/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.
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install loop-stability-check-clarkchenkai - After installation, invoke the skill by name or use
/loop-stability-check-clarkchenkai - Provide required inputs per the skill's parameter spec and get structured output
What is Loop Stability Check?
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... It is an AI Agent Skill for Claude Code / OpenClaw, with 92 downloads so far.
How do I install Loop Stability Check?
Run "/install loop-stability-check-clarkchenkai" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Loop Stability Check free?
Yes, Loop Stability Check is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Loop Stability Check support?
Loop Stability Check is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Loop Stability Check?
It is built and maintained by Cubic AI (@clarkchenkai); the current version is v1.0.0.