AC novelforge
通用小说创作与叙事引擎系统。面向短篇、中篇与长篇连载等各类小说，通过故事筑基 SOP 驱动题材对齐、规模承载力评估、总纲与世界观立项；通过自动化流水线驱动原生 Markdown Wiki 构建、蓝图校验、上下文编译、正文起草、双独立审查与事实结算；支持从小说或文章语料中两阶段提炼与构建自定义叙事引擎。当用户输入包括「新书立项」「故事筑基」「设计世界观」「规划总纲」「规模评估」「题材对齐」「写小说」「写下一章」「写第X章」「改写」「补充伏笔/钩子」「规划大纲」「检查质量」「章节结算」「继续流水线」「暂停写作」，或要求「参考某小说/文章提炼引擎」「构建叙事引擎」等任意小说创作与引擎构建任务时触发。
通用小说创作与叙事引擎系统。面向短篇、中篇与长篇连载等各类小说，通过故事筑基 SOP 驱动题材对齐、规模承载力评估、总纲与世界观立项；通过自动化流水线驱动原生 Markdown Wiki…
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.
- 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: 70. 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. 13 steps
- 100Consistency. Name and required fields are in place
- 100Execution cost. Instruction body is 642 tokens
- 100Running it twice. No mutating operations
- low The response is described with custom markup (4 tags): a typed call is more reliable
- medium 7 test cases, all positive: not one "should refuse" or "should ask first"
- low No test case covers injection arriving through data
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
- +4Description does not say when NOT to use the skill (false activations)
- +3Output format is not stated: the model decides each time
- -33 of 5 scripts are never mentioned in SKILL.md
- +2Single-language instructions
- +3Description length 300: enough signal without eating the budget
- +4Structure: 7 headings
- +3Step-by-step instructions: 13 items
- +4Has examples (1 code blocks)
- +4Reference files are cited in the instructions (12 of 31)
- +1License stated
Quality base 70; lint remarks subtract, signals add up to 100. Result: 74.