AC qbs-skill
拷问书籍方法论：把卡住的问题经「拷问收敛→找书→完整读章→三重验证蒸馏→合成Skill→真实试跑」六阶段，产出有书籍出处、可验收的Skill。说「拷问书籍方法论」时触发。Do NOT use for 改进已有skill、无需读书依据的问答、古籍建库。
拷问书籍方法论：把卡住的问题经「拷问收敛→找书→完整读章→三重验证蒸馏→合成Skill→真实试跑」六阶段，产出有书籍出处、可验收的Skill。说「拷问书籍方法论」时触发。Do NOT use for 改进已有skill、无需读书依据的问答、古籍建库。
As a process C 57/100 · Has gaps — weak spots: result and completion, inputs and preconditions, failures and branches
How to improve
For the model run — optional
- 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: 6. Evidence is masked. Grey chips explain why severity was lowered.
Against the Agent Skills spec
- note
frontmatter-keyunknown frontmatter key "slug" - note
frontmatter-keyunknown frontmatter key "displayName" - note
frontmatter-keyunknown frontmatter key "summary"
Process rating: all ten parameters 57/100
- 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
- 50When it triggers. No condition that starts the skill
- 100Tools and files. Tools declared in frontmatter
- 100Steps. 21 steps
- 100Consistency. Name and required fields are in place
- 100Execution cost. Instruction body is 652 tokens
- 100Running it twice. No mutating operations
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
- +5Description has no quoted example phrases that should trigger the skill
- +3Output format is not stated: the model decides each time
- +2Single-language instructions
- +4Description says when NOT to use the skill
- +3Description length 125: enough signal without eating the budget
- +4Structure: 7 headings
- +3Step-by-step instructions: 21 items
- +4Has examples (1 code blocks)
- +4Reference files are cited in the instructions (3 of 3)
- +1License stated
Quality base 70; lint remarks subtract, signals add up to 100. Result: 90.
External checks
ClawHub: clean
This is a disclosed Chinese-language workflow skill for turning book-based research into a new skill, with workspace writes and web/book retrieval that fit its stated purpose.
LLM: benign (high) · VirusTotal: · 19 Sept 2026