AD paper-reader
精读学术文献的专家级 Skill。当用户上传 PDF、Word、Excel、PPT 或 TXT 格式的学术论文，并希望进行深度学术分析时使用本 Skill。支持中英双语文献， 可自动识别文件类型、提取全文内容，并按六大维度（研究目标、新方法、实验验证、 未来方向、批判分析、实用建议）输出结构化分析报告。触发词包括： 精读、论文分析、文献解读、读论文、paper analysis、academic reading、 帮我看看这篇论文、论文讲了什么。
As a process D 41/100 · Unfinished process — weak spots: result and completion, when it triggers, inputs and preconditions
AnalyzerData and analyticsResearchInfrastructuretype 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: 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")
Process rating: all ten parameters 41/100
- 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
- 40Consistency. Frontmatter name (paper-reader) differs from the folder (paper-reader-xuruitian)
- 60Tools and files. Uses tools (python) that frontmatter does not declare
- 100Steps. 32 steps
- 100Execution cost. Instruction body is 841 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
- +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
- +1No license
- +2Single-language instructions
- +3Description length 225: enough signal without eating the budget
- +4Structure: 11 headings
- +3Step-by-step instructions: 32 items
- +4Has examples (5 code blocks)
- +4Reference files are cited in the instructions (1 of 1)
- +3All 2 scripts are documented
Quality base 70; lint remarks subtract, signals add up to 100. Result: 79.
External checks
ClawHub: suspicious
This paper-reading skill mostly matches its stated purpose, but users should review it because it can save analysis files locally and includes web-search instructions despite claiming no network use.
LLM: suspicious (high) · VirusTotal: · 29 May 2026