20:"$Sreact.view_transition" 21:I[9754,["/_next/static/chunks/2qcf_o2xotudn.js","/_next/static/chunks/1gyqeidjm5eoa.js","/_next/static/chunks/0_fjnxc4tt_l_.js","/_next/static/chunks/1ymt1shyhmu-4.js","/_next/static/chunks/3kv2zf0i7s2wc.js","/_next/static/chunks/1ucasf31l8j2v.js","/_next/static/chunks/0yj6_8vip2oqy.js","/_next/static/chunks/2l5xdnifczg1b.js","/_next/static/chunks/192kgs9v_t14j.js","/_next/static/chunks/0z6pw0v5c_lx5.js","/_next/static/chunks/08r60e6icmtkc.js","/_next/static/chunks/3trx6c0i7_x-3.js","/_next/static/chunks/40sro5bzp9bi_.js","/_next/static/chunks/1wgf3tk38y6cf.js"],"ProjectDetail"] 22:T5051, moai-adk · 为 Claude Code 打造的代理开发工具

moai-adk · modu-ai

为 Claude Code 打造的代理开发工具，成本可控

MoAI-ADK 从外部包裹单一代理模型，在一条回路上同时施加质量约束与预算约束——SPEC 驱动的 plan / run / sync，TRUST 5 质量门，以及模型与推理强度的路由。

查看 GitHub adk.mo.ai.kr

constraint ring plan · run · sync

一条回路，而非几个终端

PLAN → RUN → SYNC

MoAI-ADK 不替换 Claude Code，而是从模型外围伸出手，把一个任务组织为可回作的回路。v3.1.0 引入的看板模式将一份工作切分为多个终端会话——由一名 lead 在 plan、run、review、sync 各列之间协调，每个会话只守住自己那一列。

它把一次性的指令执行，改造成有起点、有方向、能回头的路径：先做计划，再运行，再把成果同步回去，形成可重复的节律。

PLAN
以 SPEC 定方向把期望转成可核验的规格，先写清「做什么」。
RUN
沿规格执行让模型按既定轨道运行，而不是自由发散。
SYNC
把结果同步回来将产物收拢、对齐，再回到下一轮。

TRUST 5 质量门，绕环一周

QUALITY GATES

01SPEC 驱动规格先行，避免实现跑偏。

02质量约束在每一处闸口核验结果。

03TDD 回路先测试，再让代码跟上。

04可复用扩展复刻经证明的模式以复用。

05审计视角像领导者一样复查计划与产物。

TRUST 5 源自 readme 的质量控制轴心，作为环上刻度呈现，不展开为新的标准名称。核验范围见 GitHub 仓库。

成本轴：计费、路由与预算护栏

COST · ROUTING · DEFENSE

每个任务都被路由到合适的模型与推理强度——正是成本经济曲线的拐点所在。CG 模式把 Claude 作为领导者（策略、规划、审计），GLM 作为执行者（成批实现），在实现密集型负载上可节省 60–70% 的成本。

除了路由还设置了上限护栏：先给上下文做「节食 diet」，再在逼近预算红线时停手 defense，避免超支后才回头补救。

单一二进制，哪里都带上

PORTABILITY

FORM单一 Go 二进制

LANGUAGES16 语言

DEPS零依赖

PLATFORMSmacOS · Linux · Windows

一个编译好的 Go 可执行文件，不需要额外安装环境，在 macOS、Linux 与 Windows 上直接运行。接入代价低，也就更容易在真实工作流里被长期使用。

没有本地媒体、没有云端依赖——工具本身就像一个可随身携带的约束环。

MoAI-ADK

从外部约束它，而不是替代它

MoAI-ADK 的设计出发点很朴素：模型不该被裸奔着写进生产。给它一条回路、五道闸门、一层预算护栏，让每一步都可见、可控、可回看。

注意：MoAI-ADK 是一个面向开发者与内部预览的工具，成本节省等数据为项目自述；实际效果请以你的工作负载与 GitHub 上的最新状态为准。

访问 GitHub 仓库 adk.mo.ai.kr · 项目主页

23:T4d45, moai-adk · an agentic development harness for Claude Code

moai-adk · modu-ai

An agentic harnessfor Claude Code,cost-controlled end to end

MoAI-ADK wraps a single agent model from the outside, enforcing both quality and budget constraints along one loop: SPEC-driven plan / run / sync, TRUST 5 quality gates, and routing between models and reasoning depth.

View on GitHub adk.mo.ai.kr

constraint ring plan · run · sync

One loop, not a pile of terminals

PLAN → RUN → SYNC

MoAI-ADK does not replace Claude Code; it reaches around the model and turns a single unit of work into a loop that can be returned to. Kanban mode, introduced in v3.1.0, splits one job across multiple terminal sessions — a lead orchestrates the plan, run, review, and sync columns while each session owns a single column of its own.

It reworks one-shot prompting into a path with a start, a direction, and a way back: plan first, then run, then sync the result, in a repeatable rhythm.

PLAN
Direction from SPECTurn expectations into verifiable specs before building.
RUN
Execute along the specKeep the model on the chosen track instead of drifting.
SYNC
Bring the result backFold output back in, aligned, ready for the next pass.

TRUST 5 gates, all the way around

QUALITY GATES

01SPEC-drivenSpec first, so implementation stays on course.

02Quality controlVerify the result at each gate.

03TDD loopTest first, let code follow.

04Extension pointsDuplicate proven patterns for reuse.

05Audit lensReview plans and output like a leader.

TRUST 5 is drawn from the quality-control axis in the readme and shown here as ticks on the ring, not expanded into a new standard. See scope in the GitHub repository.

The cost axis: metering, routing, defense

COST · ROUTING · DEFENSE

Each task is routed to the right model and reasoning depth — exactly at the knee of the cost-economy curve. CG Mode pairs a Claude leader (strategy, planning, audits) with GLM workers (bulk implementation), saving an estimated 60–70% on implementation-heavy workloads.

Beyond routing sits a budget guardrail: diet the context first, then stop before the ceiling — defense before cleanup.

One binary, carry it anywhere

PORTABILITY

FORMSingle Go binary

LANGUAGES16 languages

DEPSzero dependencies

PLATFORMSmacOS · Linux · Windows

A single compiled Go executable with no extra environment to install, running on macOS, Linux, and Windows. The low onboarding cost makes it easier to keep in your real day-to-day workflow.

No local media, no cloud dependency — the tool behaves like a constraint ring you can carry around.

MoAI-ADK

Constrain it from outside, instead of replacing it

The design is plain: a model should not be let into production ungoverned. Give it a loop, five gates, and a budget guardrail, so every step stays visible, controllable, and reviewable.

Note: MoAI-ADK is a developer-facing tool for internal preview, and figures such as cost savings are self-reported; judge by your own workloads and the latest state on GitHub.

Visit the repository adk.mo.ai.kr · project home

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