AC huifu-payment-diagnostics-doctor
基于证据的汇付/斗拱支付联调诊断 Skill，防止 AI 在联调失败后凭感觉乱猜原因。适用于汇付支付下单、查单、关单、退款、对账、签名验签、异步通知、前端收银台组件（checkout-js）拉起、最终支付状态确认、上线验收等失败场景；要求优先依据日志、请求响应、Webhook 轨迹、SDK 错误、商户配置和生产检查证据来诊断。（由汇付支付小开发者提供技术支持，如有错误及时联系更正）
As a process C 61/100 · Has gaps — weak spots: when it triggers, inputs and preconditions, progress reporting
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: 4. 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 61/100
- 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
- 60Tools and files. Uses tools (web) that frontmatter does not declare
- 60Result and completion. Output format stated, no completion criterion
- 70Execution cost. Instruction body is 4369 tokens
- 85Steps. 130 steps, 1 vague phrases
- 100Failures and branches. 9 branches, has a failure section
- 100Consistency. Name and required fields are in place
- 100Running it twice. Mutating operations check current state
- medium Safety rules and hard prohibitions inside a skill: they belong in the system prompt, here they protect nothing
- low 11 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
- +5Description has no quoted example phrases that should trigger the skill
- +4Description does not say when NOT to use the skill (false activations)
- +1No license
- +2Single-language instructions
- +3Description length 192: enough signal without eating the budget
- +4Structure: 35 headings
- +3Step-by-step instructions: 130 items
- +3Output format is stated explicitly
- +4Has examples (16 code blocks)
- +4Reference files are cited in the instructions (1 of 1)
Quality base 70; lint remarks subtract, signals add up to 100. Result: 79.
External checks
ClawHub: clean
This is a non-executable Huifu payment troubleshooting guide that handles sensitive diagnostics but tells users to redact secrets and does not perform payment actions.
LLM: benign (high) · VirusTotal: · 29 May 2026