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Delegate a coding task to the Qoder CLI (`qodercli`) as a background implementer, then review its diff and land it yourself. Use this whenever the user asks to have Qoder implement, fix, refactor, or run a queue of coding tasks while the orchestrator remains the reviewer. DO NOT USE for tasks small enough to do inline, or when the user wants code written directly without delegation.
Passed 17 of 21 test cases with the skill, and 5 of 21 without it.
and 16 more in the full report
13 fixed6 passed either way5 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
This benchmark measured an earlier version of the skill.
A newer attempt on gemini-3.8-flash on 10/20/2026 did not produce a publishable comparison (not comparable). The snapshot above is the previously measured run.
One of 13 test cases the skill fixed. Same model, same prompt, with and without the skill.
When running the relay script without specifying any `--permission-mode` flag, what permission mode does `relay.mjs` pass to Qoder by default?
| Checked | Without skill | With skill |
|---|---|---|
| Identifies auto as the default permission mode passed by the relay. | Missed | Passed |
The instructions your model reads when the skill loads.
You are the orchestrator. Delegate one bounded coding task to a separate implementer - Qoder CLI - then review what it produced and land it yourself. You write the brief and own the judgment; Qoder edits the working tree in its session; you verify and commit.
The loop needs only shell and file access, so any comparable orchestrator can drive it.
qodercli is not installed or authenticated.command -v qodercli
qodercli --version
qodercli --list-models
If the binary is missing, install it from Qoder's
official Quick Start. Authenticate with qodercli login,
or set QODER_PERSONAL_ACCESS_TOKEN for automation. A successful --list-models confirms the current
account can return its live model catalog.
Qoder's available models can change. If the human requests a model, use its exact current value from
qodercli --list-models; never invent or pin a catalog entry. Otherwise omit --model and let Qoder
use its current default.
--context-window <n> is optional. Pass a positive integer only when the human requests a size or the
task needs an explicit budget. Qoder applies it only to supported models; surface an unsupported
model/size error instead of silently choosing another value.
Run these five steps per task. Steps 1, 4, and 5 require judgment; 2 and 3 are mechanical.
test cases passed, vs 5 / 21 without
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