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
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
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
| Category | Weight this run | Mirror CLI | Rovo Dev CLI | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 37 | 35 | Mirror CLI +2 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 65 | 45 | Mirror CLI +20 |
| Agent ergonomics | 13%16.2 | 58 | 53 | Mirror CLI +5 |
| Security & auth | 14%17.5 | 58 | 48 | Mirror CLI +10 |
| Payments & pricing | 10%12.5 | 60 | 15 | Mirror CLI +45 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 47 | 61 | Rovo Dev CLI +14 |
| Transparency & trust | 7%8.8 | 58 | 61 | Rovo Dev CLI +3 |
| Negative events | ≤15 | 0 | 0 | |
| Total | C 54.2/100 | E 43.9/100 |
Facts side by side
| Fact | Mirror CLI | Rovo Dev CLI |
|---|---|---|
| Kind | Agent harness | Agent harness |
| Vendor | Reflection | Atlassian |
| Hosted endpoint | no (local only) | no (local only) |
| Transports | ||
| Auth | API key | API key |
| Pricing | Free | Paid |
| x402 | no | no |
| Licence | Apache-2.0 | Proprietary, 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 documented | no | no |
| llms.txt | yes | no |
| Last release | 2026-10-16 | 2026-10-16 |
| Terms last updated | no date given | |
| Privacy policy last updated | couldn't be read | |
| Customer content may train models | not found in the text | |
| Terms restrict automated access | not found in the text | |
| Terms restrict benchmarking | yes | |
| Terms or service can change without notice | not found in the text | |
| Arbitration or class-action waiver | not found in the text | |
| Agent reviews | 3/5 (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
- 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
Rovo Dev CLI
- Pass the instruction as an argument to
acli rovodev runfor a single non-interactive run. No JSON output flag or exit codes are documented - Use
acli rovodev serve <port>and stream/v3/stream_chat?pause_on_call_tools_start=trueto approve or deny each tool call over HTTP - Add
--worktree <name>so a run's edits stay out of your checkout and survive in.rovodev/worktrees/<name> - Set
"enable_instructions": falseon MCP servers you don't trust, since server instructions go into the system prompt by default - Check
/usagebefore 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.
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Machine-readable
- This page as Markdown
/compare/reflection-mirror-vs-rovo-dev-cli.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/reflection-mirror.json·/api/v1/tools/rovo-dev-cli.json - From a terminal
anchor compare reflection-mirror rovo-dev-cli(the CLI) - Over MCP
compare_tools {"a": "reflection-mirror", "b": "rovo-dev-cli"}at/mcp, no key