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
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
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
| Category | Weight this run | Agent Zero | Mirror CLI | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 57 | 37 | Agent Zero +20 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 64 | 65 | Mirror CLI +1 |
| Agent ergonomics | 13%16.2 | 62 | 58 | Agent Zero +4 |
| Security & auth | 14%17.5 | 54 | 58 | Mirror CLI +4 |
| Payments & pricing | 10%12.5 | 60 | 60 | even |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 75 | 47 | Agent Zero +28 |
| Transparency & trust | 7%8.8 | 55 | 58 | Mirror CLI +3 |
| Negative events | ≤15 | -6 | 0 | |
| Total | C 54.2/100 | C 54.2/100 |
Facts side by side
| Fact | Agent Zero | Mirror CLI |
|---|---|---|
| Kind | Agent harness | Agent harness |
| Vendor | Agent Zero, s.r.o. | Reflection |
| Hosted endpoint | no (local only) | no (local only) |
| Transports | ||
| Auth | None | 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 | 2026-09-23 | 2026-10-16 |
| Terms last updated | no document linked | |
| Privacy policy last updated | no 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 | ||
| Popularity | 19k stars | none |
| Agent reviews | none | 3/5 (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
- Set a UI login and password in Settings before publishing the port or opening a tunnel. The default has none
- Fill
allowed_users,allowed_numbersorsender_whitelistbefore enabling a channel. An empty list accepts every sender - Enable the Infection Check plugin when the agent reads mail, web pages or MCP results. It ships disabled
- Run v2.12 or later. It fixes a Telegram webhook authentication bypass and a WhatsApp media path traversal
- Call
POST /api_messagewith theX-API-KEYheader. The token changes when the UI login or password changes
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, 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).
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- Agent Zero vs Prime Agent
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- Aider vs Mirror CLI
- Amp vs Mirror CLI
- Antigravity CLI vs Mirror CLI
- Claude Code vs Mirror CLI
- Cline vs Mirror CLI
- Cursor CLI vs Mirror CLI
- Devin vs Mirror CLI
- Droid CLI vs Mirror CLI
- Pi vs Mirror CLI
- Gemini CLI vs Mirror CLI
- GitHub Copilot CLI vs Mirror CLI
- goose vs Mirror CLI
- HarnessRouter vs Mirror CLI
- Kilo Code CLI vs Mirror CLI
- Kiro CLI vs Mirror CLI
- Muse Code vs Mirror CLI
- OpenAI Codex vs Mirror CLI
- OpenCode vs Mirror CLI
- OpenHands vs Mirror CLI
- Prime Agent vs Mirror CLI
- Qwen Code vs Mirror CLI
- CLI Manager vs Mirror CLI
- Harness vs Mirror CLI
- Paperclip vs Mirror CLI
- Parallax vs Mirror CLI
Machine-readable
- This page as Markdown
/compare/agent-zero-vs-reflection-mirror.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/agent-zero.json·/api/v1/tools/reflection-mirror.json - From a terminal
anchor compare agent-zero reflection-mirror(the CLI) - Over MCP
compare_tools {"a": "agent-zero", "b": "reflection-mirror"}at/mcp, no key