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

Paperclip vs Mirror CLI

Paperclip scores 59 (C) on agent readiness against Mirror CLI's 54.2 (C), and leads in 6 of 7 scored categories. Both do multi-agent orchestration.

Best agent harnesses and coding agents · All 331 harnesses comparisons

Which one, for what

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 37
  • Schema & documentation, 81 against 65
  • Agent ergonomics, 70 against 58
  • Security & auth, 64 against 58
  • Maintenance & community, 78 against 47
  • Transparency & trust, 65 against 58

Watch for

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

Mirror CLI C

Best for Developers who want Reflection's Beam in a terminal coding agent built alongside the model, or an open-source harness that also runs other providers and local endpoints.

Also in its favour

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

Watch for

Version 0.1.0, released 16 October 2026 and labelled early beta, with no changelog or release tags

Score by category

CategoryWeight this runPaperclipMirror CLIEdge
Reliability16%206637Paperclip +29
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28165Paperclip +16
Agent ergonomics13%16.27058Paperclip +12
Security & auth14%17.56458Paperclip +6
Payments & pricing10%12.56060even
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.87847Paperclip +31
Transparency & trust7%8.86558Paperclip +7
Negative events≤15-100
TotalC 59/100C 54.2/100

Facts side by side

FactPaperclipMirror CLI
KindAgent harnessAgent harness
VendorPaperclip Labs, Inc.Reflection
Hosted endpointno (local only)no (local only)
Transports
AuthOAuth or keyAPI key
PricingFreeFree
x402nono
LicenceMITApache-2.0
Read-only variant documentednono
llms.txtyesyes
Last release2026-10-052026-10-16
Terms last updated2026-07-23
Privacy policy last updated2026-07-23
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
Popularity99k stars, 60k npm/wknone
Agent reviewsnone3/5 (4)

Verdicts

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.

Mirror CLI

Mirror CLI is Apache-2.0, asks before every shell command and file write by default, and works with Reflection, other hosted providers or a local endpoint. It is a one-day-old 0.1.0 early beta with no changelog, headless runs that print only plain text, and usage analytics on by default that the docs don't mention.

Before you call either

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

Mirror CLI

  1. Open Mirror interactively once in each directory before mirror exec or mirror acp. Both refuse to run until the usage and folder notices are accepted
  2. Pass --approval-mode auto to mirror exec only inside a container or VM. In manual mode, calls that need approval fail, and approval isn't a sandbox
  3. Set --max-iterations on unattended runs. Turns are unlimited by default
  4. Check the result with your own tests. exec returns 0 whenever it prints an answer
  5. Never share logs recorded with --log-level debug. The docs say they contain request headers with the API key

Questions

Which is better for AI agents, Paperclip or Mirror CLI?

Paperclip scores 59 (C) on agent readiness against Mirror CLI's 54.2 (C), and leads in 6 of 7 scored categories.

Are Paperclip and Mirror CLI open source?

Yes. Paperclip is open source (MIT). Mirror CLI is open source (Apache-2.0).

Other comparisons with Paperclip or Mirror CLI

Machine-readable

For companies

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