-scoped copy. A pull request never evicts the shared entry. This matches the rule the pnpm store in the same file already follows. **Reason and benefit** Master runs these same checks with a warm cache. That gives a direct measurement of the saving. | Check set | Cold (pull request today) | Warm (master) | Change | |---|---|---|---| | `check:runner` and `check:api-authority` | 7.1m | 3.4m | −3.7m | | `check:eval-kernel` and `check:protocol` | 7.8m | 7.3m | −0.5m | | Cache restore step | — | 20–21s | +0.35m | The net saving is about 3.9 minutes per run, or about 26%. About 73 runs execute this job each day. The daily saving is therefore about 4.7 compute-hours. The protocol side changes very little. Vitest dominates that side, not compilation. The cache should almost always hit. `packages/paperclip-runner/runner/Cargo.lock` changed in 7 of the last 1697 commits on master. A miss costs nothing more than today's behavior. **Breaking changes** None. The change adds two steps to one CI job. It does not change any check, any test, or any product code. **Additional context** No documentation covers pull request CI caching, so this pull request updates no documents. ## What Changed - Added a `Select the pinned Runner Rust toolchain` step to the `verify_paperclip_runner` job in `.github/workflows/pr-trusted.yml`. The step exports `RUSTUP_TOOLCHAIN`. `rust-cache` hashes `rustc -vV` into the cache key, so the key needs the pinned compiler. This lane had no rustup step before, so `rustc` resolved to each runner image's default instead of the pinned 1.97.1. - Made that step tolerate a missing `rustup`. `release-verify.yml` runs on one post-merge fleet image. The gate in this workflow routes to either `ubuntu-latest` or the public pull request fleet. A missing `rustup` now costs the cache. It does not fail the pull request. - Added a `Restore Runner Rust dependencies (read only)` step that uses `Swatinem/rust-cache` with `save-if: false`. - Mirrored every cache key input from the master writer in `release-verify.yml`: the same action SHA, `workspaces`, `shared-key`, `cache-workspace-crates`, and `cache-bin`. Neither side sets `prefix-key`. Any drift causes a silent miss and a full recompile. - Added `.github/scripts/tests/pr-runner-rust-cache.test.mjs`. It asserts key-input parity across the two workflow files, the step order, and the restore-only contract. ## Verification Run the workflow shape tests: ```bash node --test '.github/scripts/tests/*.test.mjs' ``` Result: 413 pass, 0 fail. I also mutation-tested the new assertions. I applied each mutation to the workflow, ran the new test file, then restored the file. All 7 mutations fail the suite: | Mutation | Result | |---|---| | `shared-key` changed to `pr-runner-v1` | Caught | | `save-if` changed to `true` | Caught | | `cache-bin` changed to `true` | Caught | | `rustup show active-toolchain` line deleted | Caught | | `RUSTUP_TOOLCHAIN` export line deleted | Caught | | `working-directory` line deleted | Caught | | `command -v rustup` guard deleted | Caught | To confirm the cache key inputs match the master writer, parse both workflows and compare: ```bash ruby -ryaml -e 'pr=YAML.safe_load(File.read(".github/workflows/pr-trusted.yml"), aliases: true); rv=YAML.safe_load(File.read(".github/workflows/release-verify.yml"), aliases: true); a=pr["jobs"]["verify_paperclip_runner"]["steps"].find{|s| s["uses"].to_s.include?("rust-cache")}; b=rv["jobs"]["verify_paperclip_runner"]["steps"].find{|s| s["uses"].to_s.include?("rust-cache")}; puts a["uses"]==b["uses"]; %w[workspaces shared-key cache-workspace-crates cache-bin].each{|k| puts "#{k}: #{a["with"][k]==b["with"][k]}"}' ``` Every line prints `true`. After the pin advances (see Risks), confirm the cache works in CI. The restore step log must show `Cache restored from key: v0-rust-release-runner-v1-Linux-x64-...`. Cargo must stop printing `Compiling` lines for third-party crates. The job should drop from about 15.0 minutes to about 11.0 minutes. ## Risks Low risk overall. A cache miss produces exactly today's behavior, so the worst case is no improvement. - **This change does nothing until a second pull request lands.** `.github/workflows/pr.yml` pins this reusable workflow by SHA. The file header describes this two-step rollout. A follow-up pull request must bump that pin. That follow-up validates itself, because GitHub uses the pull request's own `pr.yml` for `pull_request` events. - **A key mismatch would silently remove the benefit.** The runner images here may ship a different default `rustc` than the post-merge fleet. The toolchain step pins the compiler to prevent this. The new test guards the remaining key inputs. If the first runs still miss, compare `rustup show` output against a master run. - **A missing `rustup` degrades quietly.** The step prints a GitHub notice and continues. CI stays green and the run is simply uncached. - **No cache poisoning path.** Pull requests only read. `save-if: false` stops any write. GitHub also isolates pull request cache writes from the default branch. - **The cache entry can expire.** GitHub evicts unused entries after 7 days and enforces a repository size limit. Master pushes are frequent, so the entry should stay warm. Eviction only causes a miss. ## Model Used Claude Opus 5, provider Anthropic, exact model ID `claude-opus-5`, 1M context window. Adaptive thinking was on. I used tool use throughout: the `gh` CLI to read 12 job logs and step timings from recent CI runs, the GitHub Actions cache API to read cache entry keys and sizes, `git log` to measure `Cargo.lock` churn, and local `node --test` runs to verify and mutation-test the change. Run through 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 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) - [ ] 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 - [ ] 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 Note on the unchecked boxes. The branch name `claude/paperclip-runner-conditional-81a300` carries a tool-generated suffix, so it does not meet the branch naming rule. I can rename it if you want. The CI and Greptile boxes stay unchecked until those checks finish on this pull request. 🤖 Generated with [Claude Code](https://claude.com/claude-code)
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 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.
| 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 AgentAny agent, any runtime, one org chart. If it can receive a heartbeat, it's hired. |
🎯 Goal AlignmentEvery task traces back to the organization 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-OrganizationOne deployment, many organizations. 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-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
.npmrcIf this fails with an
E404forpaperclipai(or similar) and you use a private npm registry (for example GitHub Packages) via a global~/.npmrc,npxmay be resolvingpaperclipaiagainst that private registry instead of the public npm registry.Diagnostic:
npm config get registryWorkaround (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
- 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.
