AF ai-news-toutiao
AI 新闻聚合与热度排序技能。用户询问“今天有什么 AI 新闻”“总结本周 AI 动态”“最近有什么火的 AI 产品”“AI 圈最近在讨论什么”等问题时使用。覆盖新产品发布、研究论文、行业动态、融资并购、开源项目更新、社区病毒传播现象,并输出中文摘要、热度分级与来源链接。
As a process F 31/100 · Will not run — References files that are not bundled: URL
How to improve
- Say in the description WHEN to use the skill ("use when…", example requests): that is the agent's main cue.
- The text references files that are not there: add them or drop the references.
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
- warning
description-no-whendescription does not say WHEN to use the skill (no "use when") - warning
missing-refreference to a missing file: URL
Process rating: all ten parameters 31/100
Will not run. References files that are not bundled: URL
- 0Tools and files. 1 referenced file(s) missing: URL
- 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
- 40Consistency. Frontmatter name (ai-news-toutiao) differs from the folder (toutiao)
- 100Steps. 47 steps
- 100Execution cost. Instruction body is 478 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
- +1No license
- +2Single-language instructions
- +5Description quotes 4 example trigger phrases
- +3Description length 136: enough signal without eating the budget
- +4Structure: 10 headings
- +3Step-by-step instructions: 47 items
- +4Has examples (1 code blocks)
- +4Reference files are cited in the instructions (3 of 3)
Quality base 70; lint remarks subtract, signals add up to 100. Result: 75.
External checks
ClawHub: clean
This skill is a public AI-news roundup workflow that asks the agent to search, cross-check, and summarize sources, with no code execution or private-data access.
LLM: benign (high) · VirusTotal: · 29 May 2026