AD neirong-gongfang
把公众号/小宇宙播客/知识星球/财新/视频号/B站等中文内容一键丢进，生成播客、PPT、思维导图、深度报告。中文用户深度定制，预置 5 大杀手场景模板，与 IMA 笔记、飞书文档无缝联动。本地 LLM 兜底，保证可用性。Use when 用户说「丢进 NotebookLM」「转成播客」「公众号转播客」「PDF 做思维导图」「文章生成 PPT」等。
把公众号/小宇宙播客/知识星球/财新/视频号/B站等中文内容一键丢进，生成播客、PPT、思维导图、深度报告。中文用户深度定制，预置 5 大杀手场景模板，与 IMA 笔记、飞书文档无缝联动。本地 LLM 兜底，保证可用性。Use when 用户说「丢进 NotebookLM」「转成播客」「公众号转播客」「PDF…
As a process D 39/100 · Unfinished process — weak spots: result and completion, when it triggers, inputs and preconditions
How to improve
- 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: 20. Evidence is masked. Grey chips explain why severity was lowered.
Against the Agent Skills spec
✓ No remarks against the Agent Skills spec
Process rating: all ten parameters 39/100
- 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
- 30Running it twice. 1 mutating operations with no state check
- 40Consistency. Frontmatter name (neirong-gongfang) differs from the folder (content-forge-chinese)
- 60Tools and files. Uses tools (web) that frontmatter does not declare
- 100Steps. 4 steps
- 100Execution cost. Instruction body is 819 tokens
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
- -214 emoji in the instructions: noise for the model
- -34 of 5 scripts are never mentioned in SKILL.md
- +2Single-language instructions
- +3Description length 174: enough signal without eating the budget
- +4Structure: 13 headings
- +3Step-by-step instructions: 4 items
- +4Has examples (4 code blocks)
- +4Reference files are cited in the instructions (6 of 6)
- +1License stated
Quality base 70; lint remarks subtract, signals add up to 100. Result: 84.