AC cooplens-skill
Analyze Chinese-foreign cooperative undergraduate programs for parents. The skill verifies official sources in real time, estimates admission rank ranges including new/no-history projects, synthesizes anonymous public-discussion concerns without exposing platforms or identities, analyzes CSCSE / 教育部留学服务中心 authentication paths, searches overseas-city living costs when an abroad stage is possible, extracts parent-facing risk questions, produces Markdown with a table of contents, generates colorful mobile-first static HTML with native HTML and CSS, uses task-based artifact filenames, and separates 个性化推荐度评价（学生/家庭适配） from 项目综合实力推荐度评价（项目综合实力角度）.
Analyze Chinese-foreign cooperative undergraduate programs for parents.
As a process C 58/100 · Has gaps — weak spots: when it triggers, inputs and preconditions, running it twice
How to improve
- The SKILL.md body is over 5,000 tokens: move reference detail into references/ and load it when needed.
- 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: 17. Evidence is masked. Grey chips explain why severity was lowered.
Against the Agent Skills spec
- warning
body-longSKILL.md body ≈ 7129 tokens (recommended < 5000); move details to references/
Process rating: all ten parameters 58/100
- 0Inputs and preconditions. Does not say what the process needs to start
- 0Progress reporting. Says nothing while it works
- 20When it triggers. No condition that starts the skill
- 30Running it twice. 6 mutating operations with no state check
- 60Tools and files. Uses tools (bash, python) that frontmatter does not declare
- 60Result and completion. Output format stated, no completion criterion
- 70Execution cost. Instruction body is 7129 tokens
- 85Steps. 80 steps, 1 vague phrases
- 100Failures and branches. 5 branches, has a failure section
- 100Consistency. Name and required fields are in place
- low The response is described with custom markup (12 tags): a typed call is more reliable
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)
- +2Single-language instructions
- +3Description length 647: enough signal without eating the budget
- +4Structure: 20 headings
- +3Step-by-step instructions: 80 items
- +3Output format is stated explicitly
- +4Has examples (3 code blocks)
- +4Reference files are cited in the instructions (11 of 11)
- +3All 1 scripts are documented
- +1License stated
Quality base 70; lint remarks subtract, signals add up to 100. Result: 85.