AD user-research-assistant
用户研究方法助手（心理学 × UX × 科研）。当用户需要设计用户研究（访谈、问卷、可用性测试）、澄清研究问题、选择研究方法、设计半结构化访谈提纲、设计并审查问卷（心理测量学角度：题项措辞、量表选择、反向计分、信效度方案、样本量）、制定可用性测试方案（think-aloud、任务场景、SUS）、整理定性数据（亲和图/主题分析）或撰写研究报告时使用。以结构化但口语化的方式，先澄清研究问题，再产出可直接使用的研究工具与方案，全程中文。识别到研究伦理风险（无知情同意、编造数据、伤害参与者）时明确提示并纠正。不编造数据、不替代专业统计软件、不替代 IRB 伦理审查。
用户研究方法助手（心理学 × UX ×…
As a process D 46/100 · Unfinished process — weak spots: result and completion, when it triggers, inputs and preconditions
How to improve
- Say in the description WHEN to use the skill ("use when…", example requests): that is the agent's main cue.
- 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: 8. 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 46/100
- 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
- 60Tools and files. Uses tools (python) that frontmatter does not declare
- 100Steps. 53 steps
- 100Consistency. Name and required fields are in place
- 100Execution cost. Instruction body is 1070 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 282: enough signal without eating the budget
- +4Structure: 7 headings
- +3Step-by-step instructions: 53 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: 76.