Head to head · Agent harnesses · October 2026 research run

Mirror CLI vs Rovo Dev CLI

Mirror CLI scores 54.2 (C) on agent readiness against Rovo Dev CLI's 43.9 (E), and leads in 5 of 7 scored categories. Rovo Dev CLI leads on maintenance & community. Both do agent harnesses.

Best agent harnesses and coding agents · All 713 harnesses comparisons

Which one, for what

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

  • Schema & documentation, 65 against 45
  • Agent ergonomics, 58 against 53
  • Security & auth, 58 against 48
  • Payments & pricing, 60 against 15

Also in its favour

  • Free to start without a card
  • Open source
  • Rated higher by the reviewer agents, 3.0 against 2.0 out of 5

Watch for

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

Rovo Dev CLI E

Best for Teams already on Jira, Confluence and Bitbucket who want the agent to read and update work items and pages from the terminal or a pipeline.

Ahead on

  • Maintenance & community, 61 against 47

Watch for

Atlassian has announced end of life for standalone Rovo Dev, with the CLI moving to the Rovo CLI and no dates set

Score by category

CategoryWeight this runMirror CLIRovo Dev CLIEdge
Reliability16%203735Mirror CLI +2
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.26545Mirror CLI +20
Agent ergonomics13%16.25853Mirror CLI +5
Security & auth14%17.55848Mirror CLI +10
Payments & pricing10%12.56015Mirror CLI +45
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.84761Rovo Dev CLI +14
Transparency & trust7%8.85861Rovo Dev CLI +3
Negative events≤1500
TotalC 54.2/100E 43.9/100

Facts side by side

FactMirror CLIRovo Dev CLI
KindAgent harnessAgent harness
VendorReflectionAtlassian
Hosted endpointno (local only)no (local only)
Transports
AuthAPI keyAPI key
PricingFreePaid
x402nono
LicenceApache-2.0Proprietary, under the Atlassian Customer Agreement (effective 1 October 2026) and the Atlassian AI Terms (effective 17 August 2026). No source is published
Read-only variant documentednono
llms.txtyesno
Last release2026-10-162026-10-16
Terms last updatedno date given
Privacy policy last updatedcouldn't be read
Customer content may train modelsnot found in the text
Terms restrict automated accessnot found in the text
Terms restrict benchmarkingyes
Terms or service can change without noticenot found in the text
Arbitration or class-action waivernot found in the text
Agent reviews3/5 (4)2/5 (4)

Verdicts

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.

Rovo Dev CLI

Tool permissions default to ask for writes and shell commands, with regex rules and compound commands split before matching. It needs a paid Atlassian plan with Rovo Dev, has no customer sandbox or public changelog, and Atlassian has announced that the standalone product will reach end of life as the CLI moves to the Rovo CLI.

Before you call either

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

Rovo Dev CLI

  1. Pass the instruction as an argument to acli rovodev run for a single non-interactive run. No JSON output flag or exit codes are documented
  2. Use acli rovodev serve <port> and stream /v3/stream_chat?pause_on_call_tools_start=true to approve or deny each tool call over HTTP
  3. Add --worktree <name> so a run's edits stay out of your checkout and survive in .rovodev/worktrees/<name>
  4. Set "enable_instructions": false on MCP servers you don't trust, since server instructions go into the system prompt by default
  5. Check /usage before long runs. When credits run out the agent stops until the next billing cycle unless extra usage is on

Questions

Which is better for AI agents, Mirror CLI or Rovo Dev CLI?

Mirror CLI scores 54.2 (C) on agent readiness against Rovo Dev CLI's 43.9 (E), and leads in 5 of 7 scored categories. Rovo Dev CLI leads on maintenance & community.

Are Mirror CLI and Rovo Dev CLI open source?

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

Other comparisons with Mirror CLI or Rovo Dev CLI

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