AD complex-bug-debugging-with-ai
复杂 bug 与 AI 协作排查的元方法论。当用户报告"诡异 / 间歇性 / 多层因素 / 重启不愈 / 多系统协作 / 已经排查很久没头绪"的 bug 时，启用本 SKILL 的 7 阶段协作工作流："业务链路对齐 → 症状结构化 → 边界测试循环 → 方案摆台 → 执行验证 → 失效升级 → 闭环沉淀"。本 SKILL 是双向纪律——同时约束 AI（不主观论断、不沿假设编、方案失效要主动说、用户不配合时停止推进）和用户（验收链路图、答完结构化问题、提供精确反信号、主动决策方案）。任一方不配合，AI 必须按内置话术明确指出，不带病硬推。
As a process D 48/100 · Unfinished process — weak spots: result and completion, when it triggers, inputs and preconditions
How to improve
- Say in the description WHEN to use the skill ("use when…", example requests): that is the agent's main cue.
- 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: 2. Evidence is masked. Grey chips explain why severity was lowered.
Against the Agent Skills spec
- warning
description-no-whendescription does not say WHEN to use the skill (no "use when")
Process rating: all ten parameters 48/100
- 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
- 20When it triggers. No condition that starts the skill
- 60Tools and files. Uses tools (bash) that frontmatter does not declare
- 100Steps. 33 steps
- 100Consistency. Name and required fields are in place
- 100Execution cost. Instruction body is 2014 tokens
- 100Running it twice. No mutating operations
- 100Progress reporting. Reports progress
- low 11 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
- +1No license
- +2Single-language instructions
- +5Description quotes 2 example trigger phrases
- +3Description length 272: enough signal without eating the budget
- +4Structure: 37 headings
- +3Step-by-step instructions: 33 items
- +4Has examples (16 code blocks)
Quality base 70; lint remarks subtract, signals add up to 100. Result: 77.