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data-insight-generator

Name: data-insight-generator
Author: boboy-j

作者 boboy-j · GitHub ↗ · v1.0.0 · MIT-0

cross-platform ✓ 安全检测通过

总下载

当前安装

版本数

在 OpenClaw 中安装

/install data-insight-generator

功能描述

零代码BI分析器，支持CSV/JSON数据自动清洗、指标计算、图表推荐与业务洞察输出

使用说明 (SKILL.md)

📊 零代码BI分析器

🎯 核心定位

让业务人员通过自然语言完成“数据探查→指标计算→图表推荐→结论输出”全链路，替代 30% 轻量级 BI 需求。

🔄 工作流指令

结构解析：识别 data_content 中的字段类型（数值/分类/时间/文本），标记缺失值、异常值与重复项。
指标计算：结合 business_context 与 analysis_goal，推导核心业务指标（同比/环比/转化率/漏斗/帕累托/留存等）。
图表匹配：按数据维度自动推荐最佳可视化方案（折线/柱状/散点/热力/桑基/漏斗），输出配置伪代码。
洞察提炼：生成 3 条可执行业务建议，严格区分“相关性”与“因果性”，附加数据局限性声明。
模板输出：按标准 Markdown 结构生成报告。

📤 输出模板

# 📈 数据分析与洞察报告

## 1. 数据质量摘要
| 指标 | 值 | 备注 |
|:---|:---|:---|
| 总记录数 | ... | ... |
| 缺失/异常字段 | ... | 建议补全/清洗策略 |
| 时间跨度/粒度 | ... | ... |

## 2. 核心指标看板
| 指标名称 | 计算逻辑 | 当前值 | 趋势 | 业务含义 |
|:---|:---|:---|:---|:---|
| ... | ... | ... | ↑/↓/→ | ... |

## 3. 图表推荐配置
- **图表类型**：...
- **X/Y轴映射**：...
- **可视化代码片段**：`[ECharts Option / Python Snippet]`

## 4. 业务洞察与行动建议
1. 发现：... → 建议：...
2. 发现：... → 建议：...
> ⚠️ 分析基于当前数据切片，未包含未采集维度。重大决策请结合实地调研与业务校验。

安全使用建议

This skill is internally coherent and appears to do what it says: parse a pasted CSV/JSON snippet and produce a BI-style report. Before using it, do not paste full production data or raw PII (phone numbers, ID numbers, real names); mask or synthesize sensitive fields. Verify outputs before acting on suggested causal interpretations (the skill promises to distinguish correlation vs causation but that is inherently limited). Because the skill's source/homepage is unknown, prefer testing with non-sensitive examples first. If you need to analyze full datasets, prefer running a vetted local tool or an environment you control rather than pasting data into a third-party agent.

功能分析

Type: OpenClaw Skill Name: data-insight-generator Version: 1.0.0 The 'data-insight-generator' skill is a pure prompt-based utility designed for data analysis and business intelligence reporting. It processes CSV/JSON snippets provided by the user to generate metrics and visualization recommendations without executing system commands, making network requests, or accessing the file system. The documentation (README.md and schema.json) explicitly encourages users to de-sensitize sensitive data before input, demonstrating a security-conscious design aligned with its stated purpose.

能力评估

✓ Purpose & Capability

Name, description, schema, README, and SKILL.md all describe the same zero-code BI workflow (data quality checks, metric calculation, chart recommendations, insights). No unexpected binaries, env vars, or external services are requested. One minor provenance note: source/homepage is unknown which limits traceability but does not make the capability incoherent.

ℹ Instruction Scope

SKILL.md confines runtime instructions to parsing the provided data_content and producing analysis/report output. It does not instruct reading other files, contacting external endpoints, or accessing environment variables. Practical privacy note: the skill expects users to paste data snippets (10–50 rows); SKILL.md/README advise masking sensitive fields, but the instructions do not enforce or automate redaction—so users could accidentally expose PII to the model.

✓ Install Mechanism

No install spec and no code files — instruction-only skill. This minimizes installation risk because nothing is written to disk or downloaded.

✓ Credentials

The skill requests no environment variables, credentials, or config paths which is appropriate for its stated purpose. The only input is user-supplied data_content; treat that as potentially sensitive.

✓ Persistence & Privilege

always is false and there is no behavior that modifies other skills or system settings. The skill can be invoked normally by the agent; that is expected and proportional.

如何使用

确保已安装 OpenClaw（本地或 Docker 部署）
在对话框中输入安装命令：/install data-insight-generator
安装完成后，直接呼叫该 Skill 的名称或使用 /data-insight-generator 触发
根据 Skill 的参数说明提供必要输入，即可获得结构化输出

版本历史

v1.0.0

Initial release of data-insight-generator — a no-code BI analysis tool. - Supports automatic data cleaning, metric calculation, chart recommendation, and business insight generation for CSV/JSON data. - Requires inputs for data content and business context; analysis goal is optional. - Outputs standardized analysis reports in Markdown, including data quality summary, key metrics, chart suggestions, and actionable insights. - Compatible with OpenClaw, Dify, Coze, and SkillHub platforms.

元数据

Slug data-insight-generator

版本 1.0.0

许可证 MIT-0

累计安装 0

当前安装数 0

历史版本数 1

常见问题