skill-publish-analytics SKILL.md skillA
skill-publish-analytics from zju-real/easel is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add zju-real/easel/skill-publish-analytics@git:20261012.0d53744Pins git:20261012.0d53744 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- zju-real/easel
- Path
skills/builtin/skill-publish-analytics/SKILL.md- Versions recorded
- 1
- Latest version
- git:20261012.0d53744, committed Oct 12, 2026
- Size
- 8,423 bytes
- Repository stars
- 4,469
- License
- Apache-2.0
分析发布日志数据，从发布时间、标签效果、内容类型、粉丝增长四个维度归因内容表现，输出可执行的优化建议。 当用户说"发布数据分析""归因分析""什么时间发好""标签效果""内容表现分析""发布日志分析"时使用。 和 skill-social-performance-review 的区别：本 SKILL 从发布日志做四维归因，review 做跨平台月度组合复盘。.
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
# 发布数据归因分析
> 读取 publish-log.json，从时间、标签、类型、增长四个维度分析内容表现，输出结构化归因报告。
## 数据层定位
本 SKILL 是归因链的**消费层**，只读底座、不新建存储、不回写：
| 数据 | 权威底座 | 维护方 | 本 SKILL 用途 |
|------|----------|--------|----------------|
| 发布事件 | `outputs/_analytics/publish-log.json` | skill-publish-log | 模式 A/B/C |
| 粉丝 / 时序快照 | `outputs/_analytics/snapshots/{profile}/{platform}/{date}.json` | skill-data-tracker | 模式 D 增长归因 |
**粉丝时序的权威来源是 `skill-data-tracker` 的快照底座。** 模式 D 读取的 `outputs/_analytics/follower-log.json` 由 `track.py export-followers` 确定性导出，不应手工维护。字段映射见 `references/follower-log-schema.md`。
## 输入
用户指定分析模式（可组合）：
- **模式 A — 最佳发布时间**：分析发布时段与互动数据的关系
- **模式 B — 标签效果分析**：评估标签对内容表现的影响
- **模式 C — 内容类型对比**：按内容类型对比各项指标
- **模式 D — 增长归因**：关联发布事件与粉丝增长
未指定模式时默认执行 A + B + C。模式 D 前先运行 `python3 skills/builtin/skill-data-tracker/scripts/track.py export-followers`。
## 数据源
### publish-log.json 结构
```json
{
"version": "1.0",
"entries": [{
"id": "唯一标识",
"platform": "xiaohongshu|douyin|bilibili|weibo",
"title": "标题",
"url": "发布链接",
"type": "图文|视频|直播|文章",
"published_at": "ISO 8601 时间戳",
"logged_at": "记录时间",
"initial_metrics": {
"views": null | number,
"likes": null | number,
…Read the whole file at its exact version.
How to install
mdr add zju-real/easel/skill-publish-analytics@sha256:5b85561e132b96e5The line at the top of this page pins the label git:20261012.0d53744, 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_24pcpi7654c25jsk)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Oct 12, 2026.
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 (8423 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
zju-real/easel · 4,469 stars · license Apache-2.0 · pushed 2026-11-02 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_24pcpi7654c25jsk GET https://markdownregistry.com/api/v1/resolve?ref=zju-real/easel/skill-publish-analytics GET https://markdownregistry.com/api/v1/blob/5b85561e132b96e54dfef9e34a8b651a3be28a3a7d5c4acb55bdcc36227649b5
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.