SKILLEMALL.ai

AC psych-paper-deconstruction

心理学文献精读拆解助手。输入心理学论文(PDF/Word/文本),自动梳理研究假设、实验范式、自变量因变量、统计方法、研究局限与现实现实引申等结构化分析,输出可直接用于专业课作业的精读报告。触发词:精读论文、拆解文献、分析心理学论文、paper deconstruction、文献精读、论文拆解、实验范式分析。This skill should be used when a user provides a psychology research paper and wants a structured close-reading analysis covering hypotheses, experimental design, variables, statistics, limitations, and practical implications. Suitable for applied psychology coursework assignments.

ClawHub Agent Skills author: qingjiu061 v1.0.0 MIT-0 4 files body ≈ 2 043 tokens Open the sourceclawhub.ai analyzed 3 d ago

心理学文献精读拆解助手。输入心理学论文(PDF/Word/文本),自动梳理研究假设、实验范式、自变量因变量、统计方法、研究局限与现实现实引申等结构化分析,输出可直接用于专业课作业的精读报告。触发词:精读论文、拆解文献、分析心理学论文、paper…

As a process C 59/100 · Has gaps — weak spots: when it triggers, running it twice, progress reporting

ProcedureWordData and analyticsWriting and documentstype and topics are labelled automatically from the skill text
JSON
Technical rating
A
95/100
safety, quality, tests
Safety 60%
100
Quality 40%
87
Run on models
none yet
Process rating
C
59/100
Has gaps
Progress reporting w 2
0
When it triggers w 12
20
Running it twice w 4
30
the three weakest of ten parameters · all ten

How to improve

    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

    ✓ No remarks against the Agent Skills spec

    Process rating: all ten parameters 59/100

    • 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
    • 55Failures and branches. 1 branches
    • 60Tools and files. Uses tools (web) that frontmatter does not declare
    • 60Steps. 67 steps, 6 vague phrases
    • 60Result and completion. Output format stated, no completion criterion
    • 70Inputs and preconditions. Inputs and preconditions are listed
    • 100Consistency. Name and required fields are in place
    • 100Execution cost. Instruction body is 2043 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)
    • +4No input/output examples
    • +1No license
    • +2Single-language instructions
    • +3Description length 437: enough signal without eating the budget
    • +4Structure: 19 headings
    • +3Step-by-step instructions: 67 items
    • +3Output format is stated explicitly
    • +4Reference files are cited in the instructions (1 of 1)

    Quality base 70; lint remarks subtract, signals add up to 100. Result: 87.

    External checks

    ClawHub: clean
    This skill is a disclosed psychology-paper analysis template that reads user-provided papers or links and produces structured coursework-style reports.
    LLM: benign (high) · VirusTotal: · 14 Aug 2026