BC academic-literature-summary
精读并结构化总结中英文学术文献（期刊论文、学位论文、研究报告）， 按固定学术结构输出中文精简总结。当用户要求"总结文献"、"精读文献"、 "文献综述"、"梳理文献"、"提炼文献要点"、"文献笔记"、"读论文"、 "概括论文"、"提取研究设计/方法/结果/讨论"、"文献结构分析"时触发。 支持从PDF/文本中提取内容，按固定结构（综述、假设、模型、研究详情、 讨论、结论）输出，保留引用格式，每节加emoji标识，忠于原文不编造。 同时支持将总结输出为Markdown文本或格式化的学术文档（DOCX/PDF）。
As a process C 53/100 · Has gaps — weak spots: result and completion, when it triggers, inputs and preconditions
ProcedureWordWriting and documentsResearchInfrastructuretype 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: 4. 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. 115 steps
- 100Consistency. Name and required fields are in place
- 100Execution cost. Instruction body is 1124 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
- +4No input/output examples
- -215 emoji in the instructions: noise for the model
- -42 reference files, but SKILL.md never points to them: the model will not open them
- +1No license
- +2Single-language instructions
- +5Description quotes 3 example trigger phrases
- +3Description length 256: enough signal without eating the budget
- +4Structure: 33 headings
- +3Step-by-step instructions: 115 items
Quality base 70; lint remarks subtract, signals add up to 100. Result: 67.
External checks
ClawHub: suspicious
The skill is mostly a text-only academic summarizer, but its optional DOCX/PDF mode tells the agent to create publisher-branded, journal-like documents and visuals that users could mistake for official or source-derived material.
LLM: suspicious (high) · VirusTotal: · 28 May 2026