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Use when performing retail small-business loan pre-checks, eligibility screening, and document gap analysis; trigger for requests that need Chinese skill content with structured precheck logic and optional scripts.
Passed 17 of 21 test cases with the skill, and 8 of 21 without it.
and 12 more in the full report
10 fixed8 passed either way4 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 9 test cases the skill fixed. Same model, same prompt, with and without the skill.
我们需要对存放在 data/batch_apps.json 中的 50 笔经营贷数据进行批量初筛，并将结果存入 data/batch_out.json。请写出运行预审脚本的标准 Bash 命令。
| Checked | Without skill | With skill |
|---|---|---|
| Uses `scripts/precheck_business.py` in the command. | Missed | Passed |
| Includes `--input data/batch_apps.json` in the command. | Passed | Passed |
| Includes `--output data/batch_out.json` in the command. | Passed | Passed |
The instructions your model reads when the skill loads.
用于经营贷（小微/个体）预审初筛与资料缺口识别，输出“可推进/待补资料/阻断”的初步判断、关键风险提示与补件清单，帮助客户经理快速判断是否进入尽调。
applicant_id、经营年限、行业、工商信息批量预审使用 scripts/precheck_business.py。
python scripts/precheck_business.py --input business_applications.json --output business_precheck.json
test cases passed, vs 8 / 21 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.