BF system-data-intelligence
专为文件操作、数据分析、可视化、数据库连接、API 接入和敏感数据处理设计的系统级 Agent Skill。 【强制触发场景】： - 用户提及任何文件操作：Excel / WPS / Word / TXT / Markdown / RTZ / CSV / JSON - 「分析」「读取」「提取」「处理」「建模」「预测」「异常检测」 - 「生成图表」「可视化」「做仪表盘」「出报告」 - 「连数据库」「查 SQL」「查 MySQL / PostgreSQL」 - 「调 API」「从接口拉数据」「爬接口」 - 「脱敏」「敏感数据」「隐私处理」「数据安全」 【核心能力】：文件操作（自动降级）× 深度分析 × 专业可视化 × 数据库 × API × 安全脱敏 IMPORTANT: 只要涉及上述任一场景，必须使用此 skill，不得因"任务简单"而跳过。
As a process F 31/100 · Will not run — weak spots: steps, result and completion, when it triggers
How to improve
- Say in the description WHEN to use the skill ("use when…", example requests): that is the agent's main cue.
- 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: 20. 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 31/100
- 0Steps. Prose only: no discrete steps
- 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
- 60Tools and files. Uses tools (python) that frontmatter does not declare
- 100Consistency. Name and required fields are in place
- 100Execution cost. Instruction body is 2004 tokens
- 100Running it twice. No mutating operations
- low 12 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)
- +3No numbered steps or checklist
- +3Output format is not stated: the model decides each time
- -32 of 9 scripts are never mentioned in SKILL.md
- +1No license
- +2Single-language instructions
- +3Description length 375: enough signal without eating the budget
- +4Structure: 13 headings
- +4Has examples (21 code blocks)
- +4Reference files are cited in the instructions (4 of 5)
Quality base 70; lint remarks subtract, signals add up to 100. Result: 70.