AC zh-novel-writer
批量生成网络小说章节。通过环境变读取 API keys 并调用外部 LLM API (ModelScope, Fyra, Ph8) 生成中文小说内容。 使用场景：用户给出大纲并要求"批量生成章节"、"写第X章到第Y章"、"后台静默写作"。 前置要求：需设置环境变量 NOVEL_MODELSCOPE_KEY 或 NOVEL_FYRA_KEY 或 NOVEL_PH8_KEY 至少一个。 外部依赖：Python 3, pip install httpx。 NOT for: 单章精修、人工审稿、出版级校对。
As a process C 50/100 · Has gaps — weak spots: result and completion, inputs and preconditions, failures and branches
IntegrationAI and agentsInfrastructureSoftware developmenttype and topics are labelled automatically from the skill text
How to improve
- Say in the description WHEN to use the skill ("use when…", example requests): that is the agent's main cue.
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: 5. 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 50/100
- 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
- 60Tools and files. Uses tools (python) that frontmatter does not declare
- 100Steps. 11 steps
- 100Consistency. Name and required fields are in place
- 100Execution cost. Instruction body is 246 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
- +3Output format is not stated: the model decides each time
- +1No license
- +2Single-language instructions
- +5Description quotes 3 example trigger phrases
- +4Description says when NOT to use the skill
- +3Description length 252: enough signal without eating the budget
- +4Structure: 7 headings
- +3Step-by-step instructions: 11 items
- +4Has examples (2 code blocks)
- +4Reference files are cited in the instructions (2 of 2)
- +3All 1 scripts are documented
Quality base 70; lint remarks subtract, signals add up to 100. Result: 88.
External checks
ClawHub: clean
This skill is a disclosed batch novel-writing helper that sends user-provided outline and chapter context to named LLM APIs and saves generated chapters locally.
LLM: benign (high) · VirusTotal: · 29 May 2026