AC agent-optimize
Agent 優化診斷技能。分析 OpenClaw 運行狀態，識別信息過載、上下文堆積、技能噪音等問題。 提供系統級優化方案，實現瘦身提速，解決"貴慢亂"困擾。 Use when: (1) Agent 響應變慢， (2) 上下文過長導致效率低下， (3) 技能加載過多造成噪音， (4) 需要診斷性能瓶頸， (5) 需要優化建議報告， (6) 定期健康檢查， (7) 模型使用成本過高， (8) 技能衝突或冗餘。 Triggers: "優化 Agent", "診斷性能", "信息過載", "context overload", "optimize agent", "agent health", "performance audit", "skill audit", "context cleanup", "system optimization", "agent slowdown", "too many skills", "context too long"。
As a process C 53/100 · Has gaps — weak spots: result and completion, when it triggers, inputs and preconditions
How to improve
- Your own cases (evals/evals.json, 4–6 real requests with expected answers): the full check would then run those instead of a model-drafted suite.
- A spec.yaml with trigger phrases and assertions — a behaviour contract for CI; `skilltest init` writes a template.
Guard findings · 0
✓ No critical or high findings
Files scanned: 4. Evidence is masked. Grey chips explain why severity was lowered.
Against the Agent Skills spec
- note
frontmatter-keyunknown frontmatter key "permissions"
Process rating: all ten parameters 53/100
- 0Result and completion. Does not say what the result is
- 0Inputs and preconditions. Does not say what the process needs to start
- 0Failures and branches. Linear process with no failure handling
- 0Progress reporting. Says nothing while it works
- 20When it triggers. No condition that starts the skill
- 100Tools and files. No external tools needed
- 100Steps. 59 steps
- 100Consistency. Name and required fields are in place
- 100Execution cost. Instruction body is 1527 tokens
- 100Running it twice. No mutating operations
- low 13 top-level sections: this looks like several domains in one skill
Everything here is measured from the skill text rather than judged by a model, so the numbers are checkable. A parameter weighs more when it is a more common reason for the process to stall.
Quality signals
- +4Description does not say when NOT to use the skill (false activations)
- +3Output format is not stated: the model decides each time
- -4Absolute local paths (C:\Users, /home/…): not portable
- +1No license
- +2Single-language instructions
- +5Description quotes 11 example trigger phrases
- +3Description length 432: enough signal without eating the budget
- +4Structure: 46 headings
- +3Step-by-step instructions: 59 items
- +4Has examples (21 code blocks)
Quality base 70; lint remarks subtract, signals add up to 100. Result: 84.