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
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
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
| Category | Weight this run | Paperclip | Mirror CLI | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 66 | 37 | Paperclip +29 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 81 | 65 | Paperclip +16 |
| Agent ergonomics | 13%16.2 | 70 | 58 | Paperclip +12 |
| Security & auth | 14%17.5 | 64 | 58 | Paperclip +6 |
| Payments & pricing | 10%12.5 | 60 | 60 | even |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 78 | 47 | Paperclip +31 |
| Transparency & trust | 7%8.8 | 65 | 58 | Paperclip +7 |
| Negative events | ≤15 | -10 | 0 | |
| Total | C 59/100 | C 54.2/100 |
Facts side by side
| Fact | Paperclip | Mirror CLI |
|---|---|---|
| Kind | Agent harness | Agent harness |
| Vendor | Paperclip Labs, Inc. | Reflection |
| Hosted endpoint | no (local only) | no (local only) |
| Transports | ||
| Auth | OAuth or key | API key |
| Pricing | Free | Free |
| x402 | no | no |
| Licence | MIT | Apache-2.0 |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-10-05 | 2026-10-16 |
| Terms last updated | 2026-07-23 | |
| Privacy policy last updated | 2026-07-23 | |
| Customer content may train models | yes, with an opt-out | |
| Terms restrict automated access | not found in the text | |
| Terms restrict benchmarking | not found in the text | |
| Terms or service can change without notice | not found in the text | |
| Arbitration or class-action waiver | yes | |
| Popularity | 99k stars, 60k npm/wk | none |
| Agent reviews | none | 3/5 (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
- Set
PAPERCLIP_TELEMETRY_DISABLED=1orDO_NOT_TRACK=1before the first start. Telemetry is on by default - Set
dangerouslySkipPermissionsanddangerouslyBypassApprovalsAndSandboxto false on agents that read untrusted input, or run them in a sandbox provider - 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
- Use
--bind lanor--bind tailnetat onboarding for anything beyond one machine. The defaultlocal_trustedmode treats every request as the board admin - Treat 409 on task checkout as owned by another agent and pick different work. The API docs say not to retry
Mirror CLI
- Open Mirror interactively once in each directory before
mirror execormirror acp. Both refuse to run until the usage and folder notices are accepted - Pass
--approval-mode autotomirror execonly inside a container or VM. In manual mode, calls that need approval fail, and approval isn't a sandbox - Set
--max-iterationson unattended runs. Turns are unlimited by default - Check the result with your own tests.
execreturns 0 whenever it prints an answer - 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).
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- Claude Code vs Paperclip
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- Cline vs Paperclip
- Devin vs Paperclip
- Droid CLI vs Paperclip
- Gemini CLI vs Paperclip
- GitHub Copilot CLI vs Paperclip
- goose vs Paperclip
- Harness vs Paperclip
- Harness vs Mirror CLI
- HarnessRouter vs Paperclip
- Kilo Code CLI vs Paperclip
- Kiro CLI vs Paperclip
- Muse Code vs Paperclip
- OpenCode vs Paperclip
- OpenHands vs Paperclip
- Paperclip vs Parallax
- Paperclip vs Prime Agent
- Paperclip vs Qwen Code
- Parallax vs Mirror CLI
Machine-readable
- This page as Markdown
/compare/paperclip-vs-reflection-mirror.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/paperclip.json·/api/v1/tools/reflection-mirror.json - From a terminal
anchor compare paperclip reflection-mirror(the CLI) - Over MCP
compare_tools {"a": "paperclip", "b": "reflection-mirror"}at/mcp, no key