BF vibe-coding-learning
Generate structured learning notes from AI coding sessions. Invoke when user completes a coding task with AI and asks to summarize learning, explain code, extract knowledge points, review previous notes, or check learning progress. Also trigger on Chinese phrases: "总结今天学的", "帮我整理学习笔记", "帮我复习", "这段代码讲一下", "我学了多少了", "学习进度怎么样", "准备面试", "模拟面试", "帮我讲一下这段代码", "今天学了什么", "帮我记一下", "这段代码我不太懂"
Generate structured learning notes from AI coding sessions.
As a process F 69/100 · Will not run — References files that are not bundled: references/vibe-coding-origin.md, references/mode-routing.md, templates/daily-learning-note.md
How to improve
- The SKILL.md body is over 5,000 tokens: move reference detail into references/ and load it when needed.
- The text references files that are not there: add them or drop the references.
- 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: 2. Evidence is masked. Grey chips explain why severity was lowered.
Against the Agent Skills spec
- warning
body-longSKILL.md body ≈ 6219 tokens (recommended < 5000); move details to references/ - warning
missing-refreference to a missing file: references/vibe-coding-origin.md - warning
missing-refreference to a missing file: references/mode-routing.md - warning
missing-refreference to a missing file: templates/daily-learning-note.md - warning
missing-refreference to a missing file: references/feynman-assessment.md - warning
missing-refreference to a missing file: references/connection-review.md - warning
missing-refreference to a missing file: references/inbox-triage.md - warning
missing-refreference to a missing file: references/weekly-synthesis.md - warning
missing-refreference to a missing file: references/health-check.md - warning
missing-refreference to a missing file: references/output-routing.md
Process rating: all ten parameters 69/100
- 0Tools and files. 9 referenced file(s) missing: references/vibe-coding-origin.md, references/mode-routing.md, templates/daily-learning-note.md
- 60Result and completion. Output format stated, no completion criterion
- 70Inputs and preconditions. Inputs and preconditions are listed
- 70Execution cost. Instruction body is 6219 tokens
- 85Steps. 234 steps, 1 vague phrases
- 100When it triggers. States when to use and when not to
- 100Failures and branches. 5 branches, has a failure section
- 100Consistency. Name and required fields are in place
- 100Running it twice. Mutating operations check current state
- 100Progress reporting. Reports progress
- low 14 top-level sections: this looks like several domains in one skill
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)
- -226 emoji in the instructions: noise for the model
- +2Single-language instructions
- +5Description quotes 8 example trigger phrases
- +3Description length 385: enough signal without eating the budget
- +4Structure: 63 headings
- +3Step-by-step instructions: 234 items
- +3Output format is stated explicitly
- +4Has examples (7 code blocks)
- +1License stated
Quality base 70; lint remarks subtract, signals add up to 100. Result: 69.