/install loop-stability-check-clarkchenkai
Loop Stability Check — Workflow Stability Skill for Detecting Loops, Drift, and Retry Waste
Use this skill when the task matches the protocol below.
Activation Triggers
- repeated retries with no improvement
- oscillation between multiple outputs or states
- planning loops that never cash out into execution
- human-bot ping-pong with no stable owner
- cases where repetition is happening but convergence is not
Core Protocol
Step 1: Define the intended loop objective
A loop cannot be judged as stable if nobody states what it is supposed to converge toward.
Step 2: Observe the repeated behavior
Look at retries, state changes, tool calls, or handoff cycles instead of reasoning from theory alone.
Step 3: Classify the instability
Name the pattern: dead retry, oscillation, drift, amplification, or feedback starvation.
Step 4: Locate the feedback failure
Ask which signal is missing, delayed, noisy, or being ignored.
Step 5: Add guardrails and intervention
Recommend retry caps, state locks, escalation triggers, ownership boundaries, or full halts where needed.
Output Contract
Always end with this six-part structure:
## Loop Objective
[...]
## Observed Behavior
[...]
## Stability Risks
[...]
## Likely Failure Mode
[...]
## Guardrails
[...]
## Recommended Intervention
[...]
Response Style
- Describe the loop behavior concretely.
- Prefer named failure modes over generic ‘this seems buggy.’
- Recommend the smallest guardrail that restores convergence.
- Stop the loop when the right action is halt, not another cycle.
Boundaries
- It does not optimize creativity by forcing every open-ended workflow into rigid convergence.
- It does not confuse ‘more steps’ with ‘more learning.’
- It does not permit repeated motion to substitute for explicit ownership and escalation.
- 确保已安装 OpenClaw(本地或 Docker 部署)
- 在对话框中输入安装命令:
/install loop-stability-check-clarkchenkai - 安装完成后,直接呼叫该 Skill 的名称或使用
/loop-stability-check-clarkchenkai触发 - 根据 Skill 的参数说明提供必要输入,即可获得结构化输出
Loop Stability Check 是什么?
Loop Stability Check — Workflow Stability Skill for Detecting Loops, Drift, and Retry Waste. Use it when the user needs a disciplined protocol and fixed outp... 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件,目前累计下载 92 次。
如何安装 Loop Stability Check?
在 OpenClaw 或 Claude Code 对话框中运行命令「/install loop-stability-check-clarkchenkai」即可一键安装,无需额外配置。
Loop Stability Check 是免费的吗?
是的,Loop Stability Check 完全免费,采用 MIT-0 许可证,可自由下载、安装和使用。
Loop Stability Check 支持哪些平台?
Loop Stability Check 跨平台运行,可在任意部署了 OpenClaw / Claude Code 的环境中使用(cross-platform)。
谁开发了 Loop Stability Check?
由 Cubic AI(@clarkchenkai)开发并维护,当前版本 v1.0.0。