AC paper-revision-sop
学术论文润色修改全流程SOP。从审稿意见解析、论文全息诊断、可视化批注生成、分级改写执行到终审自检的完整闭环。当用户需要根据期刊审稿意见修改论文、需要论文润色、需要去AI味、需要学术写作规范检查时触发。典型触发："修改这篇论文""根据审稿意见润色""去AI味""按期刊要求压缩字数""帮我看看这篇论文能不能通过"。
学术论文润色修改全流程SOP。从审稿意见解析、论文全息诊断、可视化批注生成、分级改写执行到终审自检的完整闭环。当用户需要根据期刊审稿意见修改论文、需要论文润色、需要去AI味、需要学术写作规范检查时触发。典型触发："修改这篇论文""根据审稿意见润色""去AI味""按期刊要求压缩字数""帮我看看这篇论文能不能通过"。
As a process C 53/100 · Has gaps — 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: 8. 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 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. 83 steps
- 100Consistency. Name and required fields are in place
- 100Execution cost. Instruction body is 1063 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
- +4Description does not say when NOT to use the skill (false activations)
- +3Output format is not stated: the model decides each time
- -222 emoji in the instructions: noise for the model
- +1No license
- +2Single-language instructions
- +5Description quotes 4 example trigger phrases
- +3Description length 157: enough signal without eating the budget
- +4Structure: 26 headings
- +3Step-by-step instructions: 83 items
- +4Has examples (2 code blocks)
- +4Reference files are cited in the instructions (2 of 2)
- +3All 3 scripts are documented
Quality base 70; lint remarks subtract, signals add up to 100. Result: 82.