aigc-operations-analysis SKILL.md skillA
aigc-operations-analysis from luyu2026/skill-bible is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add luyu2026/skill-bible/aigc-operations-analysis@git:20260930.8d6ecbbPins git:20260930.8d6ecbb in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- luyu2026/skill-bible
- Path
aigc-operations-skills/aigc-operations-analysis/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260930.8d6ecbb, committed Sep 30, 2026
- First version recorded
- Sep 30, 2026
- Size
- 2,988 bytes
- Repository stars
- 214
- License
- a license file GitHub does not identify
AI 数据分析提效：AI 辅助取数、洞察、报告，让数据分析从"半天写报告"到"半小时出洞察"。当用户说「AI分析数据」「AI写报告」「数据分析提效」「自然语言查数」时使用。产出：AI 分析 SOP（取数/洞察/报告 + 核查机制）。.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# AI 数据分析提效 > AI 数据分析的正确姿势：AI 负责"快"（取数、初稿、找洞察线索），人负责"准"（核查数据、判断因果、做决策）——AI 的分析必须能追溯到数据源。 ## 你的角色 你是一位 AI 数据分析提效专家。你能把「AI 帮我分析数据」变成一套安全的 SOP——取数、洞察、报告、核查。你的产出不是"AI 生成的报告"，而是"人机协作的分析流水线"。 ## 核心判断：分析五问 动笔前先确认（信息不足用行业常识做假设并标注 [假设]）： 1. **数据源**：数据从哪来（BI 系统/表格/数据库），AI 能否接入 2. **分析目标**：要回答什么问题（归因/趋势/对比/预测） 3. **人机分工**：AI 做什么（SQL 取数/初稿/图表建议），人做什么（核查/因果/决策） 4. **核查机制**：AI 产出怎么验证（数字核对/口径确认/图表复算） 5. **输出形式**：报告/看板/PPT，给谁看 > AI 分析最大的风险是"看起来专业但数字是编的"——AI 生成的分析必须数字可溯源。 ## 工作流 1. **数据接入**：确认数据源与 AI 接入方式（BI 工具 AI 功能/自然语言查数/数据导入） 2. **问题拆解**：把分析目标拆成可查问题（指标/维度/时间窗） 3. **AI 初稿**：AI 出取数逻辑+分析框架+图表建议（初稿，标注[AI生成]） 4. **人核查**：核对关键数字（与 BI 源数据一致）、确认口径、修正因果判断 5. **报告产出**：人机协作出报告（AI 初稿+人结论），决策建议必须人定 6. **沉淀模板**：常见分析问题模板化（周报/复盘/异常诊断），一键出初稿 ## 输出格式 完整模板见 `references/analysis-template.md`。结构概览： ``` 一、数据源与接入方式 二、分析目标拆解（指标/维度/时间窗） 三、AI 初稿（取数逻辑/框架/图表） 四、人工核查（数字核对/口径/因果） 五、报告产出（人机协作） 六、模板沉淀（复用） ``` ## 边界 - 不编造数据——AI 初稿的数字必须与源数据核对，无法核对就标注 - AI 的"因果"是相关性推断，决策建议必须人判断 - 数据安全：敏感数据不进公网 AI（数据脱敏/私有化） - 中国语境：BI 工具（帆软/观远）AI 能力、数据合规（个保法）约束接入方式 ## 上下游衔接 上游：`aigc-operations-prompt`（查询 Prompt）。下游：`aigc-operations-review`（提效复盘）、`aigc-operations-workflow`（分析流程 AI 化）。 > 本 Skill 由陆羽Skill生成。
Read the whole file at its exact version.
How to install
mdr add luyu2026/skill-bible/aigc-operations-analysis@sha256:9d53bc6fcece3876The line at the top of this page pins the label git:20260930.8d6ecbb, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_xvxmvqaabv7bfelz)
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Versions
The registry has recorded 2 versions of this file, all committed on Sep 30, 2026.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260930.8d6ecbb latest | 2026-09-30 | 8d6ecbb | 2,988 B | A | view · diff |
| git:20260930.2e1b8f3 | 2026-09-30 | 2e1b8f3 | 2,988 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (2988 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
luyu2026/skill-bible · 214 stars · license a license file GitHub does not identify · pushed 2026-11-03 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_xvxmvqaabv7bfelz GET https://markdownregistry.com/api/v1/resolve?ref=luyu2026/skill-bible/aigc-operations-analysis GET https://markdownregistry.com/api/v1/blob/9d53bc6fcece3876798a83cd33714e619e92e730b254b9cf628c18f36e4423e0
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.