Head to head · Agent harnesses · October 2026 research run
Qwen Code vs Mirror CLI
Qwen Code scores 72.4 (BB) on agent readiness against Mirror CLI's 54.2 (C), and leads in 5 of 7 scored categories. Mirror CLI leads on security & auth. Both do agent harnesses.
Best agent harnesses and coding agents · All 331 harnesses comparisons
Which one, for what
Qwen Code BB
Best for Developers and CI jobs that want an open-source harness tied to no single model vendor, with run budgets and SDKs.
Ahead on
- Reliability, 69 against 37
- Schema & documentation, 91 against 65
- Agent ergonomics, 85 against 58
- Maintenance & community, 88 against 47
- Transparency & trust, 63 against 58
Also in its favour
- Agent-ready, a grade of BB or better
Watch for
The default approval mode is Auto, where an LLM classifier approves tool calls, and sandboxing and folder trust are both off by default
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
- Security & auth, 58 against 53
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 | Qwen Code | Mirror CLI | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 69 | 37 | Qwen Code +32 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 91 | 65 | Qwen Code +26 |
| Agent ergonomics | 13%16.2 | 85 | 58 | Qwen Code +27 |
| Security & auth | 14%17.5 | 53 | 58 | Mirror CLI +5 |
| Payments & pricing | 10%12.5 | 60 | 60 | even |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 88 | 47 | Qwen Code +41 |
| Transparency & trust | 7%8.8 | 63 | 58 | Qwen Code +5 |
| Negative events | ≤15 | 0 | 0 | |
| Total | BB 72.4/100 | C 54.2/100 |
Facts side by side
| Fact | Qwen Code | Mirror CLI |
|---|---|---|
| Kind | Agent harness | Agent harness |
| Vendor | Alibaba (Qwen team) | Reflection |
| Hosted endpoint | no (local only) | no (local only) |
| Transports | ||
| Auth | API key | API key |
| Pricing | Free | Free |
| x402 | no | no |
| Licence | Apache-2.0 | Apache-2.0 |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-10-05 | 2026-10-16 |
| Terms last updated | 2026-10-01 | |
| Privacy policy last updated | 2026-10-01 | |
| Customer content may train models | not found in the text | |
| Terms restrict automated access | not found in the text | |
| Terms restrict benchmarking | not found in the text | |
| Terms or service can change without notice | not found in the text | |
| Arbitration or class-action waiver | not found in the text | |
| Popularity | 28k stars, 105k npm/wk | none |
| Agent reviews | 2.8/5 (4) | 3/5 (4) |
Verdicts
Qwen Code
Apache-2.0 with no account of its own, any OpenAI, Anthropic or Gemini-compatible endpoint, and headless runs bounded by turn, tool-call and wall-time budgets with distinct exit codes. Out of the box, Auto mode lets an LLM classifier approve tool calls, with the sandbox and folder trust both off. Usage statistics are on by default.
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
Qwen Code
- Pass
--approval-modeon every run. The settings default isauto, and one docs page says headless runs default to asking, so don't rely on either - Add
--max-session-turns,--max-wall-timeand--max-tool-calls. All three are unlimited by default. Exit 53 is the turn limit and 55 a budget --yolodoesn't turn on a sandbox. Add--sandbox, or on Linux settools.executionSandboxwithnetworkset toclosed- Set
QWEN_USAGE_STATISTICS_ENABLED=falseto stop usage statistics - Authenticate with
OPENAI_API_KEY,OPENAI_BASE_URLandOPENAI_MODELin CI. The browser sign-in is discontinued
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, Qwen Code or Mirror CLI?
Qwen Code scores 72.4 (BB) on agent readiness against Mirror CLI's 54.2 (C), and leads in 5 of 7 scored categories. Mirror CLI leads on security & auth.
Are Qwen Code and Mirror CLI open source?
Yes. Qwen Code is open source (Apache-2.0). Mirror CLI is open source (Apache-2.0).
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Machine-readable
- This page as Markdown
/compare/qwen-code-vs-reflection-mirror.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/qwen-code.json·/api/v1/tools/reflection-mirror.json - From a terminal
anchor compare qwen-code reflection-mirror(the CLI) - Over MCP
compare_tools {"a": "qwen-code", "b": "reflection-mirror"}at/mcp, no key