AC education-essay-writer
金牛区教育学会"人工智能+教育"主题征文写作专用助手。 参考 awesome-ai-research-writing 的双重角色 Prompt 框架（生成者+审核者）， 专为教育实践类征文设计，支持初稿生成、质量评审、迭代改进。 触发词：写征文、起草征文、帮我写作文、教育征文、征文评审、润色征文。 适用：成都市金牛区教育学会2026年度"人工智能+教育"主题征文（教师教育教学数智化实践案例）。
As a process C 53/100 · Has gaps — weak spots: result and completion, when it triggers, inputs and preconditions
GeneratorWriting and documentsInfrastructureAI and agentstype 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: 2. 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. 21 steps
- 100Consistency. Name and required fields are in place
- 100Execution cost. Instruction body is 742 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
- +1No license
- +2Single-language instructions
- +5Description quotes 2 example trigger phrases
- +3Description length 198: enough signal without eating the budget
- +4Structure: 11 headings
- +3Step-by-step instructions: 21 items
- +4Has examples (4 code blocks)
Quality base 70; lint remarks subtract, signals add up to 100. Result: 77.
External checks
ClawHub: clean
This is an instruction-only Chinese education essay helper, but users should redact student and classroom personal information before using it.
LLM: benign (high) · VirusTotal: · 29 May 2026