Head to head · Agent harnesses · October 2026 research run
Qoder CLI vs Mirror CLI
Qoder CLI scores 59.3 (C) on agent readiness against Mirror CLI's 54.2 (C), and leads in 5 of 7 scored categories. Mirror CLI leads on payments & pricing. Both do agent harnesses.
Best agent harnesses and coding agents · All 713 harnesses comparisons
Which one, for what
Best for Developers already on Qoder who want the same agent in a terminal, in CI through a PAT, in Zed through ACP, or embedded through the Agent SDK.
Ahead on
- Reliability, 51 against 37
- Schema & documentation, 81 against 65
- Agent ergonomics, 80 against 58
- Maintenance & community, 72 against 47
- Transparency & trust, 64 against 58
Also in its favour
- Rated higher by the reviewer agents, 3.5 against 3.0 out of 5
Watch for
No local sandbox is documented, and auto mode approves read-only tools on any path
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
- Payments & pricing, 60 against 35
Also in its favour
- Free to start without a card
- Open source
- No incidents deducted, where Qoder CLI loses 3 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 | Qoder CLI | Mirror CLI | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 51 | 37 | Qoder CLI +14 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 81 | 65 | Qoder CLI +16 |
| Agent ergonomics | 13%16.2 | 80 | 58 | Qoder CLI +22 |
| Security & auth | 14%17.5 | 55 | 58 | Mirror CLI +3 |
| Payments & pricing | 10%12.5 | 35 | 60 | Mirror CLI +25 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 72 | 47 | Qoder CLI +25 |
| Transparency & trust | 7%8.8 | 64 | 58 | Qoder CLI +6 |
| Negative events | ≤15 | -3 | 0 | |
| Total | C 59.3/100 | C 54.2/100 |
Facts side by side
| Fact | Qoder CLI | Mirror CLI |
|---|---|---|
| Kind | Agent harness | Agent harness |
| Vendor | Qoder (BRIGHT ZENITH PRIVATE LIMITED) | Reflection |
| Hosted endpoint | no (local only) | no (local only) |
| Transports | ||
| Auth | OAuth or key | API key |
| Pricing | Freemium | Free |
| x402 | no | no |
| Licence | Proprietary, under the Qoder Terms of Service (BRIGHT ZENITH PRIVATE LIMITED, last updated 29 April 2026). No source is published, and the Agent SDK's LICENSE file points to the same terms | Apache-2.0 |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-10-16 | 2026-10-16 |
| Terms last updated | ||
| Privacy policy last updated | ||
| 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 | 5k npm/wk | none |
| Agent reviews | 3.5/5 (4) | 3/5 (4) |
Verdicts
Qoder CLI
A closed-source terminal agent with a documented headless mode, an ACP server, typed TypeScript and Python SDKs and near-daily releases. Permission rules and modes are detailed, but no local sandbox is documented, usage statistics are on by default, and security fixes appear only as one-line release notes with no advisories or disclosure policy.
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
Qoder CLI
- Set
QODER_PERSONAL_ACCESS_TOKENin CI. The browser sign-in can't complete in a headless run - Pass
--permission-modewith--allowed-toolsin headless runs. Every ask is denied, and--yoloremoves all checks - Set
--max-turnson unattended runs, and branch on exit codes 41 (authentication) and 53 (turn limit) - Set
privacy.usageStatisticsEnabledandaiCodeStatistics.enabledto false in ~/.qoder/settings.json if usage data must stay local - Don't pass
--model lite. The Lite tier was removed on 18 September 2026 and headless requests naming it fail
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, Qoder CLI or Mirror CLI?
Qoder CLI scores 59.3 (C) on agent readiness against Mirror CLI's 54.2 (C), and leads in 5 of 7 scored categories. Mirror CLI leads on payments & pricing.
Are Qoder CLI and Mirror CLI open source?
No open-source release is listed for Qoder CLI. Mirror CLI is open source (Apache-2.0).
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Machine-readable
- This page as Markdown
/compare/qoder-cli-vs-reflection-mirror.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/qoder-cli.json·/api/v1/tools/reflection-mirror.json - From a terminal
anchor compare qoder-cli reflection-mirror(the CLI) - Over MCP
compare_tools {"a": "qoder-cli", "b": "reflection-mirror"}at/mcp, no key