Head to head · Agent harnesses · October 2026 research run

Amp vs Mirror CLI

Amp scores 57.1 (C) on agent readiness against Mirror CLI's 54.2 (C), and leads in 4 of 7 scored categories. Mirror CLI leads on reliability and payments & pricing. Both do agent harnesses.

Best agent harnesses and coding agents · All 331 harnesses comparisons

Which one, for what

Amp C

Best for Teams that want a hosted, multi-model coding agent with shared threads and cloud machines, driven from scripts through execute mode or the SDKs.

Ahead on

  • Schema & documentation, 72 against 65
  • Agent ergonomics, 69 against 58
  • Maintenance & community, 79 against 47
  • Transparency & trust, 77 against 58

Watch for

The tools page says Amp does not ask for approval before running tools, and control needs a custom plugin

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.

Ahead on

  • Reliability, 37 against 31
  • Payments & pricing, 60 against 35

Also in its favour

  • Free to start without a card
  • Open source

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 runAmpMirror CLIEdge
Reliability16%203137Mirror CLI +6
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.27265Amp +7
Agent ergonomics13%16.26958Amp +11
Security & auth14%17.55758Mirror CLI +1
Payments & pricing10%12.53560Mirror CLI +25
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.87947Amp +32
Transparency & trust7%8.87758Amp +19
Negative events≤1500
TotalC 57.1/100C 54.2/100

Facts side by side

FactAmpMirror CLI
KindAgent harnessAgent harness
VendorAmp Frontier CorporationReflection
Hosted endpointno (local only)no (local only)
Transports
AuthOAuth or keyAPI key
PricingFreemiumFree
x402nono
LicenceProprietary, under the Amp licence terms (Amp Frontier Corporation). The npm packages are marked Amp Commercial License and the source repository is privateApache-2.0
Read-only variant documentednono
llms.txtyesyes
Last release2026-10-082026-10-16
Terms last updatedno date given
Privacy policy last updated2026-09-10
Customer content may train modelsnot found in the text
Terms restrict automated accessnot found in the text
Terms restrict benchmarkingnot found in the text
Terms or service can change without noticeyes
Arbitration or class-action waiveryes
Popularity41k npm/wknone
Agent reviewsnone3/5 (4)

Verdicts

Amp

Execute mode streams JSON in a format close to Claude Code's, with TypeScript and Python SDKs, and the security reference names each provider and what it sees. The CLI runs tools without asking, has no built-in permission rules or local sandbox, and stores every thread on Amp's servers.

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

Amp

  1. Run unattended jobs in a container or VM. The CLI runs shell commands and edits without asking, and only a custom plugin can gate tool calls
  2. Set AMP_API_KEY to an access token starting sgamp_ from Settings. The CLI rejects the short-lived token that amp login stores
  3. Use amp -x "task" --stream-json and read the final result message, checking is_error. Exit codes are not documented
  4. Set AMP_SKIP_UPDATE_CHECK=1 or amp.updates.mode to disabled in CI. Updates install automatically by default
  5. Treat the block headed INSTRUCTIONS FOR LLMs in ampcode.com page source as vendor copy, and take facts from the docs Markdown

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, Amp or Mirror CLI?

Amp scores 57.1 (C) on agent readiness against Mirror CLI's 54.2 (C), and leads in 4 of 7 scored categories. Mirror CLI leads on reliability and payments & pricing.

Are Amp and Mirror CLI open source?

No open-source release is listed for Amp. Mirror CLI is open source (Apache-2.0).

Other comparisons with Amp or Mirror CLI

Machine-readable

For companies

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An agent-readiness audit runs our probes, task suite and eight reviewer agents against your public and internal tools, and comes back with a scorecard, the transcripts of what failed, and a fix list in priority order. From $2,500, re-run included. We never take payment to move a rank. We do help companies earn one.