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Agentic development harness for Claude Code — SPEC-driven plan/run/sync, TRUST 5 quality gates, model+effort routing, and Claude×GLM multi-LLM cost control. Sin

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Agentic development harness for Claude Code — SPEC-driven plan/run/sync, TRUST 5 quality gates, model+effort routing, and Claude×GLM multi-LLM cost control. Sin

MoAI-ADK

A verification-driven agent orchestration harness — the structure that makes Claude Code's code trustworthy

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Official Documentation · Book: Practical Agentic Coding with Claude Code · Discord


"The model is a stochastic worker moving token by token. It cannot remember, turn to turn, what it used this turn and how much, whether the result is good, or how far the last session got. A harness enforces all three from the outside."


What's New in v3.1 — Kanban Mode

v3.1 ships on August 15, Liberation Day in Korea. The intent: release work from the old shape of a single session bound to one context limit. The limit itself does not disappear — what actually changes is written down below.

A session holds one context window, and a long SPEC fills it. Everything that comes after carries everything that came before: the plan you no longer need is still in the window while you review, and the review is still there while you write docs. The usual escape is /clear, which throws away the thread along with the ballast.

Kanban Mode splits one unit of work across four terminals instead of one. A lead session drives the chain; three companion sessions each own a single column — plan, run, sync — and carry only that column's context. Review is not a separate column: the sync gate absorbs it, running the review lenses itself to reach the verdict. Nothing is uncapped: each session still has its own limit. What changes is that no session carries three phases' worth of history, so the same budget goes considerably further, and a finished phase is cleared without losing the card.

Each column can run a different backend and effort level. The run above puts Plan on Opus 5 at high effort, Run on GLM 5.2 at xhigh, and Sync on GLM 5.2 — the depth of reasoning a column needs is not the same in every column.

Getting started

moai cc -k                    # lead — announces a run-id, seeds the chain
moai cc -k --name plan        # companion, in its own terminal
moai cc -k --name run
moai cc -k --name sync

Companion sessions are launched by hand, one per terminal — a session never spawns a peer. Companions are named by their bare role: the run-id stays the lead session's identifier and never rides a companion name; a second live session claiming the same role takes the next free number. Swap moai cc for moai glm on any column to put just that column on the GLM backend.

Which backend goes where

When you open a kanban run, the bootstrap notice carries a default recommendation — token availability first: lead on moai glm -k, plan on moai cc -k --name plan, run on moai glm -k --name run, sync on moai cc -k --name sync. The reasoning is the kind of thinking each lane needs. Plan and sync turn on judgment and review, so they sit on Claude; run is implementation-heavy, so GLM keeps its cost down. The lead is not the seat that renders verdicts — it watches the queue and moves cards — so GLM, cheap to keep waiting, fits it. When a Claude verdict is needed under a GLM lead, escape through a session named judge — the only route by which the GLM lead uses Claude. When one account starts hitting 429s, spreading lanes across accounts is the workable move. This mix is only the default — a different combination, or unifying every session on one backend, is equally fine.

Factory Mode — many cards at once across N lanes

-f opens a factory lead, Kanban's second form. Where a kanban card hops between columns, a factory card goes whole to one lane, and that lane carries it through plan → run → sync serially in-session, each phase spawned as Agent() subagents. Lanes are labelled lane-1 … lane-N.

moai cc -f                    # lead — one lane (lane-1) by default
moai cc -f 4                  # lead — four lanes
moai cc -f lane-1             # a lane, in its own terminal
moai glm -f lane-3            # …and one lane on the GLM backend

Grow a run one lane at a time with moai cc -f lane-. That form already names the lane, so passing --name/-n alongside it is an error. A number is skipped only while a live session holds it — a dead lane's number is released and reused. Which numbers are held is recorded in .moai/state/factory/workers.json, and that is where stale claims get cleared. A lane runs up to 10 concurrent Agent() subagents, and write-capable spawns are isolated in their own worktree. Never bring every lane up at once — start the first, confirm it is actually producing output, then activate the rest. Cards are never split across lanes. -k still drives the three-role kanban chain; one launch takes one entry token, so -k with -f is an error, and moai cg refuses factory mode.

Details: Kanban mode — Factory Mode

The board has five columns, backlog → plan → run → sync → done. backlog has no owning session by design, so work enters the board only when you put it there:

/moai todo "fix the stale rename hint"   # append a card
/moai todo                               # list the queue

Two rules keep the board honest. The lead advances a card only on evidence it read from the card's progress.md — never on a companion's reply, because a reply is a claim and inter-session delivery is not guaranteed. And when a phase ends, the lead asks for that session to be /clear-ed, since /clear is user-typed and cannot be sent as an instruction.

Words the four sessions share

The recurring vocabulary of the kanban docs, gathered into one picture. A column is a stage of the board; a lane is the pair of a session and its worktree that carries one card through those stages to the end — the difference between a stop and a route.

Operator ── /moai todo ──▶ backlog ─▶ plan ─▶ run ─▶ sync ─▶ done
                          (the lead advances a card only on evidence it read)

Lane — card t0:  run session + worktree t0      ┐ the two flows share one board,
Lane — card t1:  run session + worktree t1      ┘ run side by side, never mix
Term One-line definition
card One unit of work. Enters via /moai todo, addressed by a short id
column One stage of the board — five columns in fixed order
backlog The entrance queue. No owning session, so only a human can add work
lane The session+worktree pair that carries one card to the end. One parallel work stream
lead The coordinating session. Advances cards only on evidence it read; never writes code itself
companion The session seated in a column doing the work. Launched by hand, one per terminal
run-id Short identifier the lead announces at start. It names the lead session; companions never carry it
worktree The card's isolated checkout. The directory carries the card id; the branch carries what the card did (WT-). One carries the card from run through sync
dispatch The instruction the lead sends a companion — a pointer to the work, never a copy

Full glossary with definitions and examples: Kanban board terms

Cards also differ in which columns they pass through, by shape. As a card leaves backlog, the lead classifies it into one of the three Card Classes and names the class in the dispatch.

Class Shape Shortcut
A — direct close one file · one line, no design judgment, regression caught by CI one session carries it whole to the PR (plan skipped)
B — defect, cause unknown clearly broken, but the cause is not yet established run → sync (no plan, no SPEC)
C — design change carries a decision or spans subsystems all three columns

Class A is admitted on checked evidence, not assertion — a card that cannot cite a diff measured to one file and green CI on the head that will merge is not Class A. Class B skips only plan; the sync gate's review still runs, and the cause-establishing evidence (reproduction command and its output) is left in the card's progress record.

Details: Kanban Mode — card classes

Watching the board

moai web serves a local console. The Kanban screen shows the kanban chain alongside the SPEC pipeline, plus Overview, Specs, Monitor, Settings, and Todo screens.

Full guide: Kanban Mode · manager-lead Lead Coordinator · /moai todo

What v3.1.1 adds

Kanban Mode aside, here is what else landed in v3.1.1. Each one is covered in full in its own section further down.

Home directory hygiene. The longer you use it, the more leftovers from past runs pile up in ~/.moai. moai clean --home clears them out, staying inside an allowlist — it is a dry run by default, so it shows you what would go before anything goes, and actual deletion needs --force. How old something has to be before it is swept is set by state.home_retention_days (30 days by default, 0 turns it off). To see how far the directory has grown right now, moai doctor reports it under Home Disk Usage. The home path itself can be moved with the MOAI_HOME environment variable — it takes absolute paths only. Only Go processes read it, though: move the path and the statusline and the shell hooks still look under $HOME/.moai. Shell-side credentials like .env.glm and the statusline's data stay behind, and your state quietly splits in two.

Cross-session messaging settings. Whether a message from another Claude Code session arrives directly, waits for approval, or is refused outright is decided in crosssession.yaml. The switch that requires approval before a message leaves this machine lives there too.

Statusline GitLab support. statusline.forge picks whether open work is counted on GitHub or on GitLab. Left empty, it decides from the origin remote's host.

A bare /loop becomes the kanban foreman. Typing /loop with no arguments starts a cycle that watches the backlog queue, dispatches the next card the operator has already marked picked to an isolated worker, confirms completion from evidence it read rather than from a claim, and reports. Nobody is watching that seat, so both putting cards in the queue and picking them stay the operator's job — the foreman never picks, it only carries.


Why moai-adk?

The age of agents writing code has arrived, but you cannot take an agent's output on faith. Whether "the tests passed" is the result of actually running the tests or just the agent's guess has been the central problem from the start. moai-adk begins exactly there — it bans unverified completion claims at the system level and binds every completion claim to the command actually run and its output as evidence.

moai-adk is a harness that wraps Claude Code from the outside. It does not replace Claude Code; it takes over, in structure, the parts you used to manage by hand — which model to use, how deeply to reason, how to verify results, how to resume when a session breaks, how to keep parallel runs from stepping on each other. Verification integrity, the SPEC lifecycle, autonomous execution with real boundaries, a living codebase navigator, a self-improvement loop, and parallel-safe structure. These six form the identity of moai-adk.

This identity organizes into three keys: cost (tokenomics — the same quality for fewer tokens), self-improvement (agentic loop engineering — turning observation into rules so the harness gets better as it runs), and quality control (the SPEC lifecycle, TRUST 5 gates, and isolation that prevents rework). No one of them suffices alone — below, why each needs the others.

Eight differentiators

Differentiator What it means
**N

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PublishedAug 1, 2026
UpdatedSep 17, 2026
CategoryAI 编程
PricingOpen source

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