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loop-engineering · control loop

停止提示，
设计循环，获得评分

Stop prompting · Design the loop · Get a score

Loop Engineering 提供模式、启动模板与 CLI 工具，让开发者设计并编排 AI 编码代理的循环系统，而不是逐个手动提示。首次进入，目录即交付 init、doctor、status 三道入口。

7生产模式

Grok等多工具支持

L2就绪刻度

循环的解剖

PH-1

脚手架 + Loop Ready 评分

一次 init 搭建你的循环，并在目录自动打印一份就绪度评分作为起始读数。

PH-2

一次体检

audit 与 sync 对当前文件做一次整体的运行状况检查，收敛出前三项下一步动作。

PH-3

成本与徽章（可选）

cost 估算每次循环的投入，badge 与 status 覆盖第二天的仪表板与可见状态。

PH-4

评分爬升

随每次回流，分数从空态走向 L1、再走向 L2，形成可观测的收敛。

PH-5

先只读操作（以 Grok 为例）

从只读模式起步，让代理在安全范围内观察与回报，再逐步放开动作面。

五大构建块 + 记忆

可重复注入的提示

把反复敲入的指令固化为可复用的一致提示，保持每一步面质相同。

模式

7 个生产模式作为开箱模板，覆盖不同的循环节奏与工具组合。

技能与状态

把技能与当前状态收进可查找的运行时，供每次回流读取。

动作面与门禁

在循环末尾设一道 gate：判定通过则向前合并，不满足则退回返工。

LOOP READY

loop-audit 依据项目自身的标准给出就绪度评分，并以 --suggest 给出下一步建议。

score climb · empty → L1 → L2

阶段空态 L1 L2

init ✔ ✔ ✔

audit ✔ ✔ —

gate ✔ Δ Δ

CLI 遥测

$ npx @cobusgreyling/loop init .

搭起脚手架，并打印 Loop Ready 起始分数。

$ npx @cobusgreyling/loop doctor .

一次体检：audit + sync + files → 前三项动作。

$ npx @cobusgreyling/loop cost --pattern daily-triage --level L1

按模式与等级估算成本。

$ npx @cobusgreyling/loop badge .

把就绪度做成可分享的徽章。

$ npx @cobusgreyling/loop status .

明天的状态面板。

pattern lane · daily-triage

交互式模式选择器按目标工具收纳启动模板，让同一循环在 Grok、Claude Code、Codex 上保持一致的行进路径。

Grok Claude Code Codex 7 生产模式

ecosystem

loop-mcp-server 作为 MCP 运行时，供代理查找模式、技能与状态；loop-gate 以机械方式执行路径黑名单与自动合并白名单，把安全写进循环结构。

operating · safety · caveats

把安全内建进循环，而非放行之后补救

部分工具需要在 npm 环境内运行，评分依据项目自身标准，且生态依赖多个配套仓库。只读起步，逐步放开动作面，让每一次回流都朝 L2 收敛。

GitHub 仓库项目主页

23:T58f3, loop-engineering — Stop prompting. Design the loop. Get a score.

loop-engineering · control loop

Stop prompting.
Design the loop.
Get a score.

Stop prompting · Design the loop · Get a score

Loop Engineering ships patterns, starters, and CLI tools for designing systems that prompt and orchestrate AI coding agents, instead of prompting by hand. One front door gives you init, doctor, and status for the whole project.

7production patterns

Grokmulti-tool support

L2readiness rung

Anatomy of a loop

PH-1

Scaffold + Loop Ready score

One init scaffolds your loop and prints a readiness reading automatically as your starting hand.

PH-2

One health check

Audit with sync looks over the current files and converges on the top three actions for the next pass.

PH-3

Optional cost / badge / day-2 dashboard

Cost estimates each run, while badge and status cover the visibility you need on day two.

PH-4

Watch scores climb

Each re-entry moves the reading from empty toward L1 and then L2—convergence you can observe.

PH-5

Start report-only

Begin in a read-only mode, let the agent observe and report, then widen the action surface with confidence.

The Five Building Blocks + Memory

Reusable injected prompts

Turn prompts you would type by hand into consistent, reusable prompts that keep each loop on the same geometry.

Patterns

7 production patterns come as drop-in starters covering different loop rhythms and tool stacks.

Skills & state

Skills and current state are collected into a runnable store that every re-entry can read back out.

Action surface & gate

A gate sits at the loop's outlet: pass and it advances toward merge, miss and it feeds back for rework.

LOOP READY

loop-audit scores readiness against the project's own criteria and can suggest the next step with --suggest.

score climb · empty → L1 → L2

stage empty L1 L2

init ✔ ✔ ✔

audit ✔ ✔ —

gate ✔ Δ Δ

CLI telemetry

$ npx @cobusgreyling/loop init .

Scaffolds the project and prints a Loop Ready starting score.

$ npx @cobusgreyling/loop doctor .

One health check: audit + sync + files → top 3 actions.

$ npx @cobusgreyling/loop cost --pattern daily-triage --level L1

Estimate cost by pattern and level.

$ npx @cobusgreyling/loop badge .

Turn readiness into a shareable badge.

$ npx @cobusgreyling/loop status .

A status panel for day two.

pattern lane · daily-triage

An interactive pattern picker routes starters by target tool, keeping the same loop geometry across Grok, Claude Code, and Codex.

Grok Claude Code Codex 7 patterns

ecosystem

loop-mcp-server acts as an MCP runtime where agents look up patterns, skills, and state; loop-gate mechanically enforces a path denylist and auto-merge allowlist, writing safety into the loop structure.

operating · safety · caveats

Build safety into the loop, not as a retrofit

Some tools need an npm environment, the score follows the project's own criteria, and the ecosystem depends on a few companion repos. Start report-only, widen the action surface gradually, and let every re-entry converge toward L2.

GitHub repo Project site

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停止提示，设计循环，获得评分

循环的解剖

脚手架 + Loop Ready 评分

一次体检

成本与徽章（可选）

评分爬升

先只读操作（以 Grok 为例）

五大构建块 + 记忆

可重复注入的提示

模式

技能与状态

动作面与门禁

CLI 遥测

把安全内建进循环，而非放行之后补救

Stop prompting.Design the loop.Get a score.

Anatomy of a loop

Scaffold + Loop Ready score

One health check

Optional cost / badge / day-2 dashboard

Watch scores climb

Start report-only

The Five Building Blocks + Memory

Reusable injected prompts

Patterns

Skills & state

Action surface & gate

CLI telemetry

Build safety into the loop, not as a retrofit

停止提示，
设计循环，获得评分

Stop prompting.
Design the loop.
Get a score.