skill-algorithm-updates SKILL.md skillA

skill-algorithm-updates from zju-real/easel is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add zju-real/easel/skill-algorithm-updates@git:20261101.2b8178a

Pins git:20261101.2b8178a 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-algorithm-updates/SKILL.md
Versions recorded
2
Latest version
git:20261101.2b8178a, committed Nov 1, 2026
First version recorded
Oct 12, 2026
Size
5,080 bytes
Repository stars
4,469
License
Apache-2.0

追踪抖音、小红书、B站、微博、知乎、视频号和今日头条的算法、推荐分发、审核与变现规则变化,并分析对创作者的影响。 当用户说“算法/推荐机制变了吗、流量规则更新、为什么流量下降、平台规则变化”时使用。 内容热点用 skill-trending-topics;泛行业资讯用 skill-news-intelligence;本 SKILL 只看平台机制。.

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

# 平台算法动态追踪

> 聚合中文社媒平台的算法更新、推荐机制变化与流量规则调整,输出结构化简报。

## 输入

| 字段 | 必填 | 说明 |
|------|------|------|
| platforms | 否 | 目标平台列表(默认全部 7 个:抖音/小红书/B站/微博/知乎/视频号/今日头条) |
| time_range | 否 | 时间范围:"近一周" / "近一月" / "近三月"(默认"近一月") |
| focus | 否 | 关注方向:"流量分发" / "内容审核" / "变现规则" / "全部"(默认"全部") |

## 输出

```markdown
# 平台算法动态简报
更新日期: {date}
覆盖平台: {platforms}
时间范围: {time_range}
关注方向: {focus}

## {平台名}
### 近期变化
- **{变化标题}**: {具体说明}(来源: {source},时间: {date})
- ...

### 对创作者的影响
- {影响说明}

### 应对建议
- {可操作的建议}

(每个目标平台各一节,结构相同)

## 跨平台趋势
- {多个平台共同出现的规则变化方向}

## 信息来源
- [{来源标题}]({URL})
- ...
```

## 执行步骤

### 第一步:确定范围

- 解析输入参数,确定目标平台列表、时间范围和关注方向
- 有 Profile 时读取 `profiles/<画像>/platforms.md`,优先覆盖创作者活跃平台
- 无 Profile 时覆盖全部 7 个平台

### 第二步:多维度搜索 — 平台官方与创作者社区

对每个目标平台,执行 2-3 组 web_search 查询:

- `"{平台名} 算法 更新 {当前年}"`
- `"{平台名} 推荐机制 变化 创作者"`
- `"{平台名} 流量 规则 最新"`

若 focus 非"全部",追加定向查询:
- 流量分发:`"{平台名} 流量池 分发 调整"`
- 内容审核:`"{平台名} 内容审核 规则 变化"`
- 变现规则:`"{平台名} 变现 政策 更新"`

读取 `references/platform-sources.md` 获取各平台官方来源 URL 和搜索模板。

### 第三步:第三方信息源搜索

补充行业视角,执行以下查询:

- `"社媒平台 算法 变化 {当前年}"` 限定 newrank.cn / woshipm.com / 36kr.com
- `"{平台名} 创作者 吐槽 算法"` — 捕捉社区讨论中的实际感知
- `"中国社交媒体 推荐算法 趋势"` — 获取跨平台综合分析

### 第四步:抓取与提取
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add zju-real/easel/skill-algorithm-updates@sha256:de320eb0ca03c92c

The line at the top of this page pins the label git:20261101.2b8178a, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_v5pxu3vdpvrrnqsw.svg)](https://markdownregistry.com/a/art_v5pxu3vdpvrrnqsw)

3 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 2 versions of this file, between Oct 12, 2026 and Nov 1, 2026, about one every 20 days.

versioncommittedcommitsizeaudit
git:20261101.2b8178a latest2026-11-01 2b8178a 5,080 BA view · diff
git:20261012.0d537442026-10-12 0d53744 5,052 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (5080 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

GitHub

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_v5pxu3vdpvrrnqsw
GET https://markdownregistry.com/api/v1/resolve?ref=zju-real/easel/skill-algorithm-updates
GET https://markdownregistry.com/api/v1/blob/de320eb0ca03c92cafcc2ae3d05a0dc4304ed540cc96404c6acc3b2a6d5d3168

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.

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