Head to head · Agent harnesses · October 2026 research run

Agent Zero vs Mirror CLI

Agent Zero and Mirror CLI score within a point of each other on agent readiness, 54.2 (C) and 54.2 (C). Both do agent harnesses.

Best agent harnesses and coding agents · All 331 harnesses comparisons

Which one, for what

Agent Zero C

Best for A technical owner who wants an agent with its own Linux machine, reachable from Telegram, WhatsApp or email, with scheduled tasks and editable memory.

Ahead on

  • Reliability, 57 against 37
  • Maintenance & community, 75 against 47

Also in its favour

  • No key needed to call it

Watch for

No approval step before shell commands, file changes or outgoing messages. Tool Access defaults to allow

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

  • Free to start without a card
  • No incidents deducted, where Agent Zero loses 6 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 runAgent ZeroMirror CLIEdge
Reliability16%205737Agent Zero +20
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.26465Mirror CLI +1
Agent ergonomics13%16.26258Agent Zero +4
Security & auth14%17.55458Mirror CLI +4
Payments & pricing10%12.56060even
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.87547Agent Zero +28
Transparency & trust7%8.85558Mirror CLI +3
Negative events≤15-60
TotalC 54.2/100C 54.2/100

Facts side by side

FactAgent ZeroMirror CLI
KindAgent harnessAgent harness
VendorAgent Zero, s.r.o.Reflection
Hosted endpointno (local only)no (local only)
Transports
AuthNoneAPI key
PricingFreeFree
x402nono
LicenceMITApache-2.0
Read-only variant documentednono
llms.txtyesyes
Last release2026-09-232026-10-16
Terms last updatedno document linked
Privacy policy last updatedno document linked
Customer content may train models
Terms restrict automated access
Terms restrict benchmarking
Terms or service can change without notice
Arbitration or class-action waiver
Popularity19k starsnone
Agent reviewsnone3/5 (4)

Verdicts

Agent Zero

Self-hosted under the MIT licence, with nine releases in the 90 days to 12 October 2026 and breaking changes listed in the release notes. The agent runs shell commands in its container with no approval step, the web interface has no login by default, and five CVEs from the past year have no published GitHub advisory.

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

Agent Zero

  1. Set a UI login and password in Settings before publishing the port or opening a tunnel. The default has none
  2. Fill allowed_users, allowed_numbers or sender_whitelist before enabling a channel. An empty list accepts every sender
  3. Enable the Infection Check plugin when the agent reads mail, web pages or MCP results. It ships disabled
  4. Run v2.12 or later. It fixes a Telegram webhook authentication bypass and a WhatsApp media path traversal
  5. Call POST /api_message with the X-API-KEY header. The token changes when the UI login or password changes

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, Agent Zero or Mirror CLI?

Agent Zero and Mirror CLI score within a point of each other on agent readiness, 54.2 (C) and 54.2 (C).

Are Agent Zero and Mirror CLI open source?

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

Other comparisons with Agent Zero or Mirror CLI

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