Loading skill
Install any skill in seconds. Free to start, no credit card required.
Get Started Free →aifinlab/a-share-graph-network
A股图神经网络/关联图谱量化。当用户说"图神经网络"、"GNN"、"graph network"、"知识图谱"、"关联图谱"、"股票关系网络"、"供应链图谱"时触发。基于 cn-stock-data 获取数据，构建股票关系图谱与GNN模型。支持 formal/brief 两种输出风格。
Passed 18 of 22 test cases with the skill, and 13 of 22 without it.
and 3 more in the full report
6 fixed13 passed either way3 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 6 test cases the skill fixed. Same model, same prompt, with and without the skill.
请对A股电子行业供应链图谱进行快速GNN效果评估。请采用速览简报风格输出，并包含无图与有图IC的数值对比提示。
| Checked | Without skill | With skill |
|---|---|---|
| The response uses `## GNN量化速览` as the top heading. | Missed | Passed |
| The response explicitly includes IC metric comparison comparing graph-enhanced performance against non-graph baseline. | Passed | Passed |
The instructions your model reads when the skill loads.
通过 cn-stock-data skill 获取数据：
test cases passed, vs 13 / 22 without
Published skills whose descriptions closely match this one, with their headline benchmark lift.
More skills from the same source and nearby in the registry, with their headline benchmark lift.