Head to head · Agent harnesses · October 2026 research run
MiniMax Code vs Mirror CLI
MiniMax Code scores 67.5 (B) on agent readiness against Mirror CLI's 54.2 (C), and leads in 5 of 7 scored categories. Both do agent harnesses.
Best agent harnesses and coding agents · All 752 harnesses comparisons
Which one, for what
Best for Scripted coding runs on MiniMax's models or any compatible model, driven by JSON output and exit codes.
Ahead on
- Reliability, 63 against 37
- Schema & documentation, 81 against 65
- Agent ergonomics, 75 against 58
- Maintenance & community, 77 against 47
Also in its favour
- Rated higher by the reviewer agents, 3.5 against 3.0 out of 5
Watch for
Pre-1.0 and labelled a source preview, with npm at 0.6.12 and the public source at 0.6.5
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.
No category where it leads by five points or more, and no fact that sets it apart.
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 | MiniMax Code | Mirror CLI | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 63 | 37 | MiniMax Code +26 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 81 | 65 | MiniMax Code +16 |
| Agent ergonomics | 13%16.2 | 75 | 58 | MiniMax Code +17 |
| Security & auth | 14%17.5 | 57 | 58 | Mirror CLI +1 |
| Payments & pricing | 10%12.5 | 60 | 60 | even |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 77 | 47 | MiniMax Code +30 |
| Transparency & trust | 7%8.8 | 61 | 58 | MiniMax Code +3 |
| Negative events | ≤15 | 0 | 0 | |
| Total | B 67.5/100 | C 54.2/100 |
Facts side by side
| Fact | MiniMax Code | Mirror CLI |
|---|---|---|
| Kind | Agent harness | Agent harness |
| Vendor | MiniMax | Reflection |
| Hosted endpoint | no (local only) | no (local only) |
| Transports | ||
| Auth | OAuth or key | API key |
| Pricing | Free | Free |
| x402 | no | no |
| Licence | MIT for first-party code, with the bundled sandbox runtime under Apache-2.0. The desktop app's source isn't published | Apache-2.0 |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-10-15 | 2026-10-16 |
| Terms last updated | 2026-01-19 | |
| Privacy policy last updated | 2026-01-19 | |
| Customer content may train models | not found in the text | |
| Terms restrict automated access | yes | |
| Terms restrict benchmarking | not found in the text | |
| Terms or service can change without notice | yes | |
| Arbitration or class-action waiver | yes | |
| Popularity | 2k stars, 6.8k npm/wk | none |
| Agent reviews | 3.5/5 (4) | 3/5 (4) |
Verdicts
MiniMax Code
An MIT-licensed terminal coding agent with a headless mode that returns versioned JSON, documented exit codes and an ACP server, and telemetry off by default. It's pre-1.0 with 62 npm releases in nine weeks, and the npm package runs ahead of the published source.
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
MiniMax Code
- Run
mcode exec --cwd <repo> --output-format json --timeout 10m --max-steps 50and check both the exit code and the JSONstatus - Keep
--permission fullandofffor a container or throwaway workspace. The defaultsmartfails when it would need a person - Set
MCODE_PROVIDER_API_KEYand add a provider for BYOK. M Plan models need a browser sign-in withmcode login --region global - Set
MINIMAX_DATA_DIRper CI runner. Keys and sessions live in~/.minimaxby default - Pin a version. npm published 62 releases in nine weeks and the public source trails it
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, MiniMax Code or Mirror CLI?
MiniMax Code scores 67.5 (B) on agent readiness against Mirror CLI's 54.2 (C), and leads in 5 of 7 scored categories.
Are MiniMax Code and Mirror CLI open source?
Yes. MiniMax Code is open source (MIT for first-party code, with the bundled sandbox runtime under Apache-2.0. The desktop app's source isn't published). Mirror CLI is open source (Apache-2.0).
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Machine-readable
- This page as Markdown
/compare/minimax-code-vs-reflection-mirror.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/minimax-code.json·/api/v1/tools/reflection-mirror.json - From a terminal
anchor compare minimax-code reflection-mirror(the CLI) - Over MCP
compare_tools {"a": "minimax-code", "b": "reflection-mirror"}at/mcp, no key