Head to head · Multi-agent orchestration · October 2026 research run

Muse Code vs Paperclip

Muse Code scores 61.3 (C) on agent readiness against Paperclip's 59 (C), and leads in 3 of 7 scored categories. Paperclip leads on reliability, payments & pricing and transparency & trust. Both do multi-agent orchestration.

Best agent harnesses and coding agents · All 226 harnesses comparisons

Which one, for what

Muse Code C

Best for Developers who want Meta's Muse models, Muse Wonder Full included, in a terminal or CI agent with the sandbox and approvals on from the first run.

Ahead on

  • Agent ergonomics, 79 against 70

Also in its favour

  • No incidents deducted, where Paperclip loses 10 points for them

Watch for

Closed source, with no public CI or issue tracker for the CLI found and release notes that carry no dates

Paperclip C

Best for Someone running several coding or operations agents who wants one place for tasks, budgets, approvals and history across harnesses.

Ahead on

  • Reliability, 66 against 45
  • Payments & pricing, 60 against 20
  • Transparency & trust, 65 against 57

Also in its favour

  • Free to start without a card
  • Open source

Watch for

claude_local defaults dangerouslySkipPermissions to true and codex_local defaults to bypassing approvals and the sandbox, with agents running on the host

Score by category

CategoryWeight this runMuse CodePaperclipEdge
Reliability16%204566Paperclip +21
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28481Muse Code +3
Agent ergonomics13%16.27970Muse Code +9
Security & auth14%17.56764Muse Code +3
Payments & pricing10%12.52060Paperclip +40
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.87578Paperclip +3
Transparency & trust7%8.85765Paperclip +8
Negative events≤150-10
TotalC 61.3/100C 59/100

Facts side by side

FactMuse CodePaperclip
KindAgent harnessAgent harness
VendorMetaPaperclip Labs, Inc.
Hosted endpointno (local only)no (local only)
Transports
AuthOAuth or keyOAuth or key
PricingPaidFree
x402nono
LicenceProprietary binary, used under the Meta Model API Terms of Service, which cover Meta's coding harness. Subscriptions are also under the Meta Subscription Terms of Service. The TypeScript and Python SDKs in the linked repository are MIT.MIT
Read-only variant documentedyesno
llms.txtyesyes
Last release2026-10-112026-10-05
Terms last updated2026-07-23
Privacy policy last updatedcouldn't be read2026-07-23
Customer content may train modelsyes, with an opt-out
Terms restrict automated accessnot found in the text
Terms restrict benchmarkingnot found in the text
Terms or service can change without noticenot found in the text
Arbitration or class-action waiveryes
Popularity63k npm/wk99k stars, 60k npm/wk

Verdicts

Muse Code

Muse Code runs with approvals and an OS sandbox on by default, per-host network approval, an append-only event log and a headless mode with documented exit codes. It is the only route to Muse Wonder Full. It is closed source with undated release notes and no free route, and subscriptions allow training on code unless Contributor mode is turned off.

Paperclip

Board approvals, budgets with a hard stop and an activity log sit above whichever harnesses do the work, and eleven stable versions shipped in 90 days. The Claude Code and Codex adapters skip permission prompts and the sandbox by default, and twelve security advisories, five of them critical, have been published since April 2026.

Before you call either

Muse Code

  1. Set META_API_KEY for headless runs. Browser sign-in isn't available in CI or for Meta Managed Accounts
  2. Gate on your own test command, not the exit code. muse exec returns 0 when the turn completes even if tests still fail
  3. Pass --max-model-steps on unattended runs so a stuck task can't loop
  4. Prefer --disable-approval to --yolo in CI so the sandbox stays on. On Linux the runner needs a working bubblewrap and a non-musl build
  5. Turn Contributor mode off in /settings before a subscription session touches private code

Paperclip

  1. Set PAPERCLIP_TELEMETRY_DISABLED=1 or DO_NOT_TRACK=1 before the first start. Telemetry is on by default
  2. Set dangerouslySkipPermissions and dangerouslyBypassApprovalsAndSandbox to false on agents that read untrusted input, or run them in a sandbox provider
  3. Install with Node.js 24.11 or newer, and install and sign in to each harness CLI on the host first. Paperclip assumes they are there
  4. Use --bind lan or --bind tailnet at onboarding for anything beyond one machine. The default local_trusted mode treats every request as the board admin
  5. Treat 409 on task checkout as owned by another agent and pick different work. The API docs say not to retry

Questions

Which is better for AI agents, Muse Code or Paperclip?

Muse Code scores 61.3 (C) on agent readiness against Paperclip's 59 (C), and leads in 3 of 7 scored categories. Paperclip leads on reliability, payments & pricing and transparency & trust.

Are Muse Code and Paperclip open source?

No open-source release is listed for Muse Code. Paperclip is open source (MIT).

Other comparisons with Muse Code or Paperclip

Machine-readable

For companies

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