zju-real/easel · skills/openclaw/skill-comment-insights/SKILL.md

skill-comment-insights skillA

skill-comment-insights is agent-read markdown (skill) from zju-real/easel: 评论区量化分析：对一批评论做情感分析（正/中/负占比 + 代表评论）、高频词与短语提取、 以及需求/吐槽/提问的诉求挖掘，为内容复盘和选题反哺提供数据。当用户说"评论情感分析" "评论区分析""用户在说什么""评论正负面比例""评论高频词""评论关键词""口碑分析""评论词云" "用户诉求""评论区吐槽"时使用。基于 jieba（分词）+ SnowNLP（情感）+ 社媒情感词典。.

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add zju-real/easel/skill-comment-insights@git:20260828.21694dd
Exact content
mdr add zju-real/easel/skill-comment-insights@sha256:cac062ad1ddf1a7c

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_bvjqow3pn6jrwgti.svg)](https://markdownregistry.com/a/art_bvjqow3pn6jrwgti)

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Versions

versioncommittedcommitsizeaudit
git:20260828.21694dd latest2026-08-28 21694dd 3,119 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, 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 (3119 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 · 1,218 stars · license Apache-2.0 · pushed 2026-09-17 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_bvjqow3pn6jrwgti
GET https://markdownregistry.com/api/v1/resolve?ref=zju-real/easel/skill-comment-insights
GET https://markdownregistry.com/api/v1/blob/cac062ad1ddf1a7c9286226a4296e352b1f6d2666d880f9e2a9ac7a5615fad47

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.